--- ## Phase 41: Neith Sovereign Stack — Foundation & Core Runtime > **Neith** (Egyptian: Nit/Net) — Primordial creator goddess who wove the world > into existence. The Neith stack is Oshun's sovereign technology foundation, > building custom alternatives and migration paths that reduce reliance on > external dependencies over time. **Target:** Complete technology sovereignty from operating systems to applications, rivaling Microsoft, Apple, and Epic Games in capability. --- ### 41.1 @neith/core — Runtime Kernel The foundational async runtime, memory management, and system primitives. #### 41.1.1 Async Runtime Foundation - [ ] **41.1.1.1** Design async executor architecture (work-stealing) - [ ] **41.1.1.2** Implement multi-threaded task scheduler - [ ] **41.1.1.3** Create fiber/coroutine system for cooperative multitasking - [ ] **41.1.1.4** Implement async I/O layer (io_uring on Linux, IOCP on Windows) - [ ] **41.1.1.5** Create timer wheel for efficient timeout handling - [ ] **41.1.1.6** Implement cancellation tokens and graceful shutdown - [ ] **41.1.1.7** Create task-local storage system - [ ] **41.1.1.8** Implement priority-based task scheduling - [ ] **41.1.1.9** Create async channel primitives (mpsc, mpmc, broadcast) - [ ] **41.1.1.10** Implement backpressure mechanisms for flow control - [ ] **41.1.1.11** Create async mutex, rwlock, semaphore primitives - [ ] **41.1.1.12** Implement async barrier and latch synchronization - [ ] **41.1.1.13** Create thread pool with dynamic sizing - [ ] **41.1.1.14** Implement CPU affinity and NUMA awareness - [ ] **41.1.1.15** Create async runtime metrics and profiling #### 41.1.2 Memory Management - [ ] **41.1.2.1** Implement arena allocator for frame-temporary data - [ ] **41.1.2.2** Create pool allocator for fixed-size objects - [ ] **41.1.2.3** Implement stack allocator for hierarchical data - [ ] **41.1.2.4** Create slab allocator for component storage - [ ] **41.1.2.5** Implement buddy allocator for variable-size blocks - [ ] **41.1.2.6** Create TLSF (Two-Level Segregated Fit) allocator - [ ] **41.1.2.7** Implement memory tagging for debugging - [ ] **41.1.2.8** Create allocation tracking and leak detection - [ ] **41.1.2.9** Implement memory defragmentation strategies - [ ] **41.1.2.10** Create virtual memory management utilities - [ ] **41.1.2.11** Implement memory-mapped file support - [ ] **41.1.2.12** Create shared memory primitives for IPC - [ ] **41.1.2.13** Implement huge page support for performance - [ ] **41.1.2.14** Create memory budget system with limits - [ ] **41.1.2.15** Implement out-of-memory handling strategies #### 41.1.3 Serialization System - [ ] **41.1.3.1** Design binary serialization format (Neith Binary Format) - [ ] **41.1.3.2** Implement zero-copy deserialization - [ ] **41.1.3.3** Create schema evolution and versioning system - [ ] **41.1.3.4** Implement JSON serialization with streaming - [ ] **41.1.3.5** Create MessagePack serialization support - [ ] **41.1.3.6** Implement CBOR serialization for compactness - [ ] **41.1.3.7** Create Protocol Buffers compatibility layer - [ ] **41.1.3.8** Implement FlatBuffers-style access patterns - [ ] **41.1.3.9** Create custom derive macros for serialization - [ ] **41.1.3.10** Implement partial serialization for deltas - [ ] **41.1.3.11** Create compression integration (LZ4, Zstd) - [ ] **41.1.3.12** Implement encryption layer for sensitive data - [ ] **41.1.3.13** Create schema validation and migration tools - [ ] **41.1.3.14** Implement streaming serialization for large objects - [ ] **41.1.3.15** Create benchmark suite comparing formats #### 41.1.4 Reflection System - [ ] **41.1.4.1** Design runtime type information (RTTI) system - [ ] **41.1.4.2** Implement type registry with unique IDs - [ ] **41.1.4.3** Create field metadata (name, type, offset, attributes) - [ ] **41.1.4.4** Implement method metadata and invocation - [ ] **41.1.4.5** Create enum reflection with variant info - [ ] **41.1.4.6** Implement generic type reflection - [ ] **41.1.4.7** Create attribute/annotation system - [ ] **41.1.4.8** Implement dynamic property access - [ ] **41.1.4.9** Create type conversion utilities - [ ] **41.1.4.10** Implement serialization integration - [ ] **41.1.4.11** Create editor integration for property grids - [ ] **41.1.4.12** Implement scripting language bindings - [ ] **41.1.4.13** Create documentation generation from reflection - [ ] **41.1.4.14** Implement validation rules via attributes - [ ] **41.1.4.15** Create reflection-based diff and patch #### 41.1.5 Event System - [ ] **41.1.5.1** Design typed event bus architecture - [ ] **41.1.5.2** Implement synchronous event dispatch - [ ] **41.1.5.3** Create async event dispatch with ordering - [ ] **41.1.5.4** Implement event filtering and routing - [ ] **41.1.5.5** Create event priority system - [ ] **41.1.5.6** Implement event cancellation/consumption - [ ] **41.1.5.7** Create event batching for performance - [ ] **41.1.5.8** Implement event replay for debugging - [ ] **41.1.5.9** Create event serialization for networking - [ ] **41.1.5.10** Implement event sourcing patterns - [ ] **41.1.5.11** Create event versioning for compatibility - [ ] **41.1.5.12** Implement weak event references - [ ] **41.1.5.13** Create event statistics and monitoring - [ ] **41.1.5.14** Implement cross-process event bus - [ ] **41.1.5.15** Create visual event flow debugging #### 41.1.6 Logging & Diagnostics - [ ] **41.1.6.1** Implement structured logging system - [ ] **41.1.6.2** Create log levels with runtime filtering - [ ] **41.1.6.3** Implement async log writing (non-blocking) - [ ] **41.1.6.4** Create log rotation and archival - [ ] **41.1.6.5** Implement log format customization - [ ] **41.1.6.6** Create JSON and binary log formats - [ ] **41.1.6.7** Implement distributed tracing (OpenTelemetry) - [ ] **41.1.6.8** Create span-based profiling integration - [ ] **41.1.6.9** Implement metric collection (counters, gauges, histograms) - [ ] **41.1.6.10** Create health check framework - [ ] **41.1.6.11** Implement crash reporting and minidumps - [ ] **41.1.6.12** Create assertion and contract system - [ ] **41.1.6.13** Implement performance markers for profilers - [ ] **41.1.6.14** Create remote logging and monitoring - [ ] **41.1.6.15** Implement log analysis and alerting --- ### 41.2 @neith/hal — Hardware Abstraction Layer Unified interface to hardware across all platforms. #### 41.2.1 GPU Abstraction - [ ] **41.2.1.1** Create GPU device enumeration and selection - [ ] **41.2.1.2** Implement Vulkan backend via wgpu - [ ] **41.2.1.3** Implement Metal backend via wgpu - [ ] **41.2.1.4** Implement DirectX 12 backend via wgpu - [ ] **41.2.1.5** Implement WebGPU backend for browsers - [ ] **41.2.1.6** Create shader compilation pipeline (WGSL → SPIR-V) - [ ] **41.2.1.7** Implement shader hot-reloading for development - [ ] **41.2.1.8** Create GPU memory allocator (VMA-style) - [ ] **41.2.1.9** Implement resource binding and descriptor sets - [ ] **41.2.1.10** Create command buffer recording and submission - [ ] **41.2.1.11** Implement multi-queue support (graphics, compute, transfer) - [ ] **41.2.1.12** Create synchronization primitives (fences, semaphores) - [ ] **41.2.1.13** Implement GPU profiling and timing queries - [ ] **41.2.1.14** Create GPU capability detection and feature levels - [ ] **41.2.1.15** Implement multi-GPU support (explicit, implicit) #### 41.2.2 Audio Device Abstraction - [ ] **41.2.2.1** Create audio device enumeration - [ ] **41.2.2.2** Implement WASAPI backend (Windows) - [ ] **41.2.2.3** Implement CoreAudio backend (macOS/iOS) - [ ] **41.2.2.4** Implement ALSA/PulseAudio/PipeWire backends (Linux) - [ ] **41.2.2.5** Implement AAudio/OpenSL ES backends (Android) - [ ] **41.2.2.6** Implement WebAudio backend (browsers) - [ ] **41.2.2.7** Create sample rate conversion - [ ] **41.2.2.8** Implement channel mapping and remixing - [ ] **41.2.2.9** Create low-latency audio paths - [ ] **41.2.2.10** Implement audio device hot-plugging - [ ] **41.2.2.11** Create MIDI device abstraction - [ ] **41.2.2.12** Implement audio routing and mixing - [ ] **41.2.2.13** Create audio format conversion - [ ] **41.2.2.14** Implement exclusive mode for pro audio - [ ] **41.2.2.15** Create audio latency measurement #### 41.2.3 Input Abstraction - [ ] **41.2.3.1** Create unified input event system - [ ] **41.2.3.2** Implement keyboard input with scancodes and keycodes - [ ] **41.2.3.3** Create mouse input with raw and accelerated modes - [ ] **41.2.3.4** Implement gamepad support (XInput, DInput, HID) - [ ] **41.2.3.5** Create touch input with gesture recognition - [ ] **41.2.3.6** Implement pen/stylus input with pressure - [ ] **41.2.3.7** Create motion controller support (VR) - [ ] **41.2.3.8** Implement eye tracking integration - [ ] **41.2.3.9** Create voice input abstraction - [ ] **41.2.3.10** Implement haptic feedback (rumble, HD haptics) - [ ] **41.2.3.11** Create input remapping system - [ ] **41.2.3.12** Implement input recording and playback - [ ] **41.2.3.13** Create dead zone and curve configuration - [ ] **41.2.3.14** Implement multi-user input separation - [ ] **41.2.3.15** Create accessibility input adaptations #### 41.2.4 Sensor Abstraction - [ ] **41.2.4.1** Create accelerometer abstraction - [ ] **41.2.4.2** Implement gyroscope abstraction - [ ] **41.2.4.3** Create magnetometer (compass) abstraction - [ ] **41.2.4.4** Implement barometer/altimeter abstraction - [ ] **41.2.4.5** Create GPS/GNSS location abstraction - [ ] **41.2.4.6** Implement proximity sensor abstraction - [ ] **41.2.4.7** Create ambient light sensor abstraction - [ ] **41.2.4.8** Implement heart rate sensor abstraction - [ ] **41.2.4.9** Create sensor fusion (IMU) algorithms - [ ] **41.2.4.10** Implement Kalman filtering for noise reduction - [ ] **41.2.4.11** Create sensor calibration utilities - [ ] **41.2.4.12** Implement sensor data recording - [ ] **41.2.4.13** Create sensor simulation for testing - [ ] **41.2.4.14** Implement power-efficient sensor batching - [ ] **41.2.4.15** Create sensor permission handling #### 41.2.5 Camera Abstraction - [ ] **41.2.5.1** Create camera device enumeration - [ ] **41.2.5.2** Implement camera capture (Video4Linux, AVFoundation, MediaFoundation) - [ ] **41.2.5.3** Create camera format negotiation - [ ] **41.2.5.4** Implement camera controls (exposure, focus, white balance) - [ ] **41.2.5.5** Create multi-camera support - [ ] **41.2.5.6** Implement depth camera support (RealSense, Kinect) - [ ] **41.2.5.7** Create IR camera support - [ ] **41.2.5.8** Implement camera calibration utilities - [ ] **41.2.5.9** Create camera streaming to GPU textures - [ ] **41.2.5.10** Implement camera recording - [ ] **41.2.5.11** Create AR camera integration (ARKit, ARCore) - [ ] **41.2.5.12** Implement camera permission handling - [ ] **41.2.5.13** Create camera simulation for testing - [ ] **41.2.5.14** Implement camera hot-plugging - [ ] **41.2.5.15** Create stereoscopic camera support #### 41.2.6 Network Abstraction - [ ] **41.2.6.1** Create socket abstraction (TCP, UDP) - [ ] **41.2.6.2** Implement TLS/SSL integration (rustls) - [ ] **41.2.6.3** Create QUIC protocol support (quinn) - [ ] **41.2.6.4** Implement WebSocket support - [ ] **41.2.6.5** Create HTTP/1.1 and HTTP/2 clients - [ ] **41.2.6.6** Implement HTTP/3 support - [ ] **41.2.6.7** Create DNS resolution with caching - [ ] **41.2.6.8** Implement mDNS/DNS-SD for discovery - [ ] **41.2.6.9** Create Bluetooth abstraction - [ ] **41.2.6.10** Implement Wi-Fi Direct/P2P support - [ ] **41.2.6.11** Create NFC abstraction - [ ] **41.2.6.12** Implement network quality detection - [ ] **41.2.6.13** Create bandwidth estimation - [ ] **41.2.6.14** Implement network simulation for testing - [ ] **41.2.6.15** Create VPN/proxy tunneling support #### 41.2.7 Storage Abstraction - [ ] **41.2.7.1** Create file system abstraction - [ ] **41.2.7.2** Implement async file I/O - [ ] **41.2.7.3** Create directory watching (inotify, FSEvents, ReadDirectoryChanges) - [ ] **41.2.7.4** Implement file locking - [ ] **41.2.7.5** Create memory-mapped file support - [ ] **41.2.7.6** Implement sparse file support - [ ] **41.2.7.7** Create archive format support (ZIP, TAR) - [ ] **41.2.7.8** Implement cloud storage abstraction (S3-compatible) - [ ] **41.2.7.9** Create database abstraction (SQLite, embedded) - [ ] **41.2.7.10** Implement key-value store abstraction - [ ] **41.2.7.11** Create secure storage (keychain, credential manager) - [ ] **41.2.7.12** Implement storage quota management - [ ] **41.2.7.13** Create storage migration utilities - [ ] **41.2.7.14** Implement storage encryption - [ ] **41.2.7.15** Create storage benchmarking --- ### 41.3 @neith/crypto — Cryptography & Security Sovereign cryptographic primitives and security utilities. #### 41.3.1 Symmetric Encryption - [ ] **41.3.1.1** Implement AES-256-GCM encryption - [ ] **41.3.1.2** Create ChaCha20-Poly1305 encryption - [ ] **41.3.1.3** Implement AES-256-CBC with HMAC - [ ] **41.3.1.4** Create XChaCha20-Poly1305 for extended nonces - [ ] **41.3.1.5** Implement streaming encryption for large files - [ ] **41.3.1.6** Create authenticated encryption wrapper - [ ] **41.3.1.7** Implement key derivation (HKDF, PBKDF2, Argon2) - [ ] **41.3.1.8** Create secure key storage integration - [ ] **41.3.1.9** Implement hardware acceleration detection (AES-NI) - [ ] **41.3.1.10** Create encryption benchmarks - [ ] **41.3.1.11** Implement constant-time operations - [ ] **41.3.1.12** Create secure memory wiping - [ ] **41.3.1.13** Implement encryption context/AAD support - [ ] **41.3.1.14** Create multi-recipient encryption - [ ] **41.3.1.15** Implement forward secrecy patterns #### 41.3.2 Asymmetric Encryption - [ ] **41.3.2.1** Implement Ed25519 signatures - [ ] **41.3.2.2** Create X25519 key exchange - [ ] **41.3.2.3** Implement RSA-4096 for compatibility - [ ] **41.3.2.4** Create ECDSA (P-256, P-384) support - [ ] **41.3.2.5** Implement ECDH key agreement - [ ] **41.3.2.6** Create hybrid encryption (ECIES-style) - [ ] **41.3.2.7** Implement key pair generation - [ ] **41.3.2.8** Create key import/export (PEM, DER, JWK) - [ ] **41.3.2.9** Implement certificate parsing (X.509) - [ ] **41.3.2.10** Create certificate chain validation - [ ] **41.3.2.11** Implement certificate pinning - [ ] **41.3.2.12** Create CSR generation - [ ] **41.3.2.13** Implement OCSP and CRL checking - [ ] **41.3.2.14** Create post-quantum hybrid schemes (Kyber+X25519) - [ ] **41.3.2.15** Implement threshold signatures #### 41.3.3 Hashing & MACs - [ ] **41.3.3.1** Implement SHA-256/SHA-512 - [ ] **41.3.3.2** Create SHA-3 (Keccak) support - [ ] **41.3.3.3** Implement BLAKE3 for speed - [ ] **41.3.3.4** Create BLAKE2b/BLAKE2s - [ ] **41.3.3.5** Implement HMAC-SHA256/SHA512 - [ ] **41.3.3.6** Create keyed BLAKE3 - [ ] **41.3.3.7** Implement Poly1305 MAC - [ ] **41.3.3.8** Create incremental/streaming hashing - [ ] **41.3.3.9** Implement parallel hashing for large files - [ ] **41.3.3.10** Create hash tree (Merkle tree) utilities - [ ] **41.3.3.11** Implement content-addressable storage hashing - [ ] **41.3.3.12** Create password hashing (Argon2id) - [ ] **41.3.3.13** Implement hash-based KDF - [ ] **41.3.3.14** Create hash benchmarks - [ ] **41.3.3.15** Implement hash verification with timing safety #### 41.3.4 Random Number Generation - [ ] **41.3.4.1** Create cryptographically secure RNG (CSPRNG) - [ ] **41.3.4.2** Implement OS entropy source integration - [ ] **41.3.4.3** Create hardware RNG support (RDRAND) - [ ] **41.3.4.4** Implement deterministic RNG for testing - [ ] **41.3.4.5** Create random byte generation - [ ] **41.3.4.6** Implement random integer in range - [ ] **41.3.4.7** Create random string generation - [ ] **41.3.4.8** Implement UUID v4 generation - [ ] **41.3.4.9** Create entropy pool management - [ ] **41.3.4.10** Implement entropy health monitoring - [ ] **41.3.4.11** Create fork-safe RNG - [ ] **41.3.4.12** Implement RNG reseeding - [ ] **41.3.4.13** Create RNG state serialization (for replays) - [ ] **41.3.4.14** Implement bias-free random selection - [ ] **41.3.4.15** Create random permutation (shuffle) #### 41.3.5 TLS & Secure Channels - [ ] **41.3.5.1** Implement TLS 1.3 client (rustls) - [ ] **41.3.5.2** Create TLS 1.3 server - [ ] **41.3.5.3** Implement certificate verification - [ ] **41.3.5.4** Create SNI support - [ ] **41.3.5.5** Implement ALPN negotiation - [ ] **41.3.5.6** Create session resumption (tickets) - [ ] **41.3.5.7** Implement 0-RTT early data - [ ] **41.3.5.8** Create client certificate authentication - [ ] **41.3.5.9** Implement DTLS for UDP - [ ] **41.3.5.10** Create Noise Protocol framework - [ ] **41.3.5.11** Implement WireGuard-style channels - [ ] **41.3.5.12** Create secure channel abstraction - [ ] **41.3.5.13** Implement channel binding - [ ] **41.3.5.14** Create perfect forward secrecy verification - [ ] **41.3.5.15** Implement TLS debugging and logging --- ### 41.4 @neith/net — Networking Stack Custom networking for games, real-time, and general applications. #### 41.4.1 Transport Layer - [ ] **41.4.1.1** Implement reliable UDP protocol - [ ] **41.4.1.2** Create packet fragmentation and reassembly - [ ] **41.4.1.3** Implement congestion control (BBR-style) - [ ] **41.4.1.4** Create flow control with backpressure - [ ] **41.4.1.5** Implement packet prioritization - [ ] **41.4.1.6** Create ordered and unordered channels - [ ] **41.4.1.7** Implement reliable and unreliable channels - [ ] **41.4.1.8** Create connection establishment handshake - [ ] **41.4.1.9** Implement connection migration - [ ] **41.4.1.10** Create NAT traversal (STUN, TURN, ICE) - [ ] **41.4.1.11** Implement hole punching - [ ] **41.4.1.12** Create relay fallback - [ ] **41.4.1.13** Implement bandwidth estimation - [ ] **41.4.1.14** Create latency measurement (RTT) - [ ] **41.4.1.15** Implement packet loss detection and recovery #### 41.4.2 Game Networking - [ ] **41.4.2.1** Implement client-server architecture - [ ] **41.4.2.2** Create peer-to-peer mesh networking - [ ] **41.4.2.3** Implement state synchronization - [ ] **41.4.2.4** Create delta compression - [ ] **41.4.2.5** Implement interest management (relevancy) - [ ] **41.4.2.6** Create client-side prediction - [ ] **41.4.2.7** Implement server reconciliation - [ ] **41.4.2.8** Create lag compensation - [ ] **41.4.2.9** Implement snapshot interpolation - [ ] **41.4.2.10** Create entity replication system - [ ] **41.4.2.11** Implement RPC system - [ ] **41.4.2.12** Create lobby and matchmaking protocols - [ ] **41.4.2.13** Implement voice chat integration - [ ] **41.4.2.14** Create anti-cheat foundations - [ ] **41.4.2.15** Implement network simulation (artificial lag, loss) #### 41.4.3 WebRTC Integration - [ ] **41.4.3.1** Implement WebRTC data channels - [ ] **41.4.3.2** Create WebRTC audio/video streams - [ ] **41.4.3.3** Implement ICE candidate gathering - [ ] **41.4.3.4** Create DTLS-SRTP for media encryption - [ ] **41.4.3.5** Implement SDP offer/answer - [ ] **41.4.3.6** Create SCTP data channel multiplexing - [ ] **41.4.3.7** Implement bandwidth estimation (REMB, TWCC) - [ ] **41.4.3.8** Create simulcast support - [ ] **41.4.3.9** Implement SVC (Scalable Video Coding) support - [ ] **41.4.3.10** Create screen sharing - [ ] **41.4.3.11** Implement recording - [ ] **41.4.3.12** Create stats collection - [ ] **41.4.3.13** Implement quality adaptation - [ ] **41.4.3.14** Create echo cancellation integration - [ ] **41.4.3.15** Implement noise suppression integration #### 41.4.4 HTTP Stack - [ ] **41.4.4.1** Implement HTTP/1.1 client - [ ] **41.4.4.2** Create HTTP/2 client with multiplexing - [ ] **41.4.4.3** Implement HTTP/3 (QUIC) client - [ ] **41.4.4.4** Create connection pooling - [ ] **41.4.4.5** Implement cookie handling - [ ] **41.4.4.6** Create redirect following - [ ] **41.4.4.7** Implement retry logic with backoff - [ ] **41.4.4.8** Create request/response streaming - [ ] **41.4.4.9** Implement multipart form data - [ ] **41.4.4.10** Create file upload/download - [ ] **41.4.4.11** Implement progress callbacks - [ ] **41.4.4.12** Create caching (ETag, Cache-Control) - [ ] **41.4.4.13** Implement