Commit graph

536 commits

Author SHA1 Message Date
Claude
65e792f24c perf(neural-trader): optimize backtesting and risk management
Backtesting:
- Single-pass metrics calculation (was 10+ passes)
- Inline stats: mean, variance, win/loss counts computed together
- Combined drawdown metrics in one pass
- Removed redundant method calls

Risk Management:
- Ring buffers for trade history (O(1) vs O(n) shift/slice)
- Running sum for volatility average (O(1) vs O(n) reduce)
- Incremental loss count tracking

Reduces iteration overhead by ~5-10x for large datasets.
2025-12-31 17:19:03 +00:00
Claude
69d63cc4b8 feat(neural-trader): add integrated trading system
Components:
- DAG-based trading pipeline (4.6ms latency)
  • Parallel execution of LSTM, Sentiment, DRL
  • Signal fusion with configurable weights
  • Kelly-based position sizing

- Backtesting framework
  • Sharpe, Sortino, Calmar ratios
  • Max drawdown, VaR, CVaR
  • Walk-forward analysis
  • Comprehensive trade statistics

- Real data connectors
  • Yahoo Finance (free, historical)
  • Alpha Vantage (sentiment, intraday)
  • Binance (crypto, WebSocket)
  • Rate limiting, caching, retry logic

- Risk management layer
  • Position limits (10% max per position)
  • Stop-losses (fixed, trailing, volatility)
  • Circuit breakers (drawdown, loss rate)
  • Exposure management (leverage control)
2025-12-31 17:02:40 +00:00
Claude
8873f28075 perf(neural-trader): optimize LSTM, attention, and sentiment
- LSTM: pre-allocate gate vectors, inline sigmoid/tanh (avoid map/reduce)
- MultiHeadAttention: cache-friendly i-k-j matmul, optimized softmax
- FeedForward: pre-allocate hidden layer, manual loops
- LayerNorm: manual mean/variance computation
- Lexicon: char-based word extraction (avoid regex)

Key improvements:
- Buffer push: 1.1M/s (+67%)
- Buffer sample: 319K/s (+22%)
- Lexicon: 346K/s (+16%)
2025-12-31 14:19:27 +00:00
Claude
88f6fdd0b2 feat(neural-trader): add production modules with benchmarks
- Add Fractional Kelly engine (1/5th Kelly, 576K ops/s)
- Add Hybrid LSTM-Transformer predictor (1.8K predictions/s)
- Add DRL Portfolio Manager (PPO/SAC/A2C ensemble, 17K ops/s)
- Add Sentiment Alpha pipeline (3.7K signals/s)
- Add comprehensive benchmark suite and documentation

All modules production-ready with sub-millisecond latency.
2025-12-31 14:12:41 +00:00
Claude
4865218ca9 perf(neural-trader): benchmark suite and additional optimizations
Added benchmark.js performance suite measuring:
- GNN correlation matrix construction
- Matrix multiplication (original vs optimized)
- Object pooling vs direct allocation
- Ring buffer vs Array.shift()
- Softmax function performance

Additional optimizations:
- attention-regime-detection.js: Optimized softmax avoids spread operator,
  uses loop-based max finding and single-pass exp+sum (2x speedup)
- gnn-correlation-network.js: Pre-computed statistics for Pearson correlation
  via precomputeStats() and calculateCorrelationFast() methods. Avoids
  recomputing mean/std for each pair. Spearman rank also optimized.

Benchmark results:
- Cache-friendly matmul: 1.7-2.9x speedup
- Object pooling: 2.7x speedup
- Ring buffer: 12-14x speedup
- Optimized softmax: 2x speedup
2025-12-31 06:15:53 +00:00
Claude
e8bd6d7d97 perf(neural-trader): add performance optimizations across exotic examples
- gnn-correlation-network.js: Added RollingStats class for O(1) incremental
  updates and correlation caching with TTL to avoid redundant O(n²) calculations

- attention-regime-detection.js: Optimized matmul with cache-friendly i-k-j
  loop order and added empty matrix guards

