Disciplines · Proposals

Neith Todos Part5

RFCs and design proposals (including this one).

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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