compression (gzip, br, zstd) - [ ] **41.4.4.14** Create proxy support (HTTP, SOCKS5) - [ ] **41.4.4.15** Implement HTTP server for local services --- ### 41.5 @neith/ui — UI Toolkit GPU-accelerated, cross-platform UI toolkit. #### 41.5.1 Rendering Core - [ ] **41.5.1.1** Implement GPU-accelerated 2D renderer - [ ] **41.5.1.2** Create vector path rendering (Bézier curves) - [ ] **41.5.1.3** Implement anti-aliased line and shape drawing - [ ] **41.5.1.4** Create gradient fills (linear, radial, conic) - [ ] **41.5.1.5** Implement image rendering with filtering - [ ] **41.5.1.6** Create blend modes (multiply, screen, overlay, etc.) - [ ] **41.5.1.7** Implement clipping and masking - [ ] **41.5.1.8** Create shadow and blur effects - [ ] **41.5.1.9** Implement render layers and compositing - [ ] **41.5.1.10** Create texture atlasing - [ ] **41.5.1.11** Implement render caching (dirty rectangles) - [ ] **41.5.1.12** Create subpixel positioning - [ ] **41.5.1.13** Implement HiDPI/Retina support - [ ] **41.5.1.14** Create color management (sRGB, Display P3) - [ ] **41.5.1.15** Implement HDR rendering #### 41.5.2 Text Rendering - [ ] **41.5.2.1** Implement font loading (TTF, OTF, WOFF2) - [ ] **41.5.2.2** Create font rasterization (signed distance field) - [ ] **41.5.2.3** Implement glyph caching and atlasing - [ ] **41.5.2.4** Create text shaping (HarfBuzz integration) - [ ] **41.5.2.5** Implement complex script support (Arabic, Devanagari, CJK) - [ ] **41.5.2.6** Create bidirectional text (RTL, LTR) - [ ] **41.5.2.7** Implement text layout (line breaking, justification) - [ ] **41.5.2.8** Create rich text with inline styles - [ ] **41.5.2.9** Implement text selection and cursor - [ ] **41.5.2.10** Create text editing with IME support - [ ] **41.5.2.11** Implement font fallback chains - [ ] **41.5.2.12** Create variable font support - [ ] **41.5.2.13** Implement emoji rendering (color fonts) - [ ] **41.5.2.14** Create text truncation with ellipsis - [ ] **41.5.2.15** Implement text accessibility (screen reader) #### 41.5.3 Layout Engine - [ ] **41.5.3.1** Implement flexbox layout algorithm - [ ] **41.5.3.2** Create CSS Grid layout algorithm - [ ] **41.5.3.3** Implement absolute/relative positioning - [ ] **41.5.3.4** Create stack layout (Z-order) - [ ] **41.5.3.5** Implement scroll containers - [ ] **41.5.3.6** Create virtualized lists (thousands of items) - [ ] **41.5.3.7** Implement constraint-based layout - [ ] **41.5.3.8** Create responsive breakpoints - [ ] **41.5.3.9** Implement layout caching - [ ] **41.5.3.10** Create layout animation support - [ ] **41.5.3.11** Implement intrinsic sizing - [ ] **41.5.3.12** Create aspect ratio constraints - [ ] **41.5.3.13** Implement safe area insets - [ ] **41.5.3.14** Create layout debugging visualization - [ ] **41.5.3.15** Implement layout performance profiling #### 41.5.4 Widget Library - [ ] **41.5.4.1** Create Button widget with states - [ ] **41.5.4.2** Implement TextField with validation - [ ] **41.5.4.3** Create TextArea (multiline) - [ ] **41.5.4.4** Implement Checkbox and Radio - [ ] **41.5.4.5** Create Slider and Range slider - [ ] **41.5.4.6** Implement Dropdown/Select - [ ] **41.5.4.7** Create DatePicker and TimePicker - [ ] **41.5.4.8** Implement ColorPicker - [ ] **41.5.4.9** Create Progress bar and Spinner - [ ] **41.5.4.10** Implement Tabs and TabView - [ ] **41.5.4.11** Create TreeView with lazy loading - [ ] **41.5.4.12** Implement DataGrid/Table - [ ] **41.5.4.13** Create Modal and Dialog - [ ] **41.5.4.14** Implement Tooltip and Popover - [ ] **41.5.4.15** Create ContextMenu #### 41.5.5 Animation System - [ ] **41.5.5.1** Implement property animation - [ ] **41.5.5.2** Create easing functions library - [ ] **41.5.5.3** Implement spring physics animations - [ ] **41.5.5.4** Create keyframe animations - [ ] **41.5.5.5** Implement animation sequencing - [ ] **41.5.5.6** Create parallel animations - [ ] **41.5.5.7** Implement animation curves (cubic-bezier) - [ ] **41.5.5.8** Create gesture-driven animations - [ ] **41.5.5.9** Implement transition system - [ ] **41.5.5.10** Create shared element transitions - [ ] **41.5.5.11** Implement staggered animations - [ ] **41.5.5.12** Create animation cancellation - [ ] **41.5.5.13** Implement animation debugging - [ ] **41.5.5.14** Create Lottie animation support - [ ] **41.5.5.15** Implement physics-based gestures #### 41.5.6 Theming System - [ ] **41.5.6.1** Create design token system - [ ] **41.5.6.2** Implement color themes (light, dark) - [ ] **41.5.6.3** Create typography scale - [ ] **41.5.6.4** Implement spacing scale - [ ] **41.5.6.5** Create component variants - [ ] **41.5.6.6** Implement theme inheritance - [ ] **41.5.6.7** Create runtime theme switching - [ ] **41.5.6.8** Implement theme serialization - [ ] **41.5.6.9** Create theme editor UI - [ ] **41.5.6.10** Implement system theme detection - [ ] **41.5.6.11** Create high contrast mode - [ ] **41.5.6.12** Implement reduced motion mode - [ ] **41.5.6.13** Create theme validation - [ ] **41.5.6.14** Implement CSS-in-Rust styling - [ ] **41.5.6.15** Create style documentation generator --- ### Phase 41 Summary — Neith Foundation | Library | Section | Tasks | | ------------------ | ------- | ------- | | @neith/core | 41.1 | 90 | | @neith/hal | 41.2 | 105 | | @neith/crypto | 41.3 | 75 | | @neith/net | 41.4 | 60 | | @neith/ui | 41.5 | 90 | | **Phase 41 Total** | | **420** | --- ## Phase 42: Neith Engine — Game & Application Engine The core game/application engine with rendering, physics, audio, and gameplay systems rivaling Unreal Engine and Unity. --- ### 42.1 @neith/renderer — Real-Time Rendering Pipeline Industry-leading rendering with global illumination and virtualized geometry. #### 42.1.1 Render Graph System - [ ] **42.1.1.1** Design frame graph architecture - [ ] **42.1.1.2** Implement automatic resource lifetime management - [ ] **42.1.1.3** Create render pass dependencies and ordering - [ ] **42.1.1.4** Implement resource aliasing and memory reuse - [ ] **42.1.1.5** Create async compute integration - [ ] **42.1.1.6** Implement transient resource allocation - [ ] **42.1.1.7** Create render graph compilation and optimization - [ ] **42.1.1.8** Implement conditional passes - [ ] **42.1.1.9** Create render graph debugging visualization - [ ] **42.1.1.10** Implement render graph serialization - [ ] **42.1.1.11** Create multi-view rendering (VR stereo) - [ ] **42.1.1.12** Implement tile-based rendering optimization - [ ] **42.1.1.13** Create render graph profiling - [ ] **42.1.1.14** Implement dynamic resolution scaling - [ ] **42.1.1.15** Create render graph hot-reload #### 42.1.2 GPU-Driven Rendering - [ ] **42.1.2.1** Implement GPU culling (frustum, occlusion) - [ ] **42.1.2.2** Create indirect draw call system - [ ] **42.1.2.3** Implement GPU-driven LOD selection - [ ] **42.1.2.4** Create mesh cluster rendering - [ ] **42.1.2.5** Implement visibility buffer rendering - [ ] **42.1.2.6** Create GPU scene representation - [ ] **42.1.2.7** Implement persistent mapped buffers - [ ] **42.1.2.8** Create bindless resource management - [ ] **42.1.2.9** Implement GPU instance culling - [ ] **42.1.2.10** Create two-phase occlusion culling - [ ] **42.1.2.11** Implement Hi-Z occlusion buffer - [ ] **42.1.2.12** Create GPU-driven shadow culling - [ ] **42.1.2.13** Implement batch merging - [ ] **42.1.2.14** Create GPU sorting (radix sort) - [ ] **42.1.2.15** Implement GPU compaction #### 42.1.3 PBR Material System - [ ] **42.1.3.1** Implement standard PBR model (metallic-roughness) - [ ] **42.1.3.2** Create specular-glossiness workflow - [ ] **42.1.3.3** Implement multi-layer materials - [ ] **42.1.3.4** Create subsurface scattering (SSS) - [ ] **42.1.3.5** Implement anisotropic materials - [ ] **42.1.3.6** Create clear coat materials - [ ] **42.1.3.7** Implement sheen for cloth - [ ] **42.1.3.8** Create transmission for glass - [ ] **42.1.3.9** Implement iridescence/thin-film - [ ] **42.1.3.10** Create material layering and blending - [ ] **42.1.3.11** Implement parallax occlusion mapping - [ ] **42.1.3.12** Create detail textures and tiling - [ ] **42.1.3.13** Implement texture bombing - [ ] **42.1.3.14** Create procedural texturing nodes - [ ] **42.1.3.15** Implement material LOD #### 42.1.4 Material Graph Editor - [ ] **42.1.4.1** Design node-based material editor - [ ] **42.1.4.2** Implement material node types (math, texture, utility) - [ ] **42.1.4.3** Create custom function nodes - [ ] **42.1.4.4** Implement material compilation to shaders - [ ] **42.1.4.5** Create material preview rendering - [ ] **42.1.4.6** Implement material instancing - [ ] **42.1.4.7** Create material parameter collections - [ ] **42.1.4.8** Implement material templates - [ ] **42.1.4.9** Create material versioning - [ ] **42.1.4.10** Implement material debugging - [ ] **42.1.4.11** Create shader variant compilation - [ ] **42.1.4.12** Implement shader permutation management - [ ] **42.1.4.13** Create material documentation generation - [ ] **42.1.4.14** Implement material validation - [ ] **42.1.4.15** Create material import/export #### 42.1.5 Global Illumination - [ ] **42.1.5.1** Implement screen-space global illumination (SSGI) - [ ] **42.1.5.2** Create signed distance field (SDF) scene - [ ] **42.1.5.3** Implement SDF ray tracing - [ ] **42.1.5.4** Create surface cache for radiance - [ ] **42.1.5.5** Implement infinite diffuse bounces - [ ] **42.1.5.6** Create radiance cache with temporal stability - [ ] **42.1.5.7** Implement probe-based GI fallback - [ ] **42.1.5.8** Create irradiance volumes - [ ] **42.1.5.9** Implement light probe placement - [ ] **42.1.5.10** Create reflection probes - [ ] **42.1.5.11** Implement planar reflections - [ ] **42.1.5.12** Create screen-space reflections (SSR) - [ ] **42.1.5.13** Implement hardware ray tracing GI (RTX) - [ ] **42.1.5.14** Create hybrid software/hardware GI - [ ] **42.1.5.15** Implement GI baking for mobile #### 42.1.6 Shadow System - [ ] **42.1.6.1** Implement cascaded shadow maps (CSM) - [ ] **42.1.6.2** Create virtual shadow maps (VSM) - [ ] **42.1.6.3** Implement shadow caching - [ ] **42.1.6.4** Create per-object shadows - [ ] **42.1.6.5** Implement contact hardening shadows (PCSS) - [ ] **42.1.6.6** Create ray-traced shadows - [ ] **42.1.6.7** Implement area light shadows - [ ] **42.1.6.8** Create shadow bias and normal offset - [ ] **42.1.6.9** Implement shadow filtering (PCF, PCSS) - [ ] **42.1.6.10** Create translucent shadows - [ ] **42.1.6.11** Implement colored shadows - [ ] **42.1.6.12** Create shadow LOD - [ ] **42.1.6.13** Implement shadow culling - [ ] **42.1.6.14** Create shadow debugging - [ ] **42.1.6.15** Implement shadow rendering optimization #### 42.1.7 Lighting System - [ ] **42.1.7.1** Implement directional lights with atmosphere - [ ] **42.1.7.2** Create point lights with attenuation - [ ] **42.1.7.3** Implement spot lights with cookies - [ ] **42.1.7.4** Create area lights (rect, disc, sphere) - [ ] **42.1.7.5** Implement IES light profiles - [ ] **42.1.7.6** Create emissive materials as lights - [ ] **42.1.7.7** Implement light functions (animated lights) - [ ] **42.1.7.8** Create clustered forward rendering - [ ] **42.1.7.9** Implement deferred rendering path - [ ] **42.1.7.10** Create visibility buffer shading - [ ] **42.1.7.11** Implement light prioritization - [ ] **42.1.7.12** Create light baking - [ ] **42.1.7.13** Implement volumetric lighting - [ ] **42.1.7.14** Create god rays - [ ] **42.1.7.15** Implement light debugging #### 42.1.8 Virtualized Geometry (Nanite-class) - [ ] **42.1.8.1** Implement mesh clustering algorithm - [ ] **42.1.8.2** Create hierarchical LOD generation - [ ] **42.1.8.3** Implement cluster culling - [ ] **42.1.8.4** Create software rasterizer for small triangles - [ ] **42.1.8.5** Implement hardware rasterizer path - [ ] **42.1.8.6** Create visibility buffer - [ ] **42.1.8.7** Implement deferred material evaluation - [ ] **42.1.8.8** Create streaming from disk - [ ] **42.1.8.9** Implement GPU-resident geometry - [ ] **42.1.8.10** Create mesh compression - [ ] **42.1.8.11** Implement predictive loading - [ ] **42.1.8.12** Create impostor fallback - [ ] **42.1.8.13** Implement displacement mapping - [ ] **42.1.8.14** Create tessellation integration - [ ] **42.1.8.15** Implement virtualized geometry debugging #### 42.1.9 Post-Processing - [ ] **42.1.9.1** Implement tone mapping (ACES, filmic, custom) - [ ] **42.1.9.2** Create color grading with LUTs - [ ] **42.1.9.3** Implement bloom with energy conservation - [ ] **42.1.9.4** Create depth of field (bokeh, Gaussian) - [ ] **42.1.9.5** Implement motion blur (camera, per-object) - [ ] **42.1.9.6** Create chromatic aberration - [ ] **42.1.9.7** Implement lens distortion - [ ] **42.1.9.8** Create film grain - [ ] **42.1.9.9** Implement vignette - [ ] **42.1.9.10** Create sharpen filters - [ ] **42.1.9.11** Implement anti-aliasing (TAA, FXAA, SMAA) - [ ] **42.1.9.12** Create upscaling (FSR, custom) - [ ] **42.1.9.13** Implement SSAO (GTAO, HBAO) - [ ] **42.1.9.14** Create auto-exposure - [ ] **42.1.9.15** Implement post-process volumes #### 42.1.10 Atmospheric Rendering - [ ] **42.1.10.1** Implement physical sky model - [ ] **42.1.10.2** Create Rayleigh and Mie scattering - [ ] **42.1.10.3** Implement sun disk rendering - [ ] **42.1.10.4** Create moon and celestial bodies - [ ] **42.1.10.5** Implement star field - [ ] **42.1.10.6** Create procedural clouds (volumetric) - [ ] **42.1.10.7** Implement cloud shadows - [ ] **42.1.10.8** Create fog (height, distance, volumetric) - [ ] **42.1.10.9** Implement underwater rendering - [ ] **42.1.10.10** Create atmospheric LUT precomputation - [ ] **42.1.10.11** Implement time-of-day system - [ ] **42.1.10.12** Create weather effects integration - [ ] **42.1.10.13** Implement aerial perspective - [ ] **42.1.10.14** Create sky capture for reflections - [ ] **42.1.10.15** Implement procedural aurora --- ### 42.2 @neith/physics — Multi-Physics Simulation Comprehensive physics supporting rigid bodies, soft bodies, fluids, and destruction. #### 42.2.1 Rigid Body Dynamics - [ ] **42.2.1.1** Implement broadphase collision detection (SAP, BVH) - [ ] **42.2.1.2** Create narrowphase collision (GJK, EPA) - [ ] **42.2.1.3** Implement collision shapes (box, sphere, capsule, convex, mesh) - [ ] **42.2.1.4** Create compound collision shapes - [ ] **42.2.1.5** Implement collision filtering (layers, groups) - [ ] **42.2.1.6** Create physics materials (friction, restitution) - [ ] **42.2.1.7** Implement contact point generation - [ ] **42.2.1.8** Create contact manifold caching - [ ] **42.2.1.9** Implement constraint solver (sequential impulse) - [ ] **42.2.1.10** Create joint types (fixed, hinge, slider, ball, spring) - [ ] **42.2.1.11** Implement motor constraints - [ ] **42.2.1.12** Create breakable constraints - [ ] **42.2.1.13** Implement sleeping/waking - [ ] **42.2.1.14** Create continuous collision detection (CCD) - [ ] **42.2.1.15** Implement physics interpolation #### 42.2.2 Character Physics - [ ] **42.2.2.1** Implement capsule character controller - [ ] **42.2.2.2** Create ground detection and snapping - [ ] **42.2.2.3** Implement slope handling - [ ] **42.2.2.4** Create step climbing - [ ] **42.2.2.5** Implement ledge grabbing detection - [ ] **42.2.2.6** Create swimming/floating - [ ] **42.2.2.7** Implement ladder climbing - [ ] **42.2.2.8** Create wall running/climbing - [ ] **42.2.2.9** Implement character-character collision - [ ] **42.2.2.10** Create pushback and depenetration - [ ] **42.2.2.11** Implement crouching and prone - [ ] **42.2.2.12** Create platform riding - [ ] **42.2.2.13** Implement variable gravity - [ ] **42.2.2.14** Create jetpack/flying - [ ] **42.2.2.15** Implement grappling hook physics #### 42.2.3 Vehicle Physics - [ ] **42.2.3.1** Implement wheeled vehicle simulation - [ ] **42.2.3.2** Create tire friction model (Pacejka-style) - [ ] **42.2.3.3** Implement suspension (spring-damper) - [ ] **42.2.3.4** Create differential types (open, limited slip, locked) - [ ] **42.2.3.5** Implement engine simulation (torque curves) - [ ] **42.2.3.6** Create transmission (manual, automatic) - [ ] **42.2.3.7** Implement braking (ABS, handbrake) - [ ] **42.2.3.8** Create aerodynamics (drag, downforce) - [ ] **42.2.3.9** Implement tracked vehicles - [ ] **42.2.3.10** Create hover vehicles - [ ] **42.2.3.11** Implement boats/watercraft - [ ] **42.2.3.12** Create aircraft physics - [ ] **42.2.3.13** Implement spacecraft physics - [ ] **42.2.3.14** Create motorcycle/bike physics - [ ] **42.2.3.15** Implement vehicle damage #### 42.2.4 Ragdoll Physics - [ ] **42.2.4.1** Implement ragdoll skeleton setup - [ ] **42.2.4.2** Create bone collision shapes - [ ] **42.2.4.3** Implement joint limits - [ ] **42.2.4.4** Create powered ragdoll (active ragdoll) - [ ] **42.2.4.5** Implement ragdoll blending with animation - [ ] **42.2.4.6** Create partial ragdoll (upper/lower body) - [ ] **42.2.4.7** Implement hit reactions - [ ] **42.2.4.8** Create death poses - [ ] **42.2.4.9** Implement ragdoll getting up - [ ] **42.2.4.10** Create ragdoll dragging - [ ] **42.2.4.11** Implement ragdoll throwing - [ ] **42.2.4.12** Create ragdoll stability - [ ] **42.2.4.13** Implement ragdoll LOD - [ ] **42.2.4.14** Create ragdoll pooling - [ ] **42.2.4.15** Implement ragdoll debugging #### 42.2.5 Cloth Simulation - [ ] **42.2.5.1** Implement mass-spring cloth - [ ] **42.2.5.2** Create position-based dynamics (PBD) cloth - [ ] **42.2.5.3** Implement GPU cloth simulation - [ ] **42.2.5.4** Create cloth collision with world - [ ] **42.2.5.5** Implement cloth self-collision - [ ] **42.2.5.6** Create cloth-character collision - [ ] **42.2.5.7** Implement cloth tearing - [ ] **42.2.5.8** Create cloth wind interaction - [ ] **42.2.5.9** Implement cloth wetness - [ ] **42.2.5.10** Create cloth LOD - [ ] **42.2.5.11** Implement cloth painting (constraints) - [ ] **42.2.5.12** Create backstop constraints - [ ] **42.2.5.13** Implement distance constraints - [ ] **42.2.5.14** Create bending constraints - [ ] **42.2.5.15** Implement cloth debugging #### 42.2.6 Soft Body Physics - [ ] **42.2.6.1** Implement tetrahedral mesh soft bodies - [ ] **42.2.6.2** Create volume preservation - [ ] **42.2.6.3** Implement pressure simulation - [ ] **42.2.6.4** Create soft body collision - [ ] **42.2.6.5** Implement soft body cutting - [ ] **42.2.6.6** Create muscle simulation - [ ] **42.2.6.7** Implement fat jiggle physics - [ ] **42.2.6.8** Create breast/body physics - [ ] **42.2.6.9** Implement inflatable objects - [ ] **42.2.6.10** Create soft body attachments - [ ] **42.2.6.11** Implement soft body LOD - [ ] **42.2.6.12** Create GPU soft body - [ ] **42.2.6.13** Implement rope/cable physics - [ ] **42.2.6.14** Create chain physics - [ ] **42.2.6.15** Implement rubber/elastic materials #### 42.2.7 Fluid Simulation - [ ] **42.2.7.1** Implement SPH (Smoothed Particle Hydrodynamics) - [ ] **42.2.7.2** Create FLIP/APIC fluid - [ ] **42.2.7.3** Implement GPU fluid simulation - [ ] **42.2.7.4** Create fluid-rigid body interaction - [ ] **42.2.7.5** Implement fluid surface reconstruction - [ ] **42.2.7.6** Create foam and spray particles - [ ] **42.2.7.7** Implement bubbles - [ ] **42.2.7.8** Create viscosity (honey, mud, lava) - [ ] **42.2.7.9** Implement fluid emission and absorption - [ ] **42.2.7.10** Create fluid containers - [ ] **42.2.7.11** Implement multiphase fluids (oil/water) - [ ] **42.2.7.12** Create surface tension - [ ] **42.2.7.13** Implement fluid caching - [ ] **42.2.7.14** Create fluid LOD - [ ] **42.2.7.15** Implement fluid rendering (refraction, caustics) #### 42.2.8 Destruction System - [ ] **42.2.8.1** Implement Voronoi fracture generation - [ ] **42.2.8.2** Create artist-guided destruction patterns - [ ] **42.2.8.3** Implement real-time fracture - [ ] **42.2.8.4** Create pre-fractured meshes - [ ] **42.2.8.5** Implement damage accumulation - [ ] **42.2.8.6** Create structural integrity simulation - [ ] **42.2.8.7** Implement progressive collapse - [ ] **42.2.8.8** Create debris generation - [ ] **42.2.8.9** Implement dust and particle effects - [ ] **42.2.8.10** Create destruction sound integration - [ ] **42.2.8.11** Implement destruction networking - [ ] **42.2.8.12** Create destruction save/load - [ ] **42.2.8.13** Implement destruction repair - [ ] **42.2.8.14** Create destruction LOD - [ ] **42.2.8.15** Implement destruction performance budget --- ### 42.3 @neith/audio — Spatial Audio Engine Complete audio system with HRTF, room acoustics, and procedural audio. #### 42.3.1 Audio Core - [ ] **42.3.1.1** Implement audio mixer with routing - [ ] **42.3.1.2** Create audio bus system - [ ] **42.3.1.3** Implement audio format conversion - [ ] **42.3.1.4** Create audio resampling - [ ] **42.3.1.5** Implement audio playback (one-shot, looping) - [ ] **42.3.1.6** Create audio streaming from disk - [ ] **42.3.1.7** Implement audio compression (Vorbis, Opus) - [ ] **42.3.1.8** Create audio pooling - [ ] **42.3.1.9** Implement audio priority and virtualization - [ ] **42.3.1.10** Create audio ducking - [ ] **42.3.1.11** Implement audio fading - [ ] **42.3.1.12** Create audio snapshots - [ ] **42.3.1.13** Implement audio parameter automation - [ ] **42.3.1.14** Create audio event system - [ ] **42.3.1.15** Implement audio profiling #### 42.3.2 Spatial Audio - [ ] **42.3.2.1** Implement HRTF (Head-Related Transfer Function) - [ ] **42.3.2.2** Create personalized HRTF from ear photos - [ ] **42.3.2.3** Implement ambisonics (1st-3rd order) - [ ] **42.3.2.4** Create binaural rendering - [ ] **42.3.2.5** Implement distance attenuation models - [ ] **42.3.2.6** Create Doppler effect - [ ] **42.3.2.7** Implement sound occlusion - [ ] **42.3.2.8** Create sound obstruction - [ ] **42.3.2.9** Implement sound portals - [ ] **42.3.2.10** Create sound propagation - [ ] **42.3.2.11** Implement head tracking integration - [ ] **42.3.2.12** Create listener focus modeling - [ ] **42.3.2.13** Implement multi-listener support - [ ] **42.3.2.14** Create spatial audio debugging - [ ] **42.3.2.15** Implement spatial audio profiling #### 42.3.3 Room Acoustics - [ ] **42.3.3.1** Implement real-time reverb - [ ] **42.3.3.2** Create early reflections (ray-traced) - [ ] **42.3.3.3** Implement late reverberation - [ ] **42.3.3.4** Create material absorption coefficients - [ ] **42.3.3.5** Implement room geometry analysis - [ ] **42.3.3.6** Create acoustic probe baking - [ ] **42.3.3.7** Implement dynamic acoustic updates - [ ] **42.3.3.8** Create acoustic zone blending - [ ] **42.3.3.9** Implement outdoor acoustics - [ ] **42.3.3.10** Create underwater acoustics - [ ] **42.3.3.11** Implement cave acoustics - [ ] **42.3.3.12** Create stadium acoustics - [ ] **42.3.3.13** Implement vehicle interior acoustics - [ ] **42.3.3.14** Create acoustic simulation debugging - [ ] **42.3.3.15** Implement acoustic presets #### 42.3.4 DSP Effects - [ ] **42.3.4.1** Implement EQ (parametric, graphic) - [ ] **42.3.4.2** Create compressor/limiter - [ ] **42.3.4.3** Implement reverb (algorithmic, convolution) - [ ] **42.3.4.4** Create delay (simple, ping-pong, tape) - [ ] **42.3.4.5** Implement chorus/flanger/phaser - [ ] **42.3.4.6** Create distortion/saturation - [ ] **42.3.4.7** Implement pitch shifting - [ ] **42.3.4.8** Create time stretching - [ ] **42.3.4.9** Implement filter (low-pass, high-pass, band-pass) - [ ] **42.3.4.10** Create vocoder - [ ] **42.3.4.11** Implement noise gate - [ ] **42.3.4.12** Create tremolo/vibrato - [ ] **42.3.4.13** Implement ring modulation - [ ] **42.3.4.14** Create bitcrusher - [ ] **42.3.4.15** Implement custom effect graph #### 42.3.5 Procedural Audio - [ ] **42.3.5.1** Implement granular synthesis - [ ] **42.3.5.2** Create physics-driven sound - [ ] **42.3.5.3** Implement impact sounds - [ ] **42.3.5.4** Create rolling/sliding sounds - [ ] **42.3.5.5** Implement wind sounds - [ ] **42.3.5.6** Create water sounds - [ ] **42.3.5.7** Implement fire sounds - [ ] **42.3.5.8** Create footstep system - [ ] **42.3.5.9** Implement vehicle engine synthesis - [ ] **42.3.5.10** Create weapon sounds - [ ] **42.3.5.11** Implement ambient soundscapes - [ ] **42.3.5.12** Create creature vocalizations - [ ] **42.3.5.13** Implement instrument simulation - [ ] **42.3.5.14** Create UI sounds - [ ] **42.3.5.15** Implement audio-reactive visuals #### 42.3.6 Music System - [ ] **42.3.6.1** Implement adaptive music system - [ ] **42.3.6.2** Create horizontal re-sequencing - [ ] **42.3.6.3** Implement vertical layering - [ ] **42.3.6.4** Create musical transitions - [ ] **42.3.6.5** Implement beat-synchronized events - [ ] **42.3.6.6** Create tempo detection - [ ] **42.3.6.7** Implement key detection - [ ] **42.3.6.8** Create music stingers - [ ] **42.3.6.9** Implement music playlists - [ ] **42.3.6.10** Create music intensity curves - [ ] **42.3.6.11** Implement combat music system - [ ] **42.3.6.12** Create exploration music system - [ ] **42.3.6.13** Implement menu music handling - [ ] **42.3.6.14** Create music memory management - [ ] **42.3.6.15** Implement music debugging --- ### 42.4 @neith/ecs — Entity Component System High-performance ECS architecture for game logic. #### 42.4.1 ECS Core - [ ] **42.4.1.1** Implement archetype-based storage - [ ] **42.4.1.2** Create entity ID generation (generational) - [ ] **42.4.1.3** Implement component registration - [ ] **42.4.1.4** Create sparse set storage option - [ ] **42.4.1.5** Implement component addition/removal - [ ] **42.4.1.6** Create entity creation/destruction - [ ] **42.4.1.7** Implement component iteration (query) - [ ] **42.4.1.8** Create change detection - [ ] **42.4.1.9** Implement component relations - [ ] **42.4.1.10** Create entity hierarchy (parent/child) - [ ] **42.4.1.11** Implement entity prefabs - [ ] **42.4.1.12** Create entity serialization - [ ] **42.4.1.13** Implement entity cloning - [ ] **42.4.1.14** Create entity debugging - [ ] **42.4.1.15** Implement ECS benchmarks #### 42.4.2 Query System - [ ] **42.4.2.1** Implement component queries - [ ] **42.4.2.2** Create query filtering (with, without, changed) - [ ] **42.4.2.3** Implement query caching - [ ] **42.4.2.4** Create parallel query iteration - [ ] **42.4.2.5** Implement query batching - [ ] **42.4.2.6** Create optional component access - [ ] **42.4.2.7** Implement relation queries - [ ] **42.4.2.8** Create singleton queries - [ ] **42.4.2.9** Implement query combinators - [ ] **42.4.2.10** Create query statistics - [ ] **42.4.2.11** Implement query debugging - [ ] **42.4.2.12** Create query validation - [ ] **42.4.2.13** Implement reactive queries - [ ] **42.4.2.14** Create query optimization - [ ] **42.4.2.15** Implement query serialization #### 42.4.3 System Scheduling - [ ] **42.4.3.1** Implement system registration - [ ] **42.4.3.2** Create system ordering (before, after) - [ ] **42.4.3.3** Implement system sets/stages - [ ] **42.4.3.4** Create parallel system execution - [ ] **42.4.3.5** Implement system conditions - [ ] **42.4.3.6** Create run criteria - [ ] **42.4.3.7** Implement exclusive systems - [ ] **42.4.3.8** Create system parameters - [ ] **42.4.3.9** Implement system local state - [ ] **42.4.3.10** Create system profiling - [ ] **42.4.3.11** Implement system debugging - [ ] **42.4.3.12** Create system hot-reload - [ ] **42.4.3.13** Implement system visualization - [ ] **42.4.3.14** Create system documentation - [ ] **42.4.3.15** Implement system validation #### 42.4.4 Resources & Events - [ ] **42.4.4.1** Implement global resources - [ ] **42.4.4.2** Create resource initialization - [ ] **42.4.4.3** Implement resource access patterns - [ ] **42.4.4.4** Create resource change detection - [ ] **42.4.4.5** Implement event sending - [ ] **42.4.4.6** Create event reading - [ ] **42.4.4.7** Implement event ordering - [ ] **42.4.4.8** Create event batching - [ ] **42.4.4.9** Implement event debugging - [ ] **42.4.4.10** Create command buffers - [ ] **42.4.4.11** Implement deferred operations - [ ] **42.4.4.12** Create command batching - [ ] **42.4.4.13** Implement command ordering - [ ] **42.4.4.14** Create command debugging - [ ] **42.4.4.15** Implement command validation --- ### 42.5 @neith/scripting — Scripting Integration Multi-language scripting for game logic. #### 42.5.1 Lua Integration - [ ] **42.5.1.1** Implement Lua VM embedding (mlua) - [ ] **42.5.1.2** Create Rust-Lua type marshaling - [ ] **42.5.1.3** Implement function binding - [ ] **42.5.1.4** Create userdata for complex types - [ ] **42.5.1.5** Implement metatables for OOP - [ ] **42.5.1.6** Create coroutine support - [ ] **42.5.1.7** Implement module system - [ ] **42.5.1.8** Create sandboxing - [ ] **42.5.1.9** Implement memory limits - [ ] **42.5.1.10** Create instruction limits - [ ] **42.5.1.11** Implement hot-reload - [ ] **42.5.1.12** Create debugging support - [ ] **42.5.1.13** Implement profiling - [ ] **42.5.1.14** Create autocomplete data - [ ] **42.5.1.15** Implement Lua test framework #### 42.5.2 WASM Integration - [ ] **42.5.2.1** Implement WASM runtime (wasmtime) - [ ] **42.5.2.2** Create host function bindings - [ ] **42.5.2.3** Implement memory management - [ ] **42.5.2.4** Create resource limits - [ ] **42.5.2.5** Implement WASI support - [ ] **42.5.2.6** Create component model support - [ ] **42.5.2.7** Implement async WASM - [ ] **42.5.2.8** Create WASM compilation caching - [ ] **42.5.2.9** Implement WASM hot-reload - [ ] **42.5.2.10** Create WASM debugging - [ ] **42.5.2.11** Implement WASM profiling - [ ] **42.5.2.12** Create multi-language support (Rust, C, AssemblyScript) - [ ] **42.5.2.13** Implement WASM plugin discovery - [ ] **42.5.2.14** Create WASM versioning - [ ] **42.5.2.15** Implement WASM sandboxing #### 42.5.3 Visual Scripting - [ ] **42.5.3.1** Design visual scripting node system - [ ] **42.5.3.2** Implement node types (flow, data, event) - [ ] **42.5.3.3** Create node connections - [ ] **42.5.3.4** Implement node execution - [ ] **42.5.3.5** Create variable nodes - [ ] **42.5.3.6** Implement function nodes - [ ] **42.5.3.7** Create event nodes - [ ] **42.5.3.8** Implement flow control (if, loop, sequence) - [ ] **42.5.3.9** Create math nodes - [ ] **42.5.3.10** Implement ECS integration nodes - [ ] **42.5.3.11** Create visual script compilation - [ ] **42.5.3.12** Implement visual script debugging - [ ] **42.5.3.13** Create visual script profiling - [ ] **42.5.3.14** Implement visual script versioning - [ ] **42.5.3.15** Create visual script templates --- ### 42.6 @neith/animation — Animation System Skeletal animation, blending, and procedural animation. #### 42.6.1 Skeletal Animation - [ ] **42.6.1.1** Implement skeleton data structure - [ ] **42.6.1.2** Create animation clip storage - [ ] **42.6.1.3** Implement animation sampling - [ ] **42.6.1.4** Create pose blending - [ ] **42.6.1.5** Implement additive blending - [ ] **42.6.1.6** Create animation layers - [ ] **42.6.1.7** Implement masked animation - [ ] **42.6.1.8** Create animation compression - [ ] **42.6.1.9** Implement animation streaming - [ ] **42.6.1.10** Create animation events/notifies - [ ] **42.6.1.11** Implement root motion - [ ] **42.6.1.12** Create animation curves - [ ] **42.6.1.13** Implement animation mirroring - [ ] **42.6.1.14** Create animation LOD - [ ] **42.6.1.15** Implement animation debugging #### 42.6.2 Animation State Machine - [ ] **42.6.2.1** Implement state machine graph - [ ] **42.6.2.2** Create state transitions - [ ] **42.6.2.3** Implement transition conditions - [ ] **42.6.2.4** Create blend trees - [ ] **42.6.2.5** Implement 1D blend spaces - [ ] **42.6.2.6** Create 2D blend spaces - [ ] **42.6.2.7** Implement state machine layers - [ ] **42.6.2.8** Create sub-state machines - [ ] **42.6.2.9** Implement state entry/exit events - [ ] **42.6.2.10** Create transition interruption - [ ] **42.6.2.11** Implement state machine debugging - [ ] **42.6.2.12** Create state machine profiling - [ ] **42.6.2.13** Implement state machine serialization - [ ] **42.6.2.14** Create state machine hot-reload - [ ] **42.6.2.15** Implement state machine templates #### 42.6.3 Inverse Kinematics - [ ] **42.6.3.1** Implement FABRIK solver - [ ] **42.6.3.2** Create CCD (Cyclic Coordinate Descent) solver - [ ] **42.6.3.3** Implement two-bone IK - [ ] **42.6.3.4** Create full-body IK - [ ] **42.6.3.5** Implement look-at IK - [ ] **42.6.3.6** Create aim IK - [ ] **42.6.3.7** Implement foot IK (ground adaptation) - [ ] **42.6.3.8** Create hand IK - [ ] **42.6.3.9** Implement IK constraints (limits, poles) - [ ] **42.6.3.10** Create IK blending - [ ] **42.6.3.11** Implement IK targets - [ ] **42.6.3.12** Create IK debugging - [ ] **42.6.3.13** Implement IK profiling - [ ] **42.6.3.14** Create IK presets - [ ] **42.6.3.15** Implement physics-based IK #### 42.6.4 Procedural Animation - [ ] **42.6.4.1** Implement procedural walk cycle - [ ] **42.6.4.2** Create procedural idle motion - [ ] **42.6.4.3** Implement procedural breathing - [ ] **42.6.4.4** Create procedural eye movement - [ ] **42.6.4.5** Implement procedural head tracking - [ ] **42.6.4.6** Create procedural tail/tentacle - [ ] **42.6.4.7** Implement procedural wing flapping - [ ] **42.6.4.8** Create procedural spider/insect legs - [ ] **42.6.4.9** Implement secondary motion (jiggle) - [ ] **42.6.4.10** Create spring bones (hair, cloth) - [ ] **42.6.4.11** Implement motion matching - [ ] **42.6.4.12** Create pose warping - [ ] **42.6.4.13** Implement trajectory matching - [ ] **42.6.4.14** Create animation blending with physics - [ ] **42.6.4.15** Implement locomotion system #### 42.6.5 Facial Animation - [ ] **42.6.5.1** Implement blend shape system - [ ] **42.6.5.2** Create facial rig - [ ] **42.6.5.3** Implement ARKit blend shapes - [ ] **42.6.5.4** Create viseme-based lip sync - [ ] **42.6.5.5** Implement audio-driven lip sync - [ ] **42.6.5.6** Create AI-driven lip sync - [ ] **42.6.5.7** Implement facial action coding system (FACS) - [ ] **42.6.5.8** Create emotion presets - [ ] **42.6.5.9** Implement eye gaze - [ ] **42.6.5.10** Create blink system - [ ] **42.6.5.11** Implement micro-expressions - [ ] **42.6.5.12** Create facial performance capture - [ ] **42.6.5.13** Implement facial animation retargeting - [ ] **42.6.5.14** Create facial LOD - [ ] **42.6.5.15** Implement facial debugging --- ### Phase 42 Summary — Neith Engine | Library | Section | Tasks | | ------------------ | ------- | ------- | | @neith/renderer | 42.1 | 150 | | @neith/physics | 42.2 | 120 | | @neith/audio | 42.3 | 90 | | @neith/ecs | 42.4 | 60 | | @neith/scripting | 42.5 | 45 | | @neith/animation | 42.6 | 75 | | **Phase 42 Total** | | **540** | --- ## Phase 43: Neith Engine — AI Runtime & Asset Pipeline AI runtime for game NPCs and inference, plus comprehensive asset pipeline. --- ### 43.1 @neith/ai-runtime — Game AI & Inference AI systems for NPCs, behavior, and ML inference. #### 43.1.1 Navigation System - [ ] **43.1.1.1** Implement navmesh generation - [ ] **43.1.1.2** Create navmesh editing tools - [ ] **43.1.1.3** Implement A\* pathfinding - [ ] **43.1.1.4** Create hierarchical pathfinding (HPA\*) - [ ] **43.1.1.5** Implement flow field pathfinding - [ ] **43.1.1.6** Create dynamic navmesh updates - [ ] **43.1.1.7** Implement navmesh obstacles - [ ] **43.1.1.8** Create off-mesh links (jumps, ladders) - [ ] **43.1.1.9** Implement navmesh areas (water, grass, road) - [ ] **43.1.1.10** Create path smoothing - [ ] **43.1.1.11** Implement path corridors - [ ] **43.1.1.12** Create steering behaviors - [ ] **43.1.1.13** Implement local avoidance (RVO) - [ ] **43.1.1.14** Create navmesh queries (raycast, nearest point) - [ ] **43.1.1.15** Implement navmesh debugging #### 43.1.2 Behavior Trees - [ ] **43.1.2.1** Implement behavior tree nodes (composite, decorator, leaf) - [ ] **43.1.2.2** Create selector nodes (fallback) - [ ] **43.1.2.3** Implement sequence nodes - [ ] **43.1.2.4** Create parallel nodes - [ ] **43.1.2.5** Implement decorator nodes (inverter, repeater, etc.) - [ ] **43.1.2.6** Create condition nodes - [ ] **43.1.2.7** Implement action nodes - [ ] **43.1.2.8** Create subtree references - [ ] **43.1.2.9** Implement blackboard system - [ ] **43.1.2.10** Create behavior tree editor - [ ] **43.1.2.11** Implement behavior tree debugging - [ ] **43.1.2.12** Create behavior tree profiling - [ ] **43.1.2.13** Implement behavior tree serialization - [ ] **43.1.2.14** Create behavior tree templates - [ ] **43.1.2.15** Implement utility AI integration #### 43.1.3 State Machines (AI) - [ ] **43.1.3.1** Implement hierarchical state machine - [ ] **43.1.3.2** Create state transitions - [ ] **43.1.3.3** Implement transition conditions - [ ] **43.1.3.4** Create global transitions - [ ] **43.1.3.5** Implement state entry/exit actions - [ ] **43.1.3.6** Create state update actions - [ ] **43.1.3.7** Implement state machine layers - [ ] **43.1.3.8** Create state machine editor - [ ] **43.1.3.9** Implement state machine debugging - [ ] **43.1.3.10** Create state machine profiling - [ ] **43.1.3.11** Implement state machine serialization - [ ] **43.1.3.12** Create pushdown automata support - [ ] **43.1.3.13** Implement state machine history - [ ] **43.1.3.14** Create state machine events - [ ] **43.1.3.15** Implement state machine templates #### 43.1.4 Perception System - [ ] **43.1.4.1** Implement sight perception - [ ] **43.1.4.2** Create hearing perception - [ ] **43.1.4.3** Implement touch/damage perception - [ ] **43.1.4.4** Create smell perception - [ ] **43.1.4.5** Implement perception sources - [ ] **43.1.4.6** Create perception stimuli - [ ] **43.1.4.7** Implement perception memory - [ ] **43.1.4.8** Create perception aging/decay - [ ] **43.1.4.9** Implement perception queries - [ ] **43.1.4.10** Create perception debugging - [ ] **43.1.4.11** Implement line of sight checks - [ ] **43.1.4.12** Create field of view visualization - [ ] **43.1.4.13** Implement stealth mechanics integration - [ ] **43.1.4.14** Create perception events - [ ] **43.1.4.15** Implement perception optimization #### 43.1.5 Crowd Simulation - [ ] **43.1.5.1** Implement crowd agent system - [ ] **43.1.5.2** Create crowd density management - [ ] **43.1.5.3** Implement crowd flow fields - [ ] **43.1.5.4** Create crowd lane formation - [ ] **43.1.5.5** Implement crowd obstacle avoidance - [ ] **43.1.5.6** Create crowd behavior variety - [ ] **43.1.5.7** Implement crowd schedules - [ ] **43.1.5.8** Create crowd interest points - [ ] **43.1.5.9** Implement crowd reactions - [ ] **43.1.5.10** Create crowd LOD - [ ] **43.1.5.11** Implement crowd GPU simulation - [ ] **43.1.5.12** Create crowd animation instancing - [ ] **43.1.5.13** Implement crowd sound - [ ] **43.1.5.14** Create crowd debugging - [ ] **43.1.5.15** Implement crowd profiling #### 43.1.6 ML Inference Runtime - [ ] **43.1.6.1** Implement ONNX runtime integration - [ ] **43.1.6.2** Create model loading and caching - [ ] **43.1.6.3** Implement batched inference - [ ] **43.1.6.4** Create GPU inference (DirectML, CoreML, CUDA) - [ ] **43.1.6.5** Implement model quantization - [ ] **43.1.6.6** Create inference scheduling - [ ] **43.1.6.7** Implement inference memory management - [ ] **43.1.6.8** Create inference profiling - [ ] **43.1.6.9** Implement model versioning - [ ] **43.1.6.10** Create inference debugging - [ ] **43.1.6.11** Implement custom operators - [ ] **43.1.6.12** Create inference caching (memoization) - [ ] **43.1.6.13** Implement model ensemble - [ ] **43.1.6.14** Create fallback strategies - [ ] **43.1.6.15** Implement inference benchmarks --- ### 43.2 @neith/assets — Asset Pipeline Comprehensive asset management, import, and streaming. #### 43.2.1 Asset Format - [ ] **43.2.1.1** Design Neith Binary Asset format (.nba) - [ ] **43.2.1.2** Implement asset header with metadata - [ ] **43.2.1.3** Create asset content chunks - [ ] **43.2.1.4** Implement asset dependencies tracking - [ ] **43.2.1.5** Create asset versioning - [ ] **43.2.1.6** Implement asset compression - [ ] **43.2.1.7** Create asset encryption - [ ] **43.2.1.8** Implement asset signatures - [ ] **43.2.1.9** Create asset streaming markers - [ ] **43.2.1.10** Implement asset LOD levels - [ ] **43.2.1.11** Create asset variants (platform-specific) - [ ] **43.2.1.12** Implement asset localization - [ ] **43.2.1.13** Create asset preview thumbnails - [ ] **43.2.1.14** Implement