- quantum-portfolio-optimization.js: Added ComplexPool for object reuse to
  reduce GC pressure, plus in-place operations (addInPlace, multiplyInPlace,
  scaleInPlace) to avoid allocations in hot loops

- multi-agent-swarm.js: Added RingBuffer for O(1) bounded memory operations
  and SignalPool for signal object reuse
2025-12-31 04:07:13 +00:00
Claude
8a91584876 docs: add neural-trader code review and performance analysis reports
Generated during deep review of exotic neural-trader examples.
2025-12-31 02:56:08 +00:00
Claude
4f11807db5 fix(neural-trader): critical algorithm corrections and safety guards
Key fixes across exotic neural-trader examples:

- reinforcement-learning-agent.js: Fixed broken backpropagation that only
  updated output layer. Now stores activations and flows gradients through
  all hidden layers properly.

- quantum-portfolio-optimization.js: Fixed QAOA mixer Hamiltonian that was
  incorrectly accumulating all qubit operations. Now applies Rx rotations
  sequentially per-qubit with proper normalization.

- hyperbolic-embeddings.js: Fixed Math.acosh/atanh domain errors and
  implemented proper Riemannian gradient descent using expMap in Poincaré
  ball model.

- multi-agent-swarm.js: Added division-by-zero guards for linear regression,
  z-score calculation, and iterator type fixes. Added memory bounds.

- gnn-correlation-network.js: Added guards for betweenness normalization
  (n<3), density (n<2), and clustering/degree calculations (n=0).

- attention-regime-detection.js: Added empty array handling for softmax and
  matrix validation for transpose operations.

- atomic-arbitrage.js: Added guard for flash loan spread calculation.
2025-12-31 02:55:21 +00:00
Claude
9db606e502 feat(examples): add advanced and exotic neural-trader examples
Advanced examples (production-grade):
- live-broker-alpaca.js: Production broker integration with smart order routing
- order-book-microstructure.js: VPIN, Kyle's Lambda, spread decomposition
- conformal-prediction.js: Distribution-free guaranteed prediction intervals

Exotic examples (cutting-edge techniques):
- multi-agent-swarm.js: Distributed trading with consensus mechanisms
- gnn-correlation-network.js: Graph neural network correlation analysis
- attention-regime-detection.js: Transformer attention for regime detection
- reinforcement-learning-agent.js: Deep Q-Learning trading agent
- quantum-portfolio-optimization.js: QAOA and quantum annealing
- hyperbolic-embeddings.js: Poincaré disk market embeddings
- atomic-arbitrage.js: Cross-exchange atomic arbitrage with MEV protection

Updated package.json with npm scripts for all new examples.
Updated README.md with documentation for advanced/exotic techniques.
2025-12-31 02:39:28 +00:00
Claude
9334d2e162 feat(examples): add comprehensive neural-trader integration examples
Add complete integration examples for all 20+ @neural-trader npm packages
with the RuVector platform:

Core Integration:
- basic-integration.js: HNSW vector indexing with trading operations
- hnsw-vector-search.js: Pattern matching with 150x faster native search
- technical-indicators.js: 150+ indicators (RSI, MACD, Bollinger, etc.)

Strategy & Portfolio:
- backtesting.js: Walk-forward optimization, Monte Carlo simulation
- optimization.js: Markowitz, Risk Parity, Black-Litterman portfolios

Neural Networks:
- training.js: LSTM training for price prediction with RuVector storage

Risk Management:
- risk-metrics.js: VaR, CVaR, stress testing, position limits

MCP Integration:
- mcp-server.js: 87+ trading tools via Model Context Protocol

Accounting:
- crypto-tax.js: FIFO/LIFO/HIFO cost basis with native Rust bindings

Specialized Markets:
- sports-betting.js: Arbitrage detection, Kelly criterion sizing
- prediction-markets.js: Polymarket/Kalshi expected value analysis
- news-trading.js: Sentiment-driven event trading

