## 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