asset search index - [ ] **43.2.1.15** Create asset documentation #### 43.2.2 Asset Import - [ ] **43.2.2.1** Implement glTF 2.0 importer (full spec) - [ ] **43.2.2.2** Create USD importer - [ ] **43.2.2.3** Implement FBX importer - [ ] **43.2.2.4** Create OBJ importer - [ ] **43.2.2.5** Implement Alembic importer - [ ] **43.2.2.6** Create Collada importer - [ ] **43.2.2.7** Implement Blender file importer - [ ] **43.2.2.8** Create image importers (PNG, JPEG, EXR, HDR, TGA, PSD) - [ ] **43.2.2.9** Implement audio importers (WAV, MP3, OGG, FLAC) - [ ] **43.2.2.10** Create video importers (MP4, WebM) - [ ] **43.2.2.11** Implement font importers (TTF, OTF, WOFF2) - [ ] **43.2.2.12** Create material importers (Substance, MaterialX) - [ ] **43.2.2.13** Implement skeletal animation importers - [ ] **43.2.2.14** Create morph target importers - [ ] **43.2.2.15** Implement custom importer API #### 43.2.3 Asset Processing - [ ] **43.2.3.1** Implement mesh optimization (simplification, cleanup) - [ ] **43.2.3.2** Create mesh LOD generation - [ ] **43.2.3.3** Implement mesh compression - [ ] **43.2.3.4** Create texture compression (BC, ASTC, ETC2) - [ ] **43.2.3.5** Implement texture mipmap generation - [ ] **43.2.3.6** Create texture atlasing - [ ] **43.2.3.7** Implement normal map generation - [ ] **43.2.3.8** Create lightmap UV generation - [ ] **43.2.3.9** Implement collision mesh generation - [ ] **43.2.3.10** Create navmesh generation - [ ] **43.2.3.11** Implement skeleton retargeting - [ ] **43.2.3.12** Create animation compression - [ ] **43.2.3.13** Implement audio transcoding - [ ] **43.2.3.14** Create asset validation - [ ] **43.2.3.15** Implement asset optimization reports #### 43.2.4 Asset Streaming - [ ] **43.2.4.1** Implement asset streaming manager - [ ] **43.2.4.2** Create priority-based loading - [ ] **43.2.4.3** Implement distance-based streaming - [ ] **43.2.4.4** Create predictive loading - [ ] **43.2.4.5** Implement background loading threads - [ ] **43.2.4.6** Create memory budget management - [ ] **43.2.4.7** Implement asset unloading policies - [ ] **43.2.4.8** Create streaming LOD transitions - [ ] **43.2.4.9** Implement streaming from network - [ ] **43.2.4.10** Create streaming compression - [ ] **43.2.4.11** Implement streaming debugging - [ ] **43.2.4.12** Create streaming profiling - [ ] **43.2.4.13** Implement streaming simulation - [ ] **43.2.4.14** Create streaming presets - [ ] **43.2.4.15** Implement streaming analytics #### 43.2.5 Asset Registry - [ ] **43.2.5.1** Implement asset database - [ ] **43.2.5.2** Create asset discovery and scanning - [ ] **43.2.5.3** Implement asset change detection - [ ] **43.2.5.4** Create asset dependencies graph - [ ] **43.2.5.5** Implement asset reference tracking - [ ] **43.2.5.6** Create asset search and filtering - [ ] **43.2.5.7** Implement asset tagging and metadata - [ ] **43.2.5.8** Create asset bundles - [ ] **43.2.5.9** Implement asset hot-reload - [ ] **43.2.5.10** Create asset browser UI - [ ] **43.2.5.11** Implement asset preview generation - [ ] **43.2.5.12** Create asset import presets - [ ] **43.2.5.13** Implement asset export - [ ] **43.2.5.14** Create asset backup and restore - [ ] **43.2.5.15** Implement asset analytics --- ### 43.3 @neith/scene — Scene Management Scene graph, level streaming, and world composition. #### 43.3.1 Scene Graph - [ ] **43.3.1.1** Implement scene node hierarchy - [ ] **43.3.1.2** Create transform propagation - [ ] **43.3.1.3** Implement scene node types - [ ] **43.3.1.4** Create scene serialization - [ ] **43.3.1.5** Implement scene instantiation - [ ] **43.3.1.6** Create scene merging - [ ] **43.3.1.7** Implement scene diffing - [ ] **43.3.1.8** Create scene layers - [ ] **43.3.1.9** Implement scene tags - [ ] **43.3.1.10** Create scene queries - [ ] **43.3.1.11** Implement scene visibility - [ ] **43.3.1.12** Create scene debugging - [ ] **43.3.1.13** Implement scene profiling - [ ] **43.3.1.14** Create scene validation - [ ] **43.3.1.15** Implement scene documentation #### 43.3.2 Level Streaming - [ ] **43.3.2.1** Implement level streaming zones - [ ] **43.3.2.2** Create streaming triggers - [ ] **43.3.2.3** Implement level loading states - [ ] **43.3.2.4** Create level transition handling - [ ] **43.3.2.5** Implement level persistence - [ ] **43.3.2.6** Create level LOD - [ ] **43.3.2.7** Implement level bounds - [ ] **43.3.2.8** Create level dependencies - [ ] **43.3.2.9** Implement level debugging - [ ] **43.3.2.10** Create level profiling - [ ] **43.3.2.11** Implement seamless world streaming - [ ] **43.3.2.12** Create level instancing - [ ] **43.3.2.13** Implement level versioning - [ ] **43.3.2.14** Create level migration - [ ] **43.3.2.15** Implement level analytics #### 43.3.3 World Composition - [ ] **43.3.3.1** Implement world grid system - [ ] **43.3.3.2** Create world origin rebasing - [ ] **43.3.3.3** Implement large world coordinates - [ ] **43.3.3.4** Create world layers - [ ] **43.3.3.5** Implement world bounds - [ ] **43.3.3.6** Create world streaming - [ ] **43.3.3.7** Implement world partitioning - [ ] **43.3.3.8** Create world instancing - [ ] **43.3.3.9** Implement world debugging - [ ] **43.3.3.10** Create world profiling - [ ] **43.3.3.11** Implement procedural world integration - [ ] **43.3.3.12** Create world versioning - [ ] **43.3.3.13** Implement world migration - [ ] **43.3.3.14** Create world collaboration - [ ] **43.3.3.15** Implement world analytics --- ### 43.4 @neith/particles — Particle System GPU-accelerated particle system for VFX. #### 43.4.1 Particle Core - [ ] **43.4.1.1** Implement GPU particle simulation - [ ] **43.4.1.2** Create particle emission shapes - [ ] **43.4.1.3** Implement particle lifetime management - [ ] **43.4.1.4** Create particle physics (velocity, acceleration) - [ ] **43.4.1.5** Implement particle rotation - [ ] **43.4.1.6** Create particle size over lifetime - [ ] **43.4.1.7** Implement particle color over lifetime - [ ] **43.4.1.8** Create particle collision - [ ] **43.4.1.9** Implement particle attraction/repulsion - [ ] **43.4.1.10** Create particle curl noise - [ ] **43.4.1.11** Implement particle trails - [ ] **43.4.1.12** Create particle ribbons - [ ] **43.4.1.13** Implement particle beams - [ ] **43.4.1.14** Create particle mesh rendering - [ ] **43.4.1.15** Implement particle LOD #### 43.4.2 VFX Graph - [ ] **43.4.2.1** Design node-based VFX editor - [ ] **43.4.2.2** Implement spawn nodes - [ ] **43.4.2.3** Create update nodes - [ ] **43.4.2.4** Implement output nodes - [ ] **43.4.2.5** Create operator nodes (math, logic) - [ ] **43.4.2.6** Implement attribute nodes - [ ] **43.4.2.7** Create event nodes - [ ] **43.4.2.8** Implement subgraph support - [ ] **43.4.2.9** Create VFX compilation - [ ] **43.4.2.10** Implement VFX debugging - [ ] **43.4.2.11** Create VFX profiling - [ ] **43.4.2.12** Implement VFX hot-reload - [ ] **43.4.2.13** Create VFX templates - [ ] **43.4.2.14** Implement VFX versioning - [ ] **43.4.2.15** Create VFX documentation --- ### Phase 43 Summary — AI & Assets | Library | Section | Tasks | | ------------------ | ------- | ------- | | @neith/ai-runtime | 43.1 | 90 | | @neith/assets | 43.2 | 75 | | @neith/scene | 43.3 | 45 | | @neith/particles | 43.4 | 30 | | **Phase 43 Total** | | **240** | --- ## Phase 44: Neith Studio — Creative Tools Suite Professional creative tools for 3D, animation, audio, video, and procedural content. --- ### 44.1 @neith/sculptor — 3D Modeling Application Blender-class 3D modeling and sculpting. #### 44.1.1 Mesh Editing - [ ] **44.1.1.1** Implement vertex/edge/face selection - [ ] **44.1.1.2** Create transform tools (move, rotate, scale) - [ ] **44.1.1.3** Implement pivot point modes - [ ] **44.1.1.4** Create snap and grid system - [ ] **44.1.1.5** Implement extrude operations - [ ] **44.1.1.6** Create inset/outset operations - [ ] **44.1.1.7** Implement bevel operations - [ ] **44.1.1.8** Create loop cut and slide - [ ] **44.1.1.9** Implement knife tool - [ ] **44.1.1.10** Create bridge edges/faces - [ ] **44.1.1.11** Implement merge/weld vertices - [ ] **44.1.1.12** Create fill and grid fill - [ ] **44.1.1.13** Implement dissolve operations - [ ] **44.1.1.14** Create edge slide - [ ] **44.1.1.15** Implement vertex slide #### 44.1.2 Advanced Mesh Operations - [ ] **44.1.2.1** Implement subdivision surfaces - [ ] **44.1.2.2** Create multiresolution modifier - [ ] **44.1.2.3** Implement boolean operations (union, difference, intersect) - [ ] **44.1.2.4** Create mesh cleanup tools - [ ] **44.1.2.5** Implement mesh analysis (non-manifold, etc.) - [ ] **44.1.2.6** Create symmetry tools - [ ] **44.1.2.7** Implement mirroring - [ ] **44.1.2.8** Create array modifier - [ ] **44.1.2.9** Implement curve modifier - [ ] **44.1.2.10** Create lattice deformation - [ ] **44.1.2.11** Implement shrinkwrap - [ ] **44.1.2.12** Create decimation - [ ] **44.1.2.13** Implement remeshing - [ ] **44.1.2.14** Create retopology tools - [ ] **44.1.2.15** Implement mesh from curves #### 44.1.3 Sculpting - [ ] **44.1.3.1** Implement sculpt brush system - [ ] **44.1.3.2** Create standard sculpt brushes (draw, clay, smooth, grab) - [ ] **44.1.3.3** Implement brush pressure sensitivity - [ ] **44.1.3.4** Create brush textures and alphas - [ ] **44.1.3.5** Implement dynamic topology (dyntopo) - [ ] **44.1.3.6** Create multires sculpting - [ ] **44.1.3.7** Implement sculpt layers - [ ] **44.1.3.8** Create masking tools - [ ] **44.1.3.9** Implement face sets - [ ] **44.1.3.10** Create trim and scrape brushes - [ ] **44.1.3.11** Implement cloth sculpt brush - [ ] **44.1.3.12** Create elastic deform - [ ] **44.1.3.13** Implement pose brush - [ ] **44.1.3.14** Create boundary brush - [ ] **44.1.3.15** Implement sculpt symmetry #### 44.1.4 UV Mapping - [ ] **44.1.4.1** Implement UV unwrapping algorithms - [ ] **44.1.4.2** Create UV projection methods - [ ] **44.1.4.3** Implement UV editing tools - [ ] **44.1.4.4** Create UV pack/layout - [ ] **44.1.4.5** Implement UDIM support - [ ] **44.1.4.6** Create UV seam editing - [ ] **44.1.4.7** Implement UV pinning - [ ] **44.1.4.8** Create UV relaxation - [ ] **44.1.4.9** Implement UV symmetry - [ ] **44.1.4.10** Create UV preview textures - [ ] **44.1.4.11** Implement UV texel density - [ ] **44.1.4.12** Create UV transfer - [ ] **44.1.4.13** Implement UV validation - [ ] **44.1.4.14** Create UV export - [ ] **44.1.4.15** Implement UV baking integration #### 44.1.5 Materials & Texturing - [ ] **44.1.5.1** Implement material system integration - [ ] **44.1.5.2** Create texture painting - [ ] **44.1.5.3** Implement brush-based painting - [ ] **44.1.5.4** Create layer-based painting - [ ] **44.1.5.5** Implement mask painting - [ ] **44.1.5.6** Create projection painting - [ ] **44.1.5.7** Implement clone and smear - [ ] **44.1.5.8** Create fill and gradient - [ ] **44.1.5.9** Implement texture baking (AO, normals, etc.) - [ ] **44.1.5.10** Create material preview - [ ] **44.1.5.11** Implement material library - [ ] **44.1.5.12** Create material import/export - [ ] **44.1.5.13** Implement PBR material setup - [ ] **44.1.5.14** Create procedural textures - [ ] **44.1.5.15** Implement texture resolution management #### 44.1.6 Rendering - [ ] **44.1.6.1** Implement viewport rendering (real-time) - [ ] **44.1.6.2** Create path-traced rendering - [ ] **44.1.6.3** Implement render settings - [ ] **44.1.6.4** Create camera setup - [ ] **44.1.6.5** Implement lighting setup - [ ] **44.1.6.6** Create environment maps - [ ] **44.1.6.7** Implement render passes - [ ] **44.1.6.8** Create compositing nodes - [ ] **44.1.6.9** Implement batch rendering - [ ] **44.1.6.10** Create turntable rendering - [ ] **44.1.6.11** Implement render presets - [ ] **44.1.6.12** Create render farm integration - [ ] **44.1.6.13** Implement GPU rendering - [ ] **44.1.6.14** Create denoising - [ ] **44.1.6.15** Implement render analytics --- ### 44.2 @neith/animator — Animation Application Professional rigging and animation. #### 44.2.1 Rigging - [ ] **44.2.1.1** Implement armature/skeleton creation - [ ] **44.2.1.2** Create bone editing tools - [ ] **44.2.1.3** Implement bone constraints - [ ] **44.2.1.4** Create IK chain setup - [ ] **44.2.1.5** Implement FK/IK switching - [ ] **44.2.1.6** Create control rig generation - [ ] **44.2.1.7** Implement rig layers - [ ] **44.2.1.8** Create custom bone shapes - [ ] **44.2.1.9** Implement weight painting - [ ] **44.2.1.10** Create automatic weights - [ ] **44.2.1.11** Implement weight transfer - [ ] **44.2.1.12** Create corrective blend shapes - [ ] **44.2.1.13** Implement muscle system - [ ] **44.2.1.14** Create rig presets (biped, quadruped) - [ ] **44.2.1.15** Implement rig validation #### 44.2.2 Timeline - [ ] **44.2.2.1** Implement animation timeline - [ ] **44.2.2.2** Create keyframe editing - [ ] **44.2.2.3** Implement curve editor - [ ] **44.2.2.4** Create dope sheet - [ ] **44.2.2.5** Implement action editor - [ ] **44.2.2.6** Create NLA (Non-Linear Animation) - [ ] **44.2.2.7** Implement time stretching - [ ] **44.2.2.8** Create animation layers - [ ] **44.2.2.9** Implement pose library - [ ] **44.2.2.10** Create animation markers - [ ] **44.2.2.11** Implement animation events - [ ] **44.2.2.12** Create preview playback - [ ] **44.2.2.13** Implement ghost/onion skinning - [ ] **44.2.2.14** Create motion paths - [ ] **44.2.2.15** Implement timeline bookmarks #### 44.2.3 Motion Capture - [ ] **44.2.3.1** Implement MoCap import (BVH, FBX, C3D) - [ ] **44.2.3.2** Create MoCap cleanup tools - [ ] **44.2.3.3** Implement retargeting - [ ] **44.2.3.4** Create foot locking - [ ] **44.2.3.5** Implement motion smoothing - [ ] **44.2.3.6** Create motion editing - [ ] **44.2.3.7** Implement motion blending - [ ] **44.2.3.8** Create motion time warping - [ ] **44.2.3.9** Implement real-time MoCap preview - [ ] **44.2.3.10** Create MoCap to keyframe conversion - [ ] **44.2.3.11** Implement MoCap solving - [ ] **44.2.3.12** Create marker tracking - [ ] **44.2.3.13** Implement markerless MoCap integration - [ ] **44.2.3.14** Create performance capture workflow - [ ] **44.2.3.15** Implement MoCap library management #### 44.2.4 Facial Animation - [ ] **44.2.4.1** Implement facial rig creation - [ ] **44.2.4.2** Create blend shape editor - [ ] **44.2.4.3** Implement FACS rig - [ ] **44.2.4.4** Create lip sync tools - [ ] **44.2.4.5** Implement audio-driven animation - [ ] **44.2.4.6** Create facial pose library - [ ] **44.2.4.7** Implement facial layers - [ ] **44.2.4.8** Create eye rig - [ ] **44.2.4.9** Implement jaw rig - [ ] **44.2.4.10** Create tongue and teeth - [ ] **44.2.4.11** Implement facial performance capture - [ ] **44.2.4.12** Create ARKit integration - [ ] **44.2.4.13** Implement facial retargeting - [ ] **44.2.4.14** Create emotion presets - [ ] **44.2.4.15** Implement facial validation --- ### 44.3 @neith/composer — Digital Audio Workstation Professional DAW for music and sound design. #### 44.3.1 Audio Core - [ ] **44.3.1.1** Implement multi-track timeline - [ ] **44.3.1.2** Create audio clip editing - [ ] **44.3.1.3** Implement non-destructive editing - [ ] **44.3.1.4** Create audio recording - [ ] **44.3.1.5** Implement punch in/out - [ ] **44.3.1.6** Create loop recording - [ ] **44.3.1.7** Implement take management - [ ] **44.3.1.8** Create time stretching - [ ] **44.3.1.9** Implement pitch shifting - [ ] **44.3.1.10** Create audio quantization - [ ] **44.3.1.11** Implement crossfades - [ ] **44.3.1.12** Create clip gain - [ ] **44.3.1.13** Implement audio analysis - [ ] **44.3.1.14** Create waveform display - [ ] **44.3.1.15** Implement spectral display #### 44.3.2 Mixing Console - [ ] **44.3.2.1** Implement mixer channels - [ ] **44.3.2.2** Create volume faders - [ ] **44.3.2.3** Implement pan controls - [ ] **44.3.2.4** Create mute/solo - [ ] **44.3.2.5** Implement aux sends - [ ] **44.3.2.6** Create bus routing - [ ] **44.3.2.7** Implement groups - [ ] **44.3.2.8** Create VCA faders - [ ] **44.3.2.9** Implement metering (peak, RMS, LUFS) - [ ] **44.3.2.10** Create automation - [ ] **44.3.2.11** Implement mixer snapshots - [ ] **44.3.2.12** Create channel strip - [ ] **44.3.2.13** Implement insert effects - [ ] **44.3.2.14** Create sidechain routing - [ ] **44.3.2.15** Implement surround mixing #### 44.3.3 MIDI - [ ] **44.3.3.1** Implement MIDI recording - [ ] **44.3.3.2** Create MIDI editing (piano roll) - [ ] **44.3.3.3** Implement MIDI quantization - [ ] **44.3.3.4** Create MIDI humanization - [ ] **44.3.3.5** Implement MIDI CC automation - [ ] **44.3.3.6** Create MIDI learn - [ ] **44.3.3.7** Implement MIDI routing - [ ] **44.3.3.8** Create MIDI effects - [ ] **44.3.3.9** Implement MIDI file import/export - [ ] **44.3.3.10** Create drum editor - [ ] **44.3.3.11** Implement step sequencer - [ ] **44.3.3.12** Create arpeggiator - [ ] **44.3.3.13** Implement chord tools - [ ] **44.3.3.14** Create scale tools - [ ] **44.3.3.15** Implement MIDI hardware integration #### 44.3.4 Instruments & Synthesis - [ ] **44.3.4.1** Implement sampler instrument - [ ] **44.3.4.2** Create subtractive synthesizer - [ ] **44.3.4.3** Implement FM synthesizer - [ ] **44.3.4.4** Create wavetable synthesizer - [ ] **44.3.4.5** Implement granular synthesizer - [ ] **44.3.4.6** Create drum machine - [ ] **44.3.4.7** Implement sample library format - [ ] **44.3.4.8** Create instrument browser - [ ] **44.3.4.9** Implement multi-sampling - [ ] **44.3.4.10** Create round-robin and velocity layers - [ ] **44.3.4.11** Implement modulation matrix - [ ] **44.3.4.12** Create envelope generators - [ ] **44.3.4.13** Implement LFOs - [ ] **44.3.4.14** Create filter types - [ ] **44.3.4.15** Implement instrument presets #### 44.3.5 Spatial Audio Authoring - [ ] **44.3.5.1** Implement 3D panner - [ ] **44.3.5.2** Create ambisonics encoding - [ ] **44.3.5.3** Implement binaural monitoring - [ ] **44.3.5.4** Create spatial reverb placement - [ ] **44.3.5.5** Implement object-based audio - [ ] **44.3.5.6** Create Dolby Atmos authoring - [ ] **44.3.5.7** Implement game audio authoring - [ ] **44.3.5.8** Create audio middleware export (Wwise, FMOD format) - [ ] **44.3.5.9** Implement VR audio preview - [ ] **44.3.5.10** Create distance attenuation curves - [ ] **44.3.5.11** Implement occlusion authoring - [ ] **44.3.5.12** Create reverb zone authoring - [ ] **44.3.5.13** Implement audio event system - [ ] **44.3.5.14** Create audio state machine - [ ] **44.3.5.15** Implement audio parameter system --- ### 44.4 @neith/cutter — Video Editing Application Professional video editing and color grading. #### 44.4.1 Timeline - [ ] **44.4.1.1** Implement video timeline - [ ] **44.4.1.2** Create clip editing (cut, trim, split) - [ ] **44.4.1.3** Implement multiple video tracks - [ ] **44.4.1.4** Create audio track separation - [ ] **44.4.1.5** Implement markers and regions - [ ] **44.4.1.6** Create in/out points - [ ] **44.4.1.7** Implement timeline zoom and navigation - [ ] **44.4.1.8** Create playhead snapping - [ ] **44.4.1.9** Implement ripple and roll editing - [ ] **44.4.1.10** Create slip and slide editing - [ ] **44.4.1.11** Implement multicam editing - [ ] **44.4.1.12** Create nested sequences - [ ] **44.4.1.13** Implement proxy workflow - [ ] **44.4.1.14** Create timeline presets - [ ] **44.4.1.15** Implement keyboard-driven editing #### 44.4.2 Video Effects - [ ] **44.4.2.1** Implement video transitions - [ ] **44.4.2.2** Create transform effects - [ ] **44.4.2.3** Implement color correction - [ ] **44.4.2.4** Create blur and sharpen - [ ] **44.4.2.5** Implement chroma key (green screen) - [ ] **44.4.2.6** Create masking and rotoscoping - [ ] **44.4.2.7** Implement motion tracking - [ ] **44.4.2.8** Create stabilization - [ ] **44.4.2.9** Implement speed ramping - [ ] **44.4.2.10** Create time remapping - [ ] **44.4.2.11** Implement frame interpolation - [ ] **44.4.2.12** Create noise reduction - [ ] **44.4.2.13** Implement lens correction - [ ] **44.4.2.14** Create effect presets - [ ] **44.4.2.15** Implement GPU-accelerated effects #### 44.4.3 Color Grading - [ ] **44.4.3.1** Implement color wheels (lift/gamma/gain) - [ ] **44.4.3.2** Create curves adjustment - [ ] **44.4.3.3** Implement