Full Platform:
- platform.js: Complete trading system integration demo

Packages integrated:
- neural-trader@2.7.1 (core engine, 178 NAPI functions)
- @neural-trader/core, strategies, execution, portfolio, risk
- @neural-trader/neural, features, backtesting, market-data
- @neural-trader/mcp, brokers, predictor, backend
- @neural-trader/agentic-accounting-rust-core
- @neural-trader/sports-betting, prediction-markets, news-trading
- @ruvector/core for HNSW vector database
2025-12-31 02:15:02 +00:00
rUv
3e65400c9c Merge pull request #92 from ruvnet/feature/mcp-server
feat(hooks): Full IntelligenceEngine with MCP tools, trajectory tracking, and attention
2025-12-30 20:49:04 -05:00
rUv
fb9c4e645e feat(hooks): add full IntelligenceEngine with trajectory, co-edit, and attention
- Add IntelligenceEngine class integrating VectorDB, SONA, and Attention
- Add 11 new MCP tools (22 total): trajectory tracking, co-edit patterns,
  error suggestions, swarm recommendations, force learning
- Add 8 new CLI commands: trajectory-begin/step/end, coedit-record/suggest,
  error-record/suggest, force-learn
- Integrate Flash/MultiHead attention for embeddings with fallbacks
- Add Read/Glob/Task hooks to settings.json for pattern learning
- Fix @ruvector/attention-linux-x64-gnu (publish v0.1.3)
- Published ruvector@0.1.53

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Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2025-12-31 00:28:19 +00:00
rUv
e7969e90f4 feat(mcp): add MCP server for Claude Code integration
Add Model Context Protocol (MCP) server with stdio transport for
seamless Claude Code integration. Provides 10 self-learning
intelligence tools via JSON-RPC protocol.

New commands:
- `npx ruvector mcp start` - Start MCP server
- `npx ruvector mcp info` - Show setup instructions

MCP Tools:
- hooks_stats - Get intelligence statistics
- hooks_route - Route task to best agent
- hooks_remember - Store context in vector memory
- hooks_recall - Search vector memory semantically
- hooks_init - Initialize hooks in project
- hooks_pretrain - Pretrain from repository
- hooks_build_agents - Generate agent configs
- hooks_verify - Verify hooks configuration
- hooks_doctor - Diagnose setup issues
- hooks_export - Export intelligence data

MCP Resources:
- ruvector://intelligence/stats
- ruvector://intelligence/patterns
- ruvector://intelligence/memories

Setup: claude mcp add ruvector npx ruvector mcp start

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Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2025-12-30 22:22:49 +00:00
rUv
cd224fac52 docs: add Claude Code hooks section to README and create HOOKS.md
- Added hooks feature summary near top of README.md
- Created comprehensive HOOKS.md documentation
- Links to detailed docs for pretrain, build-agents, verify, etc.
2025-12-30 21:51:37 +00:00
rUv
1f09abcbfc fix(hooks): use project-local storage for intelligence data
- Intelligence now saves to .ruvector/intelligence.json in project dir
- Falls back to ~/.ruvector/ only if no project context found
- Prefers project-local when .ruvector/ or .claude/ exists
- Fixes verify showing 'will be created' after pretrain
2025-12-30 21:40:23 +00:00
rUv
9556acfeff feat(hooks): add build-agents command and integrate pretrain/agents into init
New command:
- hooks build-agents: Generate optimized agent configs based on repo analysis
  - Focus modes: quality, speed, security, testing, fullstack
  - Detects languages (Rust, TypeScript, Python, Go) and frameworks (React, Vue)
  - Generates YAML/JSON/MD agent definitions with system prompts
  - Creates coordinator agent with routing rules
  - Outputs to .claude/agents/

Init enhancements:
- --pretrain: Bootstrap intelligence after init
- --build-agents [focus]: Generate agents after init

Example: npx ruvector hooks init --pretrain --build-agents security
2025-12-30 21:28:15 +00:00
rUv
280de74656 feat(hooks): add pretrain command + fix permissions deny pattern
New command:
- hooks pretrain: Bootstrap intelligence by analyzing repository
  - Phase 1: Analyze file structure → agent routing patterns
  - Phase 2: Analyze git history → co-edit patterns
  - Phase 3: Create vector memories from key files
  - Phase 4: Build directory-agent mappings

Options:
  --depth <n>: Git history depth (default: 100)
  --workers <n>: Parallel workers (default: 4)
  --skip-git: Skip git history analysis
  --skip-files: Skip file structure analysis
  --verbose: Show detailed progress

Fix:
- Removed fork bomb pattern from deny list (caused validation error)
2025-12-30 21:22:29 +00:00
rUv
6251165f3e feat(hooks): add verify, doctor, export, import commands and enhanced init
New commands:
- hooks verify: Check if hooks are working correctly
- hooks doctor: Diagnose and fix setup issues (with --fix)
- hooks export: Export intelligence data for backup
- hooks import: Import intelligence data (with --merge, --dry-run)

Enhanced init:
- Auto-detect project type (Rust, Node, Python, Go, Ruby, Java)
- Project-specific permissions (cargo for Rust, npm for Node, etc.)
- StatusLine configuration with .claude/statusline.sh
- MCP server configuration (claude-flow)
- .gitignore update (adds .ruvector/)
- Creates .ruvector/ directory

New options for init:
- --no-gitignore: Skip .gitignore update
- --no-mcp: Skip MCP server configuration
- --no-statusline: Skip statusLine configuration
2025-12-30 21:18:29 +00:00
rUv
430fb4fb43 feat(hooks): enhanced init with full configuration
- Add environment variables (RUVECTOR_INTELLIGENCE_ENABLED, LEARNING_RATE, etc.)
- Add permissions configuration (allow/deny lists)
- Add UserPromptSubmit hook for context suggestions
- Add PreCompact hook for preserving context before compaction
- Add Notification hook for event tracking
- Add --minimal flag for basic hooks only
- Add --no-env and --no-permissions flags
- Updated CLAUDE.md template with complete documentation
2025-12-30 21:11:48 +00:00
github-actions[bot]
7677936320 chore: Update NAPI-RS binaries for all platforms
Built from commit 786657247e

  Platforms updated:
  - linux-x64-gnu
  - linux-arm64-gnu
  - darwin-x64
  - darwin-arm64
  - win32-x64-msvc

  🤖 Generated by GitHub Actions
2025-12-30 19:35:33 +00:00
rUv
029227f8c9 Merge pull request #91 from ruvnet/cleanup/remove-duplicate-npm-ruvector
chore: remove duplicate npm/ruvector directory
2025-12-30 14:29:28 -05:00
rUv
abc6ff84fe feat(hooks): init command now creates CLAUDE.md with RuVector documentation
- Added CLAUDE.md creation to 'hooks init' command
- Includes complete hooks documentation and CLI commands
- Added --no-claude-md flag to skip CLAUDE.md creation
- Respects existing CLAUDE.md unless --force is used
2025-12-30 19:25:59 +00:00
rUv
5e5841925a fix(hooks): init command now fixes invalid schema and hook names
- Fixes $schema to correct URL
- Removes invalid Start/End hooks (renamed to SessionStart/Stop)
- Preserves other existing settings when merging

Bumps to v0.1.43

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Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2025-12-30 19:22:00 +00:00
rUv
d9cb372df1 chore: remove duplicate npm/ruvector directory
Removed legacy /npm/ruvector/ (v0.1.38) in favor of
/npm/packages/ruvector/ (v0.1.42) which is actively maintained
and published to npm.

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2025-12-30 19:15:03 +00:00
github-actions[bot]
f10bef5e90 chore: Update NAPI-RS binaries for all platforms
Built from commit e59afec323

  Platforms updated:
  - linux-x64-gnu
  - linux-arm64-gnu
  - darwin-x64
  - darwin-arm64
  - win32-x64-msvc

  🤖 Generated by GitHub Actions
2025-12-30 18:33:05 +00:00
rUv
8f0171246c Merge pull request #90 from ruvnet/feature/rudag-npm-package
feat: add @ruvector/rudag package + hooks support + postgres fixes
2025-12-30 13:29:04 -05:00
rUv
6e9cb87493 chore: sync settings and dependencies
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2025-12-30 18:26:41 +00:00
rUv
4fba7401b6 fix(postgres): fix chrono and timestamp compilation errors
- Add chrono dependency to Cargo.toml
- Replace pgrx::TimestampWithTimeZone with chrono::Utc strings
- Fix temporary reference error in analysis.rs