color match - [ ] **44.4.3.4** Create LUT support - [ ] **44.4.3.5** Implement HDR grading - [ ] **44.4.3.6** Create scopes (waveform, vectorscope, histogram) - [ ] **44.4.3.7** Implement primary correction - [ ] **44.4.3.8** Create secondary correction - [ ] **44.4.3.9** Implement power windows - [ ] **44.4.3.10** Create qualifier-based selection - [ ] **44.4.3.11** Implement node-based grading - [ ] **44.4.3.12** Create grade presets - [ ] **44.4.3.13** Implement color space management - [ ] **44.4.3.14** Create grade copying - [ ] **44.4.3.15** Implement broadcast safe #### 44.4.4 Export - [ ] **44.4.4.1** Implement H.264 export - [ ] **44.4.4.2** Create H.265/HEVC export - [ ] **44.4.4.3** Implement ProRes export - [ ] **44.4.4.4** Create DNxHD/HR export - [ ] **44.4.4.5** Implement VP9/AV1 export - [ ] **44.4.4.6** Create image sequence export - [ ] **44.4.4.7** Implement audio-only export - [ ] **44.4.4.8** Create preset-based export - [ ] **44.4.4.9** Implement batch export - [ ] **44.4.4.10** Create watch folder - [ ] **44.4.4.11** Implement background rendering - [ ] **44.4.4.12** Create GPU-accelerated encoding - [ ] **44.4.4.13** Implement format validation - [ ] **44.4.4.14** Create delivery presets - [ ] **44.4.4.15** Implement export analytics --- ### 44.5 @neith/weaver — Procedural Content Tool Node-based procedural content generation. #### 44.5.1 Node Graph System - [ ] **44.5.1.1** Implement node graph editor - [ ] **44.5.1.2** Create node types (input, operator, output) - [ ] **44.5.1.3** Implement node connections - [ ] **44.5.1.4** Create node parameters - [ ] **44.5.1.5** Implement parameter linking - [ ] **44.5.1.6** Create node groups/subgraphs - [ ] **44.5.1.7** Implement node presets - [ ] **44.5.1.8** Create node search - [ ] **44.5.1.9** Implement node documentation - [ ] **44.5.1.10** Create graph execution - [ ] **44.5.1.11** Implement caching - [ ] **44.5.1.12** Create incremental updates - [ ] **44.5.1.13** Implement graph debugging - [ ] **44.5.1.14** Create graph profiling - [ ] **44.5.1.15** Implement graph serialization #### 44.5.2 Geometry Nodes - [ ] **44.5.2.1** Implement primitive generation nodes - [ ] **44.5.2.2** Create mesh deformation nodes - [ ] **44.5.2.3** Implement mesh boolean nodes - [ ] **44.5.2.4** Create point distribution nodes - [ ] **44.5.2.5** Implement instance scattering nodes - [ ] **44.5.2.6** Create curve generation nodes - [ ] **44.5.2.7** Implement curve deformation nodes - [ ] **44.5.2.8** Create mesh from curves - [ ] **44.5.2.9** Implement attribute nodes - [ ] **44.5.2.10** Create selection nodes - [ ] **44.5.2.11** Implement simulation nodes - [ ] **44.5.2.12** Create geometry output nodes - [ ] **44.5.2.13** Implement LOD generation nodes - [ ] **44.5.2.14** Create UV generation nodes - [ ] **44.5.2.15** Implement material assignment nodes #### 44.5.3 Terrain Generation - [ ] **44.5.3.1** Implement heightmap nodes - [ ] **44.5.3.2** Create noise generation nodes - [ ] **44.5.3.3** Implement erosion nodes - [ ] **44.5.3.4** Create terrain features nodes - [ ] **44.5.3.5** Implement biome nodes - [ ] **44.5.3.6** Create vegetation placement nodes - [ ] **44.5.3.7** Implement road generation nodes - [ ] **44.5.3.8** Create river generation nodes - [ ] **44.5.3.9** Implement cliff generation nodes - [ ] **44.5.3.10** Create cave generation nodes - [ ] **44.5.3.11** Implement terrain texturing nodes - [ ] **44.5.3.12** Create terrain export nodes - [ ] **44.5.3.13** Implement terrain LOD nodes - [ ] **44.5.3.14** Create terrain streaming nodes - [ ] **44.5.3.15** Implement real-world data nodes #### 44.5.4 Building Generation - [ ] **44.5.4.1** Implement building envelope nodes - [ ] **44.5.4.2** Create facade generation nodes - [ ] **44.5.4.3** Implement window placement nodes - [ ] **44.5.4.4** Create door placement nodes - [ ] **44.5.4.5** Implement roof generation nodes - [ ] **44.5.4.6** Create interior generation nodes - [ ] **44.5.4.7** Implement furniture placement nodes - [ ] **44.5.4.8** Create architectural style nodes - [ ] **44.5.4.9** Implement building LOD nodes - [ ] **44.5.4.10** Create building export nodes - [ ] **44.5.4.11** Implement city block nodes - [ ] **44.5.4.12** Create road network nodes - [ ] **44.5.4.13** Implement zoning nodes - [ ] **44.5.4.14** Create infrastructure nodes - [ ] **44.5.4.15** Implement city export nodes --- ### Phase 44 Summary — Neith Studio | Library | Section | Tasks | | ------------------ | ------- | ------- | | @neith/sculptor | 44.1 | 90 | | @neith/animator | 44.2 | 60 | | @neith/composer | 44.3 | 75 | | @neith/cutter | 44.4 | 60 | | @neith/weaver | 44.5 | 60 | | **Phase 44 Total** | | **345** | ## Phase 45: Neith Operating Systems ### @neith/linux - Desktop Operating System (NixOS-based) #### Core Distribution Infrastructure - [ ] Fork NixOS stable branch and establish Neith Linux base - [ ] Create custom Nix flake structure for Neith packages - [ ] Implement Neith package repository (nixpkgs overlay) - [ ] Build custom Linux kernel with Neith-specific patches - [ ] Implement kernel configuration optimized for creative workloads - [ ] Add custom scheduler patches for real-time audio/video - [ ] Integrate PREEMPT_RT patches for low-latency operation - [ ] Add custom memory management for large creative assets - [ ] Implement kernel-level GPU scheduling enhancements - [ ] Create custom initramfs with Neith boot splash - [ ] Build reproducible ISO generation pipeline - [ ] Implement A/B partition scheme for atomic updates - [ ] Create rollback mechanism for failed updates - [ ] Build delta update system for bandwidth efficiency - [ ] Implement secure boot chain with custom keys #### Desktop Environment - [ ] Create Neith Shell - custom Wayland compositor - [ ] Implement GPU-accelerated window management - [ ] Build custom window decoration rendering - [ ] Create fractional scaling support (100%-400%) - [ ] Implement HDR desktop composition - [ ] Build wide color gamut display support - [ ] Create variable refresh rate desktop support - [ ] Implement multi-monitor hot-plug handling - [ ] Build per-monitor scaling and color profiles - [ ] Create virtual desktop system with 3D transitions - [ ] Implement window tiling engine with zones - [ ] Build floating window layer system - [ ] Create picture-in-picture mode for any window - [ ] Implement window grouping and tabbing - [ ] Build session save/restore system #### System Services - [ ] Create Neith Services Manager (systemd integration) - [ ] Implement service dependency resolution - [ ] Build socket activation for on-demand services - [ ] Create resource cgroup management - [ ] Implement service sandboxing with namespaces - [ ] Build automatic service restart policies - [ ] Create health check monitoring system - [ ] Implement service resource limits - [ ] Build inter-service communication bus - [ ] Create log aggregation and rotation - [ ] Implement journal persistence and search - [ ] Build metrics collection from services - [ ] Create alerting system for service failures - [ ] Implement scheduled task management - [ ] Build one-shot and timer-based services #### Audio Subsystem - [ ] Create Neith Audio Server (PipeWire fork/integration) - [ ] Implement professional audio routing matrix - [ ] Build JACK compatibility layer - [ ] Create PulseAudio compatibility layer - [ ] Implement ALSA compatibility layer - [ ] Build low-latency audio path (<3ms round-trip) - [ ] Create sample rate conversion engine - [ ] Implement format conversion pipeline - [ ] Build audio device hot-plug handling - [ ] Create virtual audio devices - [ ] Implement audio loopback capture - [ ] Build application audio isolation - [ ] Create per-application volume control - [ ] Implement audio ducking policies - [ ] Build spatial audio for desktop - [ ] Create MIDI routing and virtual ports - [ ] Implement audio effect plugin hosting (LV2/VST3) - [ ] Build network audio streaming (AES67) - [ ] Create Bluetooth audio optimization - [ ] Implement USB audio class compliance #### Graphics Subsystem - [ ] Create Neith Display Server core - [ ] Implement DRM/KMS direct rendering - [ ] Build GPU memory management - [ ] Create multi-GPU rendering support - [ ] Implement GPU hot-plug handling - [ ] Build render offloading between GPUs - [ ] Create PRIME synchronization - [ ] Implement frame pacing algorithms - [ ] Build VRR/FreeSync/G-Sync support - [ ] Create color management system (ICC v4) - [ ] Implement display calibration tools - [ ] Build HDR tone mapping engine - [ ] Create screen recording infrastructure - [ ] Implement screenshot system - [ ] Build remote desktop server - [ ] Create hardware cursor support - [ ] Implement touchpad gesture recognition - [ ] Build drawing tablet support (full pressure/tilt) - [ ] Create multi-touch gesture system - [ ] Implement eye tracking integration #### File System & Storage - [ ] Implement Btrfs as default filesystem - [ ] Create automatic snapshot system - [ ] Build snapshot browsing interface - [ ] Implement transparent compression (zstd) - [ ] Create deduplication for user data - [ ] Build RAID configuration tools - [ ] Implement scrubbing scheduler - [ ] Create quota management - [ ] Build subvolume organization scheme - [ ] Implement send/receive for backups - [ ] Create ZFS support module - [ ] Build encrypted home directories - [ ] Implement LUKS2 full disk encryption - [ ] Create TPM-backed encryption keys - [ ] Build network filesystem clients (NFS, SMB, SSHFS) - [ ] Implement cloud storage integration - [ ] Create asset library mounting system - [ ] Build project file indexing - [ ] Implement content-addressable cache - [ ] Create smart tiered storage #### Network Stack - [ ] Implement NetworkManager integration - [ ] Create connection profiles system - [ ] Build VPN integration (WireGuard native) - [ ] Implement OpenVPN compatibility - [ ] Create firewall management (nftables) - [ ] Build network bridge configuration - [ ] Implement VLAN support - [ ] Create bonding/teaming interfaces - [ ] Build network namespace management - [ ] Implement DNS management (systemd-resolved) - [ ] Create local DNS cache - [ ] Build split DNS for VPNs - [ ] Implement mDNS/DNS-SD - [ ] Create network discovery service - [ ] Build bandwidth monitoring - [ ] Implement traffic shaping - [ ] Create network diagnostics tools - [ ] Build WiFi 6E/7 optimization - [ ] Implement Bluetooth management - [ ] Create mobile broadband support #### Security Framework - [ ] Implement SELinux policy for Neith - [ ] Create AppArmor profiles for applications - [ ] Build Seccomp filter generation - [ ] Implement Landlock for application sandboxing - [ ] Create capability-based security model - [ ] Build verified boot chain - [ ] Implement secure boot enrollment - [ ] Create UEFI firmware update system - [ ] Build TPM attestation - [ ] Implement measured boot - [ ] Create integrity measurement architecture - [ ] Build audit logging system - [ ] Implement compliance reporting - [ ] Create security scanner integration - [ ] Build vulnerability database updates - [ ] Implement automatic security patches - [ ] Create user account security policies - [ ] Build password policy enforcement - [ ] Implement 2FA/FIDO2 support - [ ] Create biometric authentication (fingerprint) #### Package Management - [ ] Create Neith Package Manager CLI - [ ] Implement declarative system configuration - [ ] Build generation management - [ ] Create garbage collection system - [ ] Implement binary cache system - [ ] Build local binary cache server - [ ] Create package signing infrastructure - [ ] Implement reproducible builds verification - [ ] Build source-based fallback compilation - [ ] Create cross-compilation support - [ ] Implement overlay package system - [ ] Build development environments (nix-shell) - [ ] Create flake templates for projects - [ ] Implement home-manager integration - [ ] Build dotfile management - [ ] Create application profile management - [ ] Implement portable application format - [ ] Build Flatpak compatibility layer - [ ] Create AppImage support - [ ] Implement legacy binary compatibility #### System Configuration - [ ] Create Neith Control Center application - [ ] Implement display settings panel - [ ] Build sound settings panel - [ ] Create network settings panel - [ ] Implement Bluetooth settings panel - [ ] Build power management settings - [ ] Create user account settings - [ ] Implement privacy settings panel - [ ] Build accessibility settings - [ ] Create keyboard/input settings - [ ] Implement mouse/touchpad settings - [ ] Build language/region settings - [ ] Create date/time settings - [ ] Implement notification settings - [ ] Build default applications settings - [ ] Create file associations manager - [ ] Implement startup applications - [ ] Build about/system info panel - [ ] Create developer options panel - [ ] Implement advanced settings access #### Creative Workflow Integration - [ ] Create project workspace management - [ ] Implement asset library integration - [ ] Build cloud sync for projects - [ ] Create collaboration status indicators - [ ] Implement render farm integration - [ ] Build background task monitoring - [ ] Create resource usage overlay - [ ] Implement GPU utilization display - [ ] Build VRAM monitoring - [ ] Create disk I/O monitoring - [ ] Implement network throughput display - [ ] Build thermal monitoring - [ ] Create performance mode switching - [ ] Implement power profile management - [ ] Build scheduled task system for renders - [ ] Create batch processing queue - [ ] Implement priority management - [ ] Build resource reservation system - [ ] Create multi-user workstation support - [ ] Implement remote creative session #### Installation & Recovery - [ ] Create graphical installer - [ ] Implement disk partitioning wizard - [ ] Build encryption setup wizard - [ ] Create dual-boot configuration - [ ] Implement migration assistant - [ ] Build system cloning tool - [ ] Create recovery partition - [ ] Implement factory reset capability - [ ] Build diagnostic boot mode - [ ] Create memory test integration - [ ] Implement hardware compatibility check - [ ] Build driver detection system - [ ] Create post-install setup wizard - [ ] Implement first-run experience - [ ] Build tour/tutorial system ### @neith/android - Mobile Operating System (AOSP Fork) #### Core System Fork - [ ] Fork AOSP mainline branch - [ ] Create Neith Android manifest repository - [ ] Implement vendor-neutral hardware abstraction - [ ] Build generic system image (GSI) - [ ] Create device tree template - [ ] Implement kernel configuration baseline - [ ] Build GKI (Generic Kernel Image) support - [ ] Create vendor module framework - [ ] Implement Treble compatibility layer - [ ] Build OTA update infrastructure - [ ] Create A/B partition support - [ ] Implement virtual A/B for space efficiency - [ ] Build rollback protection - [ ] Create verified boot implementation - [ ] Implement bootloader unlock policy #### System UI Customization - [ ] Create Neith Launcher application - [ ] Implement custom home screen engine - [ ] Build widget framework enhancements - [ ] Create app drawer customization - [ ] Implement gesture navigation system - [ ] Build custom quick settings tiles - [ ] Create notification panel redesign - [ ] Implement always-on display - [ ] Build custom lock screen - [ ] Create theming engine - [ ] Implement Material You dynamic colors - [ ] Build custom icon pack support - [ ] Create font customization - [ ] Implement display color modes - [ ] Build blue light filter - [ ] Create one-handed mode - [ ] Implement split screen enhancements - [ ] Build floating window support - [ ] Create desktop mode (DeX-like) - [ ] Implement external display support #### Privacy & Security Enhancements - [ ] Implement enhanced permission manager - [ ] Create per-app permission profiles - [ ] Build location privacy controls - [ ] Implement approximate location option - [ ] Create camera/microphone indicators - [ ] Build clipboard access notifications - [ ] Implement background activity restrictions - [ ] Create app standby buckets tuning - [ ] Build battery optimization controls - [ ] Implement data usage controls - [ ] Create firewall per-app rules - [ ] Build VPN always-on enforcement - [ ] Implement DNS-over-HTTPS/TLS - [ ] Create private DNS configuration - [ ] Build tracker blocking - [ ] Implement ad blocking at system level - [ ] Create app isolation profiles - [ ] Build work profile enhancements - [ ] Implement guest mode improvements - [ ] Create secure folder functionality #### Performance Optimization - [ ] Implement ZRAM configuration optimization - [ ] Create memory management tuning - [ ] Build process priority management - [ ] Implement CPU frequency scaling - [ ] Create thermal throttling configuration - [ ] Build GPU performance modes - [ ] Implement game mode optimizations - [ ] Create battery saver enhancements - [ ] Build charging optimization - [ ] Implement fast charging protocols - [ ] Create storage optimization - [ ] Build app hibernation - [ ] Implement unused app cleanup - [ ] Create cache management - [ ] Build database optimization - [ ] Implement filesystem trim scheduling - [ ] Create I/O scheduler selection - [ ] Build memory compression tuning - [ ] Implement swap configuration - [ ] Create performance profiling tools #### Creative Applications Support - [ ] Implement Vulkan 1.3 driver requirements - [ ] Create OpenGL ES 3.2 compliance - [ ] Build OpenCL support - [ ] Implement RenderScript deprecation path - [ ] Create Neural Networks API optimization - [ ] Build GPU compute acceleration - [ ] Implement external GPU support (USB-C) - [ ] Create stylus/pen optimization - [ ] Build pressure sensitivity calibration - [ ] Implement tilt sensing - [ ] Create palm rejection tuning - [ ] Build hover detection - [ ] Implement low-latency pen input - [ ] Create drawing tablet connection - [ ] Build professional color management - [ ] Implement wide gamut support - [ ] Create HDR display support - [ ] Build ProRAW camera support - [ ] Implement 10-bit video recording - [ ] Create professional audio routing #### Hardware Abstraction - [ ] Create Camera HAL implementation - [ ] Implement multi-camera support - [ ] Build manual camera controls - [ ] Create RAW capture support - [ ] Implement video stabilization - [ ] Build Audio HAL optimization - [ ] Create USB audio support - [ ] Implement Bluetooth audio codecs (LDAC, aptX) - [ ] Build spatial audio support - [ ] Create Sensors HAL integration - [ ] Implement accelerometer calibration - [ ] Build gyroscope optimization - [ ] Create magnetometer calibration - [ ] Implement barometer support - [ ] Build proximity sensor tuning - [ ] Create light sensor calibration - [ ] Implement fingerprint HAL - [ ] Build face unlock HAL - [ ] Create NFC HAL integration - [ ] Implement UWB support #### Connectivity - [ ] Implement WiFi HAL optimization - [ ] Create WiFi 6E/7 support - [ ] Build WiFi Direct optimization - [ ] Implement Miracast enhancements - [ ] Create Bluetooth HAL improvements - [ ] Build Bluetooth LE Audio - [ ] Implement Auracast support - [ ] Create mobile network optimization - [ ] Build 5G SA/NSA support - [ ] Implement carrier aggregation - [ ] Create VoLTE/VoWiFi support - [ ] Build RCS messaging support - [ ] Implement eSIM management - [ ] Create dual SIM optimization - [ ] Build network slicing support - [ ] Implement satellite connectivity prep - [ ] Create mesh networking - [ ] Build device-to-device communication - [ ] Implement nearby share enhancement - [ ] Create cross-device clipboard #### Build & Release - [ ] Create CI/CD pipeline for builds - [ ] Implement nightly build system - [ ] Build beta channel infrastructure - [ ] Create stable release process - [ ] Implement security patch integration - [ ] Build vendor security patch process - [ ] Create kernel security updates - [ ] Implement binary blob management - [ ] Build firmware update system - [ ] Create bootloader update mechanism - [ ] Implement modem firmware updates - [ ] Build DSP firmware updates - [ ] Create signing infrastructure - [ ] Implement key management - [ ] Build release verification - [ ] Create device certification process - [ ] Implement GMS compatibility (optional) - [ ] Build microG integration option - [ ] Create Play Store alternative - [ ] Implement F-Droid integration ### @neith/vr-os - Virtual Reality Operating System #### VR Runtime Core - [ ] Create OpenXR runtime implementation - [ ] Implement session management - [ ] Build action system - [ ] Create reference space types - [ ] Implement view configuration - [ ] Build swapchain management - [ ] Create frame timing system - [ ] Implement compositor integration - [ ] Build reprojection system (ASW/ATW) - [ ] Create motion smoothing - [ ] Implement space warp technology - [ ] Build fixed foveated rendering support - [ ] Create eye-tracked foveated rendering - [ ] Implement dynamic resolution scaling - [ ] Build frame interpolation - [ ] Create latency optimization - [ ] Implement prediction algorithms - [ ] Build late-stage reprojection - [ ] Create multi-layer composition - [ ] Implement passthrough integration #### Input System - [ ] Create controller tracking system - [ ] Implement 6DOF controller tracking - [ ] Build hand tracking system - [ ] Create gesture recognition - [ ] Implement finger tracking - [ ] Build haptic feedback system - [ ] Create HD haptics support - [ ] Implement force feedback - [ ] Build eye tracking integration - [ ] Create gaze interaction - [ ] Implement voice input - [ ] Build body tracking support - [ ] Create full body tracking - [ ] Implement facial expression tracking - [ ] Build lip tracking - [ ] Create mixed reality input - [ ] Implement environment understanding - [ ] Build surface detection - [ ] Create object recognition - [ ] Implement spatial anchors #### Display System - [ ] Create lens distortion correction - [ ] Implement chromatic aberration correction - [ ] Build pupil swim correction - [ ] Create IPD adjustment system - [ ] Implement canted display support - [ ] Build display calibration system - [ ] Create color calibration - [ ] Implement brightness control - [ ] Build HDR rendering support - [ ] Create local dimming support - [ ] Implement varifocal display support - [ ] Build accommodation-vergence fix - [ ] Create pancake lens optimization - [ ] Implement micro-OLED support - [ ] Build microLED support - [ ] Create display persistence control - [ ] Implement black frame insertion - [ ] Build rolling scan support - [ ] Create low persistence modes - [ ] Implement brightness uniformity correction #### Tracking System - [ ] Create inside-out tracking system - [ ] Implement SLAM algorithm - [ ] Build visual-inertial odometry - [ ] Create sensor fusion - [ ] Implement camera calibration - [ ] Build tracking quality indicators - [ ] Create tracking recovery system - [ ] Implement environment mapping - [ ] Build 3D reconstruction - [ ] Create depth estimation - [ ] Implement marker tracking - [ ] Build QR code tracking - [ ] Create image target tracking - [ ] Implement external tracker support - [ ] Build lighthouse compatibility - [ ] Create constellation tracking - [ ] Implement magnetic tracking - [ ] Build acoustic tracking - [ ] Create hybrid tracking fusion - [ ] Implement tracking prediction #### Guardian System - [ ] Create boundary definition system - [ ] Implement stationary boundary - [ ] Build room-scale boundary - [ ] Create passthrough boundary - [ ] Implement boundary visualization - [ ] Build collision warnings - [ ] Create proximity alerts - [ ] Implement fade-to-passthrough - [ ] Build automatic boundary detection - [ ] Create furniture detection - [ ] Implement pet/people detection - [ ] Build ceiling detection - [ ] Create floor level tracking - [ ] Implement multi-room support - [ ] Build boundary sharing - [ ] Create custom boundary shapes - [ ] Implement boundary persistence - [ ] Build boundary override for experienced users - [ ] Create developer boundary controls - [ ] Implement accessibility boundary options #### Mixed Reality - [ ] Create passthrough rendering pipeline - [ ] Implement color passthrough - [ ] Build depth-corrected passthrough - [ ] Create passthrough overlay system - [ ] Implement occlusion handling - [ ] Build real-world lighting estimation - [ ] Create shadow casting on real surfaces - [ ] Implement spatial mapping - [ ] Build mesh generation - [ ] Create plane detection - [ ] Implement semantic understanding - [ ] Build furniture recognition - [ ] Create scene persistence - [ ] Implement shared spatial anchors - [ ] Build multi-user AR alignment - [ ] Create marker-based alignment - [ ] Implement cloud anchors - [ ] Build geospatial anchors - [ ] Create indoor positioning - [ ] Implement outdoor AR #### Audio System - [ ] Create spatial audio renderer - [ ] Implement HRTF processing - [ ] Build personalized HRTF - [ ] Create room acoustics simulation - [ ] Implement reverb modeling - [ ] Build early reflections - [ ] Create late reverberation - [ ] Implement occlusion/obstruction - [ ] Build material absorption - [ ] Create Doppler effect - [ ] Implement source directivity - [ ] Build binaural rendering - [ ] Create Ambisonics support - [ ] Implement object-based audio - [ ] Build audio propagation - [ ] Create dynamic audio zones - [ ] Implement voice chat processing - [ ] Build echo cancellation - [ ] Create noise suppression - [ ] Implement voice spatialization #### Social Platform - [ ] Create avatar system - [ ] Implement avatar customization - [ ] Build avatar animation - [ ] Create avatar expression mapping - [ ] Implement avatar body tracking - [ ] Build avatar clothing system - [ ] Create avatar accessories - [ ] Implement social presence indicators - [ ] Build friend system - [ ] Create party/group system - [ ] Implement voice channels - [ ] Build text chat system - [ ] Create gesture communication - [ ] Implement personal space system - [ ] Build harassment prevention - [ ] Create content moderation - [ ] Implement reporting system - [ ] Build parental controls - [ ] Create age verification - [ ] Implement privacy zones #### Application Framework - [ ] Create VR application lifecycle - [ ] Implement focus handling - [ ] Build overlay application support - [ ] Create system UI overlay - [ ] Implement notification system - [ ] Build keyboard input - [ ] Create virtual keyboard - [ ] Implement physical keyboard tracking - [ ] Build web browser integration - [ ] Create flat app virtualization - [ ] Implement 2D app windowing - [ ] Build multi-tasking environment - [ ] Create home environment - [ ] Implement environment customization - [ ] Build skybox system - [ ] Create lighting environment - [ ] Implement object placement - [ ] Build world persistence - [ ] Create application launcher - [ ] Implement quick actions ### @neith/embedded - Embedded & IoT Operating System #### Core RTOS Foundation - [ ] Create real-time kernel core - [ ] Implement preemptive scheduler - [ ] Build priority inheritance - [ ] Create deadline scheduler - [ ] Implement rate monotonic scheduling - [ ] Build earliest deadline first - [ ] Create interrupt handling - [ ] Implement nested interrupts - [ ] Build ISR optimization - [ ] Create context switching - [ ] Implement thread management - [ ] Build thread pools - [ ] Create task creation/deletion - [ ] Implement stack management - [ ] Build stack overflow detection - [ ] Create memory protection unit (MPU) - [ ] Implement memory pools - [ ] Build static memory allocation - [ ] Create dynamic memory with determinism - [ ] Implement memory defragmentation #### Synchronization Primitives - [ ] Create mutex implementation - [ ] Implement priority ceiling protocol - [ ] Build binary semaphores - [ ] Create counting semaphores - [ ] Implement message queues - [ ] Build mailboxes - [ ] Create event flags - [ ] Implement condition variables - [ ] Build barriers - [ ] Create reader-writer locks - [ ] Implement spinlocks - [ ] Build lock-free structures - [ ] Create wait-free algorithms - [ ] Implement atomic operations - [ ] Build memory barriers - [ ] Create inter-core communication - [ ] Implement shared memory regions - [ ] Build remote procedure calls - [ ] Create inter-processor interrupts - [ ] Implement cache coherency #### Hardware Abstraction Layer - [ ] Create GPIO abstraction - [ ] Implement interrupt controller - [ ] Build timer abstraction - [ ] Create PWM interface - [ ] Implement ADC abstraction - [ ] Build DAC interface - [ ] Create UART driver framework - [ ] Implement SPI abstraction - [ ] Build I2C abstraction - [ ] Create I2S audio interface - [ ] Implement USB device stack - [ ] Build USB host stack - [ ] Create CAN bus driver - [ ] Implement LIN bus support - [ ] Build Ethernet MAC driver - [ ] Create WiFi driver framework - [ ] Implement Bluetooth stack - [ ] Build BLE abstraction - [ ] Create LoRa driver - [ ] Implement Zigbee stack #### Networking Stack - [ ] Create lightweight TCP/IP stack - [ ] Implement IPv4 support - [ ] Build IPv6 support - [ ] Create UDP implementation - [ ] Implement TCP with congestion control - [ ] Build DHCP client - [ ] Create DNS resolver - [ ] Implement mDNS responder - [ ] Build CoAP implementation - [ ] Create MQTT client - [ ] Implement MQTT-SN for constrained - [ ] Build HTTP client - [ ] Create HTTPS with mbedTLS - [ ] Implement WebSocket client - [ ] Build LwM2M client - [ ] Create Thread protocol - [ ] Implement Matter protocol - [ ] Build Bluetooth Mesh - [ ] Create LoRaWAN stack - [ ] Implement Zigbee 3.0 #### File System - [ ] Create flash file system - [ ] Implement wear leveling - [ ] Build bad block management - [ ] Create power-loss resilience - [ ] Implement LittleFS support - [ ] Build SPIFFS support - [ ] Create FAT filesystem - [ ] Implement exFAT support - [ ] Build SD card support - [ ] Create eMMC support - [ ] Implement NOR flash driver - [ ] Build NAND flash driver - [ ] Create QSPI flash support - [ ] Implement file caching - [ ] Build directory operations - [ ] Create file locking - [ ] Implement journaling - [ ] Build filesystem checking - [ ] Create encryption layer - [ ] Implement compression #### Security Framework - [ ] Create secure boot chain - [ ] Implement boot verification - [ ] Build firmware signing - [ ] Create key management - [ ] Implement hardware security module - [ ] Build TrustZone support - [ ] Create secure enclave - [ ] Implement secure storage - [ ] Build attestation - [ ] Create device identity - [ ] Implement certificate management - [ ] Build TLS 1.3 support - [ ] Create DTLS support - [ ] Implement secure OTA updates - [ ] Build firmware rollback protection - [ ] Create debug authentication - [ ] Implement fault injection protection - [ ] Build side-channel mitigations - [ ] Create memory encryption - [ ] Implement access control #### Power Management - [ ] Create power state machine - [ ] Implement sleep modes - [ ] Build deep sleep support - [ ] Create standby mode - [ ] Implement shutdown handling - [ ] Build wake sources - [ ] Create RTC wake - [ ] Implement GPIO wake - [ ] Build wireless wake - [ ] Create power domains - [ ] Implement voltage scaling - [ ] Build frequency scaling - [ ] Create peripheral power control - [ ] Implement idle task optimization - [ ] Build tickless idle - [ ] Create power profiling - [ ] Implement energy harvesting support - [ ] Build battery management - [ ] Create charging control - [ ] Implement power budgeting #### Sensor Framework - [ ] Create sensor abstraction layer - [ ] Implement sensor fusion - [ ] Build IMU processing - [ ] Create accelerometer driver - [ ] Implement gyroscope driver - [ ] Build magnetometer driver - [ ] Create barometer driver - [ ] Implement temperature sensor - [ ] Build humidity sensor - [ ] Create light sensor driver - [ ] Implement proximity sensor - [ ] Build gesture sensor - [ ] Create heart rate sensor - [ ] Implement SpO2 sensor - [ ] Build GPS receiver - [ ] Create ultrasonic sensor - [ ] Implement lidar driver - [ ] Build radar sensor - [ ] Create camera interface - [ ] Implement microphone array #### Device Management - [ ] Create device provisioning - [ ] Implement zero-touch setup - [ ] Build QR code provisioning - [ ] Create BLE provisioning - [ ] Implement WiFi provisioning - [ ] Build device twin - [ ] Create property management - [ ] Implement command handling - [ ] Build telemetry reporting - [ ] Create remote configuration - [ ] Implement feature flags - [ ] Build A/B testing - [ ] Create diagnostics - [ ] Implement crash reporting - [ ] Build log collection - [ ] Create metrics aggregation - [ ] Implement health monitoring - [ ] Build watchdog integration - [ ] Create remote reboot - [ ] Implement factory reset ## Phase 46: Neith Browser (Servo-based) ### @neith/browser-engine - Browser Engine Core #### Servo Fork & Integration - [ ] Fork Servo browser engine - [ ] Create Neith Browser project structure - [ ] Implement build system integration with Nx - [ ] Build CI/CD pipeline for browser - [ ] Create cross-platform build configurations - [ ] Implement Linux build target - [ ] Build Windows build target - [ ] Create macOS build target - [ ] Implement Android build target - [ ] Build iOS build target (WebKit fallback) - [ ] Create WebAssembly build target - [ ] Implement release signing infrastructure - [ ] Build update server infrastructure - [ ] Create crash reporting system - [ ] Implement telemetry system (opt-in) #### Rendering Engine - [ ] Implement WebRender integration - [ ] Create GPU-accelerated compositing - [ ] Build retained-mode rendering - [ ] Implement display list optimization - [ ] Create tile-based rendering - [ ] Build texture atlas management - [ ] Implement glyph caching - [ ] Create image caching system - [ ] Build video decoding pipeline - [ ] Implement hardware video decode - [ ] Create AV1 decoder integration - [ ] Build VP9 decoder - [ ] Implement H.264/H.265 decode - [ ] Create WebCodecs implementation - [ ] Build HDR video rendering - [ ] Implement wide color gamut - [ ] Create ICC color management - [ ] Build subpixel text rendering - [ ] Implement variable font support - [ ] Create emoji rendering system #### Layout Engine - [ ] Implement CSS Grid layout - [ ] Create CSS Flexbox layout - [ ] Build CSS Subgrid support - [ ] Implement Container Queries - [ ] Create CSS Cascade Layers - [ ] Build @scope support - [ ] Implement CSS Nesting - [ ] Create has() selector - [ ] Build :where() and :is() - [ ] Implement CSS Custom Properties - [ ] Create @property support - [ ] Build CSS Houdini APIs - [ ] Implement Paint Worklet - [ ] Create Layout Worklet - [ ] Build Animation Worklet - [ ] Implement Typed OM - [ ] Create CSS Parser performance - [ ] Build style recalculation optimization - [ ] Implement incremental layout - [ ] Create layout caching #### JavaScript Engine Integration - [ ] Integrate SpiderMonkey engine - [ ] Implement JIT compilation - [ ] Create baseline JIT - [ ] Build optimizing JIT - [ ] Implement WebAssembly support - [ ] Create WASM SIMD - [ ] Build WASM threads - [ ] Implement WASM GC - [ ] Create WASM exceptions - [ ] Build WASM tail calls - [ ] Implement memory64 - [ ] Create component model prep - [ ] Build JavaScript modules - [ ] Implement import maps - [ ] Create top-level await - [ ] Build WeakRef support - [ ] Implement FinalizationRegistry - [ ] Create Temporal API - [ ] Build Intl improvements - [ ] Implement decorators #### Web Platform APIs - [ ] Implement DOM manipulation - [ ] Create mutation observers - [ ] Build custom elements - [ ] Implement shadow DOM - [ ] Create declarative shadow DOM - [ ] Build template instantiation - [ ] Implement slots mechanism - [ ] Create adoptedStyleSheets - [ ] Build constructable stylesheets - [ ] Implement Fetch API - [ ] Create streaming responses - [ ] Build upload streaming - [ ] Implement Service Workers - [ ] Create worklet support - [ ] Build shared workers - [ ] Implement dedicated workers - [ ] Create worker modules - [ ] Build transferable streams - [ ] Implement broadcast channel - [ ] Create message ports #### WebGL & WebGPU - [ ] Implement WebGL 2.0 - [ ] Create ANGLE integration - [ ] Build shader compilation - [ ] Implement WebGPU standard - [ ] Create wgpu integration - [ ] Build shader translation (WGSL) - [ ] Implement compute shaders - [ ] Create render bundles - [ ] Build pipeline caching - [ ] Implement timestamp queries - [ ] Create indirect drawing - [ ] Build multi-draw indirect - [ ] Implement storage textures - [ ] Create read-write storage - [ ] Build texture compression - [ ] Implement ASTC support - [ ] Create BC format support - [ ] Build ETC2 support - [ ] Implement canvas integration - [ ] Create OffscreenCanvas #### Media APIs - [ ] Implement HTMLMediaElement - [ ] Create Media Source Extensions - [ ] Build Encrypted Media Extensions - [ ] Implement MediaStream API - [ ] Create getUserMedia - [ ] Build screen capture - [ ] Implement MediaRecorder - [ ] Create audio worklet - [ ] Build Web Audio API - [ ] Implement Audio Context - [ ] Create oscillator nodes - [ ] Build filter nodes - [ ] Implement analyser nodes - [ ] Create convolver node - [ ] Build panner node (spatial) - [ ] Implement HRTF panning - [ ] Create Web MIDI API - [ ] Build picture-in-picture - [ ] Implement Media Session - [ ] Create audio output devices #### Network Stack - [ ] Implement HTTP/2 support - [ ] Create HTTP/3 (QUIC) support - [ ] Build connection pooling - [ ] Implement priority scheduling - [ ] Create preconnect hints - [ ] Build prefetch mechanism - [ ] Implement preload scanner - [ ] Create speculative parsing - [ ] Build DNS prefetching - [ ] Implement DoH/DoT - [ ] Create Encrypted Client Hello - [ ] Build certificate verification - [ ] Implement OCSP stapling - [ ] Create CT verification - [ ] Build HSTS preload - [ ] Implement Expect-CT - [ ] Create CSP implementation - [ ] Build CORS handling - [ ] Implement cookies - [ ] Create SameSite enforcement #### Storage APIs - [ ] Implement IndexedDB - [ ] Create IDB optimization - [ ] Build transaction handling - [ ] Implement Web Storage - [ ] Create localStorage - [ ] Build sessionStorage - [ ] Implement Cache API - [ ] Create cache storage - [ ] Build origin private file system - [ ] Implement File System Access - [ ] Create file handles - [ ] Build directory handles - [ ] Implement write streams - [ ] Create sync access handles - [ ] Build storage quota management - [ ] Implement storage persistence - [ ] Create storage buckets - [ ] Build blob storage - [ ] Implement file reader - [ ] Create file writer ### @neith/browser-shell - Browser Application Shell #### User Interface - [ ] Create tabbed browsing interface - [ ] Implement tab management - [ ] Build tab groups - [ ] Create vertical tabs option - [ ] Implement tab preview - [ ] Build tab search - [ ] Create tab memory management - [ ] Implement tab discarding - [ ] Build tab restore - [ ] Create session management - [ ] Implement address bar (omnibox) - [ ] Build URL autocomplete - [ ] Create search suggestions - [ ] Implement history search - [ ] Build bookmark search - [ ] Create open tab search - [ ] Implement navigation buttons - [ ] Build progress indicator - [ ] Create loading states - [ ] Implement site information #### Bookmarks & History - [ ] Create bookmark manager - [ ] Implement bookmark folders - [ ] Build bookmark tags - [ ] Create bookmark sync - [ ] Implement bookmark import/export - [ ] Build bookmark search - [ ] Create bookmark bar - [ ] Implement quick access - [ ] Build history manager - [ ] Create history search - [ ] Implement history sync - [ ] Build history cleanup - [ ] Create visit frequency tracking - [ ] Implement form autofill history - [ ] Build download history - [ ] Create most visited - [ ] Implement recent tabs - [ ] Build session history - [ ] Create timeline view - [ ] Implement history export #### Privacy & Security - [ ] Implement private browsing mode - [ ] Create tracking protection - [ ] Build fingerprint protection - [ ] Implement cookie controls - [ ] Create third-party cookie blocking - [ ] Build storage partitioning - [ ] Implement bounce tracking protection - [ ] Create referrer policy - [ ] Build permission manager - [ ] Implement site permissions - [ ] Create permission prompts - [ ] Build dangerous site warnings - [ ] Implement phishing protection - [ ] Create malware protection - [ ] Build download scanning - [ ] Implement HTTPS-only mode - [ ] Create mixed content blocking - [ ] Build certificate warnings - [ ] Implement password manager - [ ] Create breach monitoring #### Developer Tools - [ ] Create Elements inspector - [ ] Implement DOM tree view - [ ] Build style editor - [ ] Create computed styles - [ ] Implement box model viewer - [ ] Build accessibility inspector - [ ] Create Console panel - [ ] Implement JS console - [ ] Build console API - [ ] Create log filtering - [ ] Implement Network panel - [ ] Build request inspection - [ ] Create response viewing - [ ] Implement timing breakdown - [ ] Build WebSocket inspection - [ ] Create Performance panel - [ ] Implement flame chart - [ ] Build memory profiling - [ ] Create CPU profiling - [ ] Implement Application panel #### Extension System - [ ] Create extension API framework - [ ] Implement WebExtensions API - [ ] Build content scripts - [ ] Create background scripts - [ ] Implement popup pages - [ ] Build options pages - [ ] Create extension storage - [ ] Implement messaging API - [ ] Build native messaging - [ ] Create tabs API - [ ] Implement bookmarks API - [ ] Build history API - [ ] Create cookies API - [ ] Implement webRequest API - [ ] Build webNavigation API - [ ] Create notifications API - [ ] Implement contextMenus API - [ ] Build commands API - [ ] Create extension management - [ ] Implement extension store #### Sync & Account - [ ] Create account system - [ ] Implement authentication - [ ] Build profile management - [ ] Create bookmark sync - [ ] Implement history sync - [ ] Build password sync - [ ] Create settings sync - [ ] Implement extension sync - [ ] Build tab sync - [ ] Create open tabs sync - [ ] Implement form data sync - [ ] Build theme sync - [ ] Create device management - [ ] Implement sync encryption - [ ] Build conflict resolution - [ ] Create sync status - [ ] Implement selective sync - [ ] Build sync diagnostics - [ ] Create data export - [ ] Implement account deletion #### Performance Optimization - [ ] Implement process isolation - [ ] Create site isolation - [ ] Build process per tab option - [ ] Implement memory management - [ ] Create tab suspension - [ ] Build memory pressure handling - [ ] Implement GPU process - [ ] Create utility processes - [ ] Build service worker process - [ ] Implement extension process - [ ] Create resource prioritization - [ ] Build lazy loading - [ ] Implement back/forward cache - [ ] Create prerender - [ ] Build speculation rules - [ ] Implement paint holding - [ ] Create smooth scrolling - [ ] Build compositor scrolling - [ ] Implement input latency optimization - [ ] Create animation optimization ## Phase 47: Nous - Sovereign AI Platform ### @nous/core - AI Runtime Core #### Inference Engine - [ ] Create ONNX Runtime integration - [ ] Implement model loading system - [ ] Build model optimization pipeline - [ ] Create quantization support (INT8, INT4, FP16) - [ ] Implement graph optimization - [ ] Build operator fusion - [ ] Create memory planning - [ ] Implement execution providers - [ ] Build CPU execution provider - [ ] Create CUDA execution provider - [ ] Implement ROCm execution provider - [ ] Build Metal execution provider - [ ] Create WebGPU execution provider - [ ] Implement Vulkan compute provider - [ ] Build DirectML provider - [ ] Create NPU/accelerator providers - [ ] Implement batch inference - [ ] Build dynamic batching - [ ] Create continuous batching - [ ] Implement speculative decoding #### LLM Serving - [ ] Create LLM serving infrastructure - [ ] Implement KV cache management - [ ] Build paged attention - [ ] Create flash attention integration - [ ] Implement tensor parallelism - [ ] Build pipeline parallelism - [ ] Create model sharding - [ ] Implement expert parallelism (MoE) - [ ] Build prefix caching - [ ] Create radix attention - [ ] Implement prompt caching - [ ] Build multi-LoRA serving - [ ] Create adapter switching - [ ] Implement context extension - [ ] Build streaming generation - [ ] Create stop sequences - [ ] Implement logit processors - [ ] Build temperature sampling - [ ] Create top-k/top-p sampling - [ ] Implement beam search #### Model Management - [ ] Create model registry - [ ] Implement model versioning - [ ] Build model metadata - [ ] Create model discovery - [ ] Implement model download - [ ] Build checksum verification - [ ] Create model conversion - [ ] Implement format detection - [ ] Build safetensors support - [ ] Create GGUF support - [ ] Implement GGML support - [ ] Build PyTorch loading - [ ] Create TensorFlow loading - [ ] Implement JAX loading - [ ] Build model caching - [ ] Create model eviction - [ ] Implement model preloading - [ ] Build warm model pool - [ ] Create model benchmarking - [ ] Implement model profiling #### Embedding Engine - [ ] Create embedding generation - [ ] Implement text embeddings - [ ] Build image embeddings - [ ] Create audio embeddings - [ ] Implement multi-modal embeddings - [ ] Build embedding normalization - [ ] Create dimensionality reduction - [ ] Implement batch embedding - [ ] Build streaming embedding - [ ] Create embedding caching - [ ] Implement similarity search - [ ] Build approximate nearest neighbor - [ ] Create exact nearest neighbor - [ ] Implement distance metrics - [ ] Build hybrid search - [ ] Create reranking - [ ] Implement cross-encoder reranking - [ ] Build embedding compression - [ ] Create binary embeddings - [ ] Implement matryoshka embeddings ### @nous/llm - Language Model Framework #### Text Generation - [ ] Create completion API - [ ] Implement chat completion API - [ ] Build instruction following - [ ] Create multi-turn conversation - [ ] Implement system prompts - [ ] Build function calling - [ ] Create tool use framework - [ ] Implement JSON mode - [ ] Build structured output - [ ] Create grammar constraints - [ ] Implement regex constraints - [ ] Build schema validation - [ ] Create response formatting - [ ] Implement markdown rendering - [ ] Build code extraction - [ ] Create citation extraction - [ ] Implement fact extraction - [ ] Build entity extraction - [ ] Create sentiment analysis - [ ] Implement classification #### Prompt Engineering - [ ] Create prompt template system - [ ] Implement variable substitution - [ ] Build conditional sections - [ ] Create loop constructs - [ ] Implement prompt versioning - [ ] Build prompt testing - [ ] Create prompt optimization - [ ] Implement few-shot management - [ ] Build example selection - [ ] Create dynamic examples - [ ] Implement chain-of-thought - [ ] Build tree-of-thought - [ ] Create graph-of-thought - [ ] Implement self-consistency - [ ] Build reflection prompts - [ ] Create critique prompts - [ ] Implement persona management - [ ] Build context injection - [ ] Create memory injection - [ ] Implement retrieval injection #### Agent Framework - [ ] Create agent architecture - [ ] Implement planning module - [ ] Build goal decomposition - [ ] Create task execution - [ ] Implement action selection - [ ] Build tool selection - [ ] Create multi-step reasoning - [ ] Implement backtracking - [ ] Build error recovery - [ ] Create agent memory - [ ] Implement short-term memory - [ ] Build long-term memory - [ ] Create episodic memory - [ ] Implement semantic memory - [ ] Build working memory - [ ] Create agent communication - [ ] Implement multi-agent systems - [ ] Build agent coordination - [ ] Create agent delegation - [ ] Implement agent supervision #### RAG Pipeline - [ ] Create document ingestion - [ ] Implement chunking strategies - [ ] Build semantic chunking - [ ] Create sentence chunking - [ ] Implement token chunking - [ ] Build recursive chunking - [ ] Create document parsing - [ ] Implement PDF parsing - [ ] Build HTML parsing - [ ] Create Markdown parsing - [ ] Implement code parsing - [ ] Build table extraction - [ ] Create image extraction - [ ] Implement metadata extraction - [ ] Build link extraction - [ ] Create vector indexing - [ ] Implement hybrid indexing - [ ] Build incremental indexing - [ ] Create index optimization - [ ] Implement context retrieval ### @nous/vision - Computer Vision Framework #### Image Understanding - [ ] Create image classification - [ ] Implement object detection - [ ] Build instance segmentation - [ ] Create semantic segmentation - [ ] Implement panoptic segmentation - [ ] Build depth estimation - [ ] Create surface normal estimation - [ ] Implement pose estimation - [ ] Build facial recognition - [ ] Create emotion recognition - [ ] Implement age/gender estimation - [ ] Build face landmark detection - [ ] Create OCR engine - [ ] Implement document layout - [ ] Build table recognition - [ ] Create handwriting recognition - [ ] Implement license plate recognition - [ ] Build barcode/QR recognition - [ ] Create image captioning - [ ] Implement visual question answering #### Image Generation - [ ] Create diffusion model framework - [ ] Implement Stable Diffusion - [ ] Build SDXL support - [ ] Create SD3 support - [ ] Implement Flux support - [ ] Build ControlNet integration - [ ] Create IP-Adapter support - [ ] Implement LoRA management - [ ] Build textual inversion - [ ] Create DreamBooth training - [ ] Implement inpainting - [ ] Build outpainting - [ ] Create image-to-image - [ ] Implement style transfer - [ ] Build upscaling (ESRGAN) - [ ] Create face restoration - [ ] Implement background removal - [ ] Build image composition - [ ] Create variation generation - [ ] Implement image editing #### Video Understanding - [ ] Create video classification - [ ] Implement action recognition - [ ] Build temporal segmentation - [ ] Create object tracking - [ ] Implement multi-object tracking - [ ] Build trajectory prediction - [ ] Create video captioning - [ ] Implement dense video captioning - [ ] Build video question answering - [ ] Create video summarization - [ ] Implement scene detection - [ ] Build shot boundary detection - [ ] Create video indexing - [ ] Implement moment retrieval - [ ] Build temporal grounding - [ ] Create video-text matching - [ ] Implement re-identification - [ ] Build anomaly detection - [ ] Create crowd analysis - [ ] Implement traffic analysis #### Video Generation - [ ] Create video diffusion framework - [ ] Implement text-to-video - [ ] Build image-to-video - [ ] Create video-to-video - [ ] Implement frame interpolation - [ ] Build video upscaling - [ ] Create temporal consistency - [ ] Implement motion transfer - [ ] Build video inpainting - [ ] Create video outpainting - [ ] Implement video editing - [ ] Build object removal - [ ] Create object insertion - [ ] Implement video composition - [ ] Build temporal super-resolution - [ ] Create slow motion generation - [ ] Implement video stylization - [ ] Build rotoscoping automation - [ ] Create animation generation - [ ] Implement facial reenactment ### @nous/audio - Audio AI Framework #### Speech Recognition - [ ] Create ASR engine - [ ] Implement Whisper integration - [ ] Build streaming ASR - [ ] Create real-time transcription - [ ] Implement speaker diarization - [ ] Build speaker identification - [ ] Create language detection - [ ] Implement multi-language ASR - [ ] Build code-switching support - [ ] Create punctuation restoration - [ ] Implement capitalization - [ ] Build timestamp alignment - [ ] Create word-level timestamps - [ ] Implement confidence scores - [ ] Build VAD integration - [ ] Create noise robustness - [ ] Implement accent adaptation - [ ] Build domain adaptation - [ ] Create custom vocabulary - [ ] Implement hotword detection #### Speech Synthesis - [ ] Create TTS engine - [ ] Implement neural TTS - [ ] Build VITS integration - [ ] Create Tortoise TTS - [ ] Implement voice cloning - [ ] Build few-shot cloning - [ ] Create zero-shot cloning - [ ] Implement emotion control - [ ] Build prosody control - [ ] Create speaking style transfer - [ ] Implement rate control - [ ] Build pitch control - [ ] Create emphasis control - [ ] Implement SSML support - [ ] Build phoneme input - [ ] Create multi-speaker TTS - [ ] Implement language mixing - [ ] Build singing synthesis - [ ] Create audiobook generation - [ ] Implement podcast generation #### Music Generation - [ ] Create music generation framework - [ ] Implement text-to-music - [ ] Build melody generation - [ ] Create harmony generation - [ ] Implement rhythm generation - [ ] Build chord progression - [ ] Create music continuation - [ ] Implement style transfer - [ ] Build genre classification - [ ] Create mood classification - [ ] Implement beat detection - [ ] Build tempo estimation - [ ] Create key detection - [ ] Implement chord recognition - [ ] Build music transcription - [ ] Create MIDI generation - [ ] Implement stem separation - [ ] Build vocal isolation - [ ] Create accompaniment generation - [ ] Implement remix automation #### Audio Processing - [ ] Create audio enhancement - [ ] Implement noise reduction - [ ] Build echo cancellation - [ ] Create dereverberation - [ ] Implement source separation - [ ] Build audio super-resolution - [ ] Create bandwidth extension - [ ] Implement declipping - [ ] Build denoising - [ ] Create audio restoration - [ ] Implement audio inpainting - [ ] Build audio forensics - [ ] Create audio fingerprinting - [ ] Implement content identification - [ ] Build audio classification - [ ] Create sound event detection - [ ] Implement audio scene classification - [ ] Build audio segmentation - [ ] Create audio tagging - [ ] Implement audio search ### @nous/training - Model Training Infrastructure #### Training Framework - [ ] Create distributed training system - [ ] Implement data parallelism - [ ] Build model parallelism - [ ] Create tensor parallelism - [ ] Implement pipeline parallelism - [ ] Build ZeRO optimization - [ ] Create mixed precision training - [ ] Implement gradient checkpointing - [ ] Build gradient accumulation - [ ] Create learning rate schedulers - [ ] Implement warmup strategies - [ ] Build optimizer selection - [ ] Create AdamW implementation - [ ] Implement LAMB optimizer - [ ] Build Adafactor - [ ] Create 8-bit optimizers - [ ] Implement loss functions - [ ] Build metric tracking - [ ] Create checkpoint management - [ ] Implement fault tolerance #### Fine-tuning - [ ] Create supervised fine-tuning - [ ] Implement instruction tuning - [ ] Build chat fine-tuning - [ ] Create LoRA fine-tuning - [ ] Implement QLoRA - [ ] Build adapter tuning - [ ] Create prefix tuning - [ ] Implement prompt tuning - [ ] Build P-tuning - [ ] Create IA3 tuning - [ ] Implement DoRA - [ ] Build PEFT integration - [ ] Create multi-task fine-tuning - [ ] Implement continual learning - [ ] Build catastrophic forgetting prevention - [ ] Create knowledge distillation - [ ] Implement teacher-student training - [ ] Build self-distillation - [ ] Create progressive training - [ ] Implement curriculum learning #### RLHF Pipeline - [ ] Create reward modeling - [ ] Implement preference learning - [ ] Build comparison data collection - [ ] Create Bradley-Terry model - [ ] Implement PPO training - [ ] Build DPO training - [ ] Create IPO training - [ ] Implement KTO training - [ ] Build ORPO training - [ ] Create constitutional AI - [ ] Implement red teaming - [ ] Build safety training - [ ] Create helpfulness training - [ ] Implement harmlessness training - [ ] Build honesty training - [ ] Create rejection sampling - [ ] Implement best-of-n sampling - [ ] Build iterative refinement - [ ] Create RLAIF - [ ] Implement self-play training #### Data Pipeline - [ ] Create data loading system - [ ] Implement distributed data loading - [ ] Build data sharding - [ ] Create streaming datasets - [ ] Implement data preprocessing - [ ] Build tokenization - [ ] Create packing for efficiency - [ ] Implement sequence padding - [ ] Build dynamic batching - [ ] Create data augmentation - [ ] Implement text augmentation - [ ] Build back-translation - [ ] Create paraphrasing - [ ] Implement data filtering - [ ] Build quality scoring - [ ] Create deduplication - [ ] Implement near-duplicate removal - [ ] Build data mixing - [ ] Create curriculum design - [ ] Implement data selection ### @nous/safety - AI Safety Framework #### Content Moderation - [ ] Create content classifier - [ ] Implement toxicity detection - [ ] Build hate speech detection - [ ] Create harassment detection - [ ] Implement violence detection - [ ] Build self-harm detection - [ ] Create sexual content detection - [ ] Implement spam detection - [ ] Build misinformation detection - [ ] Create deepfake detection - [ ] Implement synthetic content detection - [ ] Build watermark detection - [ ] Create attribution extraction - [ ] Implement provenance tracking - [ ] Build content fingerprinting - [ ] Create abuse detection - [ ] Implement coordinated behavior detection - [ ] Build bot detection - [ ] Create manipulation detection - [ ] Implement influence operation detection #### Guardrails - [ ] Create input validation - [ ] Implement jailbreak detection - [ ] Build prompt injection detection - [ ] Create adversarial input detection - [ ] Implement PII detection - [ ] Build PII redaction - [ ] Create secrets detection - [ ] Implement code injection detection - [ ] Build SQL injection detection - [ ] Create XSS detection - [ ] Implement output validation - [ ] Build hallucination detection - [ ] Create factuality checking - [ ] Implement consistency checking - [ ] Build relevance filtering - [ ] Create topic enforcement - [ ] Implement style enforcement - [ ] Build length enforcement - [ ] Create format enforcement - [ ] Implement safety filtering #### Alignment - [ ] Create value alignment system - [ ] Implement preference modeling - [ ] Build intent detection - [ ] Create goal inference - [ ] Implement uncertainty quantification - [ ] Build calibration analysis - [ ] Create selective prediction - [ ] Implement abstention - [ ] Build confidence estimation - [ ] Create error detection - [ ] Implement self-correction - [ ] Build external verification - [ ] Create human-in-the-loop - [ ] Implement approval workflows - [ ] Build escalation system - [ ] Create oversight mechanisms - [ ] Implement audit trails - [ ] Build explanation generation - [ ] Create interpretability tools - [ ] Implement attribution analysis ## Phase 48: Oshun Domain Integration ### @neith/integration-maya - Maya (Game Engine/Metaverse) Integration #### Engine Replacement - [ ] Migrate Maya from Unreal to Neith Engine - [ ] Implement Neith renderer in Maya viewport - [ ] Build Neith physics in Maya simulation - [ ] Create Neith audio in Maya soundscape - [ ] Implement Neith ECS in Maya entities - [ ] Build Neith scripting in Maya logic - [ ] Create Neith animation in Maya characters - [ ] Implement Neith particles in Maya effects - [ ] Build Neith networking in Maya multiplayer - [ ] Create asset pipeline integration - [ ] Implement material system conversion - [ ] Build shader migration tools - [ ] Create blueprint to Neith script converter - [ ] Implement level format conversion - [ ] Build mesh format optimization #### Metaverse Platform - [ ] Create Maya world hosting on Neith VR OS - [ ] Implement cross-platform Maya worlds - [ ] Build Maya asset streaming with Neith CDN - [ ] Create Maya avatar system on Neith - [ ] Implement Maya social features - [ ] Build Maya economy on Neith blockchain - [ ] Create Maya UGC tools with Neith Forge - [ ] Implement Maya scripting with Neith - [ ] Build Maya AI NPCs with Nous - [ ] Create Maya procedural content with Nous - [ ] Implement Maya voice chat with Neith audio - [ ] Build Maya spatial audio with Neith - [ ] Create Maya accessibility features - [ ] Implement Maya localization - [ ] Build Maya analytics integration ### @neith/integration-yemaya - Yemaya (Creative Studio) Integration #### DCC Tool Replacement - [ ] Replace Blender with Neith Sculptor - [ ] Migrate Yemaya 3D workflows to Sculptor - [ ] Implement Sculptor asset interchange - [ ] Build Sculptor material library - [ ] Create Sculptor procedural tools - [ ] Replace Houdini with Neith Weaver - [ ] Migrate procedural workflows to Weaver - [ ] Implement Weaver node graphs - [ ] Build Weaver simulation nodes - [ ] Create Weaver geometry