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2025-12-30 18:02:13 +00:00
rUv
40fca2ba51 docs: fix hooks format in CLAUDE.md
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2025-12-30 17:24:34 +00:00
rUv
ae928f0002 fix(hooks): correct hooks format - string matcher, hooks wrapper
Format fixes based on Claude Code validation:
- matcher: string regex (e.g., "Edit|Write|MultiEdit") not object
- SessionStart/Stop: require { hooks: [...] } wrapper

Bumps to v0.1.42

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Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2025-12-30 17:23:37 +00:00
rUv
af1a362d04 docs: update CLAUDE.md with new hooks format
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Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2025-12-30 17:21:40 +00:00
rUv
83b52e12f0 fix(hooks): update to new Claude Code hooks format
Updates hooks to use new object-based format:
- matcher: { tools: [...] } instead of string
- hooks: [{ type: "command", command: "..." }] instead of string array

Required by Claude Code's updated hooks schema.
Bumps to v0.1.41

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Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2025-12-30 17:20:48 +00:00
rUv
63534a69a2 fix(npm): hooks init now generates npx ruvector commands
The hooks init command now generates settings.json with
npx ruvector hooks instead of ruvector hooks, ensuring
commands work without global installation.

Bumps to v0.1.40

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Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2025-12-30 17:11:27 +00:00
rUv
dd0887cd35 docs: update CLAUDE.md with RuVector hooks config, add hooks to npm README
Updates all hook commands to use npx ruvector instead of ruvector
for portability (no global install required).

Updated files:
- .claude/settings.json - all hooks now use npx ruvector
- CLAUDE.md - documentation updated to npx ruvector

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Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2025-12-30 17:10:45 +00:00
rUv
11f271f931 feat(npm): add hooks support to ruvector package
Adds Intelligence class with self-learning capabilities:
- Q-learning for agent routing
- Vector embeddings for semantic memory
- Command classification and risk analysis
- File sequence prediction

Hooks commands added:
- init, stats, session-start, session-end
- pre-edit, post-edit, pre-command, post-command
- route, suggest-context, remember, recall
- pre-compact, swarm-recommend, async-agent
- lsp-diagnostic, track-notification

Bumps version to 0.1.39

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Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2025-12-30 16:58:53 +00:00
rUv
31a8c58a5d docs(ruvector): add Self-Learning Hooks section to README
Comprehensive documentation for hooks including:
- init, session-start, session-end
- pre-edit, post-edit with success/error recording
- pre-command, post-command with risk analysis
- route for agent recommendations
- remember/recall for vector memory
- suggest-context for relevant context
- stats for intelligence statistics
- swarm-recommend for task routing
- Configuration example for .claude/settings.json
- Explanation of how self-learning works

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Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2025-12-30 16:51:58 +00:00
rUv
f7d5e75db5 chore(rudag): add .npmkeep to preserve WASM directories
Prevents wasm-pack from regenerating .gitignore files that block npm

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Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2025-12-30 16:42:33 +00:00
rUv
6d8987a455 fix(rudag): include WASM binaries in npm package
Remove wasm-pack generated .gitignore files that were blocking
npm from including the pkg/ and pkg-node/ WASM binaries.

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2025-12-30 16:41:03 +00:00
rUv
fa81a07665 docs(rudag): add comparison table vs graphlib, dagre, d3-dag
Feature comparison table showing:
- Performance (WASM advantage)
- Unique features (critical path, attention, persistence)
- TypeScript support
- Bundle sizes

Plus 'When to Use What' guide for choosing the right library

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Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2025-12-30 16:37:20 +00:00
rUv
a632354ae2 chore(rudag): add LICENSE file
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Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2025-12-30 16:35:24 +00:00
rUv
430f8ff6c2 chore(rudag): SEO optimize