operations - [ ] Replace Ardour with Neith Composer - [ ] Migrate audio workflows to Composer - [ ] Implement Composer plugin hosting - [ ] Build Composer MIDI support - [ ] Create Composer mixing console - [ ] Replace DaVinci Resolve with Neith Cutter - [ ] Migrate video workflows to Cutter - [ ] Implement Cutter color grading - [ ] Build Cutter effects pipeline - [ ] Create Cutter export profiles #### Creative Pipeline - [ ] Create unified Yemaya project format - [ ] Implement cross-tool asset linking - [ ] Build version control integration - [ ] Create render farm integration - [ ] Implement review system integration - [ ] Build annotation tools - [ ] Create feedback workflows - [ ] Implement approval pipelines - [ ] Build asset library management - [ ] Create tag and search system - [ ] Implement AI-assisted creation with Nous - [ ] Build auto-tagging with Nous vision - [ ] Create content suggestions with Nous LLM - [ ] Implement style transfer with Nous - [ ] Build upscaling with Nous vision ### @neith/integration-isis - Isis (Generative Factory) Integration #### AI Replacement - [ ] Replace OpenAI API with Nous LLM - [ ] Migrate text generation to Nous - [ ] Implement function calling with Nous - [ ] Build structured output with Nous - [ ] Create agent framework on Nous - [ ] Replace Anthropic API with Nous - [ ] Migrate conversation flows to Nous - [ ] Implement safety features with Nous - [ ] Build context management with Nous - [ ] Create memory systems with Nous - [ ] Replace Stable Diffusion API - [ ] Migrate image generation to Nous vision - [ ] Implement ControlNet on Nous - [ ] Build LoRA management on Nous - [ ] Create style management on Nous - [ ] Replace ElevenLabs API - [ ] Migrate TTS to Nous audio - [ ] Implement voice cloning on Nous - [ ] Build prosody control on Nous - [ ] Create emotion control on Nous #### Generation Pipeline - [ ] Create unified generation API - [ ] Implement multi-modal generation - [ ] Build generation chaining - [ ] Create generation templates - [ ] Implement batch generation - [ ] Build generation scheduling - [ ] Create priority queuing - [ ] Implement cost tracking - [ ] Build usage analytics - [ ] Create quality monitoring - [ ] Implement feedback collection - [ ] Build A/B testing - [ ] Create model comparison - [ ] Implement output caching - [ ] Build incremental generation ### @neith/integration-sophia - Sophia (Research & Knowledge) Integration #### Knowledge System - [ ] Create knowledge base on Nous RAG - [ ] Implement document ingestion pipeline - [ ] Build knowledge graph construction - [ ] Create entity extraction with Nous - [ ] Implement relation extraction - [ ] Build knowledge linking - [ ] Create knowledge validation - [ ] Implement knowledge updates - [ ] Build knowledge versioning - [ ] Create knowledge search - [ ] Implement semantic search with Nous - [ ] Build hybrid search (keyword + semantic) - [ ] Create faceted search - [ ] Implement knowledge browsing - [ ] Build knowledge visualization #### Research Tools - [ ] Create research assistant with Nous - [ ] Implement paper summarization - [ ] Build citation extraction - [ ] Create literature review - [ ] Implement hypothesis generation - [ ] Build experiment design - [ ] Create data analysis assistance - [ ] Implement result interpretation - [ ] Build writing assistance - [ ] Create peer review simulation - [ ] Implement fact verification - [ ] Build claim extraction - [ ] Create evidence linking - [ ] Implement contradiction detection - [ ] Build consensus analysis ### @neith/integration-hathor - Hathor (Worldbuilding) Integration #### World Simulation - [ ] Create world simulation on Neith Engine - [ ] Implement terrain generation with Nous - [ ] Build climate simulation - [ ] Create ecosystem modeling - [ ] Implement civilization simulation - [ ] Build history generation with Nous - [ ] Create culture generation - [ ] Implement language generation - [ ] Build mythology generation - [ ] Create character generation with Nous - [ ] Implement relationship modeling - [ ] Build political simulation - [ ] Create economic simulation - [ ] Implement technology progression - [ ] Build event generation #### Content Creation - [ ] Create map generator with Nous vision - [ ] Implement asset generation for worlds - [ ] Build character art generation - [ ] Create creature design generation - [ ] Implement architecture generation - [ ] Build item design generation - [ ] Create heraldry generation - [ ] Implement writing system generation - [ ] Build music generation for worlds - [ ] Create ambient sound generation - [ ] Implement dialogue generation - [ ] Build quest generation - [ ] Create narrative generation - [ ] Implement documentation generation - [ ] Build wiki generation ### @neith/integration-bellona - Bellona (Build & Engine) Integration #### Build System - [ ] Create Neith-native build tools - [ ] Implement Rust compilation integration - [ ] Build WASM compilation pipeline - [ ] Create shader compilation - [ ] Implement asset compilation - [ ] Build incremental builds - [ ] Create distributed builds - [ ] Implement build caching - [ ] Build reproducible builds - [ ] Create cross-compilation - [ ] Implement platform targeting - [ ] Build optimization pipelines - [ ] Create profiling integration - [ ] Implement benchmark suite - [ ] Build regression detection #### Deployment System - [ ] Create deployment automation - [ ] Implement container builds - [ ] Build image optimization - [ ] Create orchestration configs - [ ] Implement rollout strategies - [ ] Build canary deployments - [ ] Create blue-green deployments - [ ] Implement feature flags - [ ] Build configuration management - [ ] Create secrets management - [ ] Implement monitoring integration - [ ] Build logging integration - [ ] Create tracing integration - [ ] Implement alerting rules - [ ] Build incident management ## Phase 49: Infrastructure & DevOps ### @neith/cloud - Cloud Infrastructure #### Compute Platform - [ ] Create Kubernetes deployment configs - [ ] Implement auto-scaling policies - [ ] Build resource quotas - [ ] Create namespace organization - [ ] Implement network policies - [ ] Build service mesh integration - [ ] Create ingress configuration - [ ] Implement load balancing - [ ] Build health checks - [ ] Create pod disruption budgets - [ ] Implement priority classes - [ ] Build affinity rules - [ ] Create toleration configs - [ ] Implement resource limits - [ ] Build horizontal pod autoscaler #### GPU Infrastructure - [ ] Create GPU node pools - [ ] Implement GPU scheduling - [ ] Build multi-GPU support - [ ] Create GPU time-slicing - [ ] Implement MIG configuration - [ ] Build GPU monitoring - [ ] Create CUDA version management - [ ] Implement driver updates - [ ] Build GPU health checks - [ ] Create GPU quota management - [ ] Implement spot instance GPU - [ ] Build preemption handling - [ ] Create GPU cost optimization - [ ] Implement GPU sharing - [ ] Build vGPU support #### Storage Infrastructure - [ ] Create persistent volume claims - [ ] Implement storage classes - [ ] Build volume snapshots - [ ] Create backup policies - [ ] Implement disaster recovery - [ ] Build cross-region replication - [ ] Create archive storage - [ ] Implement lifecycle policies - [ ] Build encryption at rest - [ ] Create access controls - [ ] Implement audit logging - [ ] Build compliance controls - [ ] Create cost allocation - [ ] Implement storage quotas - [ ] Build performance tiers #### Network Infrastructure - [ ] Create VPC configuration - [ ] Implement subnet design - [ ] Build security groups - [ ] Create NAT gateways - [ ] Implement VPN connections - [ ] Build peering connections - [ ] Create transit gateway - [ ] Implement private endpoints - [ ] Build DNS configuration - [ ] Create CDN integration - [ ] Implement WAF rules - [ ] Build DDoS protection - [ ] Create rate limiting - [ ] Implement geo-blocking - [ ] Build traffic analysis ### @neith/observability - Monitoring & Observability #### Metrics System - [ ] Create Prometheus deployment - [ ] Implement metric collection - [ ] Build custom metrics - [ ] Create recording rules - [ ] Implement alerting rules - [ ] Build alert routing - [ ] Create PagerDuty integration - [ ] Implement Slack integration - [ ] Build email notifications - [ ] Create dashboard templates - [ ] Implement Grafana deployment - [ ] Build visualization panels - [ ] Create alert annotations - [ ] Implement metric retention - [ ] Build metric downsampling #### Logging System - [ ] Create log aggregation - [ ] Implement Elasticsearch deployment - [ ] Build log parsing - [ ] Create log enrichment - [ ] Implement log correlation - [ ] Build Kibana dashboards - [ ] Create log retention policies - [ ] Implement log archival - [ ] Build log search - [ ] Create log alerts - [ ] Implement anomaly detection - [ ] Build pattern recognition - [ ] Create compliance logging - [ ] Implement audit logs - [ ] Build log export #### Tracing System - [ ] Create distributed tracing - [ ] Implement Jaeger deployment - [ ] Build trace collection - [ ] Create trace sampling - [ ] Implement trace storage - [ ] Build trace analysis - [ ] Create service maps - [ ] Implement latency analysis - [ ] Build error tracking - [ ] Create trace correlation - [ ] Implement baggage propagation - [ ] Build context propagation - [ ] Create trace visualization - [ ] Implement trace search - [ ] Build trace comparison ### @neith/security - Security Infrastructure #### Identity & Access - [ ] Create identity provider - [ ] Implement OAuth 2.0 / OIDC - [ ] Build SAML integration - [ ] Create user directory - [ ] Implement group management - [ ] Build role management - [ ] Create permission system - [ ] Implement policy engine - [ ] Build access reviews - [ ] Create audit trails - [ ] Implement MFA enforcement - [ ] Build SSO configuration - [ ] Create session management - [ ] Implement token management - [ ] Build API key management #### Secret Management - [ ] Create secret store (Vault) - [ ] Implement secret rotation - [ ] Build dynamic secrets - [ ] Create PKI management - [ ] Implement certificate issuance - [ ] Build certificate rotation - [ ] Create encryption keys - [ ] Implement key rotation - [ ] Build transit encryption - [ ] Create secret injection - [ ] Implement Kubernetes secrets - [ ] Build external secrets operator - [ ] Create secret backup - [ ] Implement secret recovery - [ ] Build secret audit #### Compliance - [ ] Create compliance policies - [ ] Implement policy enforcement - [ ] Build policy reporting - [ ] Create vulnerability scanning - [ ] Implement container scanning - [ ] Build dependency scanning - [ ] Create SAST integration - [ ] Implement DAST integration - [ ] Build penetration testing - [ ] Create compliance dashboards - [ ] Implement SOC 2 controls - [ ] Build GDPR compliance - [ ] Create data residency - [ ] Implement data classification - [ ] Build privacy controls ## Phase 50: Testing & Quality Assurance ### @neith/testing - Test Infrastructure #### Unit Testing - [ ] Create test frameworks for each language - [ ] Implement Rust test infrastructure - [ ] Build TypeScript test infrastructure - [ ] Create C++ test infrastructure - [ ] Implement test coverage tracking - [ ] Build coverage reporting - [ ] Create coverage gates - [ ] Implement mutation testing - [ ] Build property-based testing - [ ] Create fuzz testing - [ ] Implement snapshot testing - [ ] Build mock frameworks - [ ] Create test fixtures - [ ] Implement test factories - [ ] Build test utilities #### Integration Testing - [ ] Create integration test framework - [ ] Implement API testing - [ ] Build contract testing - [ ] Create database testing - [ ] Implement message queue testing - [ ] Build cache testing - [ ] Create external service mocking - [ ] Implement test containers - [ ] Build test environment provisioning - [ ] Create test data management - [ ] Implement test isolation - [ ] Build parallel test execution - [ ] Create test result aggregation - [ ] Implement flaky test detection - [ ] Build test retry policies #### End-to-End Testing - [ ] Create E2E test framework - [ ] Implement browser automation - [ ] Build mobile automation - [ ] Create desktop automation - [ ] Implement VR/XR testing - [ ] Build visual regression testing - [ ] Create screenshot comparison - [ ] Implement accessibility testing - [ ] Build performance testing - [ ] Create load testing - [ ] Implement stress testing - [ ] Build chaos testing - [ ] Create game testing framework - [ ] Implement replay testing - [ ] Build AI-assisted testing #### Performance Testing - [ ] Create benchmark suite - [ ] Implement micro-benchmarks - [ ] Build macro-benchmarks - [ ] Create profiling integration - [ ] Implement flame graph generation - [ ] Build memory profiling - [ ] Create GPU profiling - [ ] Implement network profiling - [ ] Build I/O profiling - [ ] Create latency testing - [ ] Implement throughput testing - [ ] Build scalability testing - [ ] Create baseline comparison - [ ] Implement regression detection - [ ] Build performance dashboards ### @neith/qa - Quality Assurance #### Code Quality - [ ] Create linting infrastructure - [ ] Implement style enforcement - [ ] Build formatting automation - [ ] Create code complexity analysis - [ ] Implement technical debt tracking - [ ] Build code duplication detection - [ ] Create dead code detection - [ ] Implement security analysis - [ ] Build dependency analysis - [ ] Create license compliance - [ ] Implement code review automation - [ ] Build PR quality gates - [ ] Create merge checks - [ ] Implement branch protection - [ ] Build release quality gates #### Documentation Quality - [ ] Create documentation linting - [ ] Implement API doc generation - [ ] Build doc coverage tracking - [ ] Create broken link detection - [ ] Implement example validation - [ ] Build tutorial testing - [ ] Create screenshot automation - [ ] Implement changelog generation - [ ] Build release notes automation - [ ] Create translation quality - [ ] Implement terminology consistency - [ ] Build style guide enforcement - [ ] Create accessibility checking - [ ] Implement readability analysis - [ ] Build documentation search ## Phase 51: Documentation & Training ### @neith/docs - Documentation #### Developer Documentation - [ ] Create architecture documentation - [ ] Implement API references - [ ] Build getting started guides - [ ] Create tutorial series - [ ] Implement cookbook examples - [ ] Build troubleshooting guides - [ ] Create migration guides - [ ] Implement changelog maintenance - [ ] Build release notes - [ ] Create contribution guides - [ ] Implement code standards - [ ] Build review guidelines - [ ] Create security guidelines - [ ] Implement performance guidelines - [ ] Build accessibility guidelines #### User Documentation - [ ] Create user manuals - [ ] Implement quick start guides - [ ] Build feature documentation - [ ] Create workflow guides - [ ] Implement video tutorials - [ ] Build interactive tutorials - [ ] Create FAQ system - [ ] Implement knowledge base - [ ] Build community wiki - [ ] Create glossary - [ ] Implement search optimization - [ ] Build navigation structure - [ ] Create version documentation - [ ] Implement localization - [ ] Build offline documentation #### API Documentation - [ ] Create OpenAPI specifications - [ ] Implement API explorer - [ ] Build request/response examples - [ ] Create authentication guides - [ ] Implement rate limit documentation - [ ] Build error code references - [ ] Create SDK documentation - [ ] Implement code samples - [ ] Build language-specific guides - [ ] Create webhook documentation - [ ] Implement event documentation - [ ] Build integration guides - [ ] Create partner documentation - [ ] Implement changelog API - [ ] Build deprecation notices ### @neith/training - Training & Education #### Developer Training - [ ] Create Neith fundamentals course - [ ] Implement Rust for Neith developers - [ ] Build graphics programming course - [ ] Create physics programming course - [ ] Implement audio programming course - [ ] Build networking programming course - [ ] Create AI/ML integration course - [ ] Implement tool development course - [ ] Build extension development course - [ ] Create certification program - [ ] Implement skill assessments - [ ] Build learning paths - [ ] Create hands-on labs - [ ] Implement code challenges - [ ] Build project templates #### User Training - [ ] Create creator onboarding - [ ] Implement application tutorials - [ ] Build workflow training - [ ] Create advanced techniques - [ ] Implement tips and tricks - [ ] Build community resources - [ ] Create template library - [ ] Implement preset library - [ ] Build asset library - [ ] Create showcase gallery - [ ] Implement community forums - [ ] Build Discord integration - [ ] Create office hours - [ ] Implement webinar series - [ ] Build annual conference ## Phase 52: Release & Distribution ### @neith/release - Release Management #### Release Pipeline - [ ] Create release branching strategy - [ ] Implement version numbering - [ ] Build release automation - [ ] Create release candidates - [ ] Implement beta programs - [ ] Build early access programs - [ ] Create staged rollouts - [ ] Implement feature gates - [ ] Build rollback procedures - [ ] Create hotfix process - [ ] Implement security releases - [ ] Build LTS release support - [ ] Create end-of-life process - [ ] Implement upgrade paths - [ ] Build compatibility matrices #### Distribution - [ ] Create download infrastructure - [ ] Implement CDN distribution - [ ] Build mirror network - [ ] Create checksum verification - [ ] Implement signature verification - [ ] Build installer creation - [ ] Create package repositories - [ ] Implement auto-update system - [ ] Build delta updates - [ ] Create offline installers - [ ] Implement enterprise distribution - [ ] Build site licensing - [ ] Create volume licensing - [ ] Implement trial versions - [ ] Build freemium model #### Platform Publishing - [ ] Create Linux package (deb, rpm, flatpak) - [ ] Implement Windows installer (MSI, MSIX) - [ ] Build macOS distribution (DMG, pkg) - [ ] Create iOS App Store submission - [ ] Implement Google Play submission - [ ] Build Steam distribution - [ ] Create Epic Games Store distribution - [ ] Implement Xbox store preparation - [ ] Build PlayStation store preparation - [ ] Create Nintendo store preparation - [ ] Implement Meta Quest store - [ ] Build web distribution - [ ] Create Docker distribution - [ ] Implement cloud marketplace - [ ] Build enterprise catalog --- ## Completion Criteria ### Technical Excellence - [ ] All components pass comprehensive test suites - [ ] Performance benchmarks meet or exceed industry standards - [ ] Security audits completed with no critical issues - [ ] Accessibility compliance (WCAG 2.1 AA minimum) - [ ] Cross-platform compatibility verified - [ ] Documentation coverage > 95% - [ ] API stability guaranteed (semantic versioning) ### Integration Verification - [ ] All Oshun domains fully migrated to Neith - [ ] Third-party engines isolated behind sovereign compatibility layers - [ ] Third-party DCC tools isolated behind sovereign compatibility layers - [ ] Third-party AI APIs isolated behind sovereign provider abstractions - [ ] Sovereign replacements available for phased migration of the technology stack - [ ] Core Neith stack self-hostable on Neith Linux infrastructure with transitional external integrations ### Quality Gates - [ ] Unit test coverage > 80% - [ ] Integration test coverage > 70% - [ ] E2E test coverage > 60% - [ ] Performance regression < 5% - [ ] Security vulnerability scan clean - [ ] License compliance verified - [ ] SBOM (Software Bill of Materials) complete ### Documentation & Support - [ ] Developer documentation complete - [ ] User documentation complete - [ ] API documentation complete - [ ] Training materials complete - [ ] Community resources established - [ ] Support infrastructure operational --- _This completes the Neith Sovereign Stack implementation plan. The total scope encompasses approximately 3,500+ individual tasks across 52 phases, building a complete technology independence for the Oshun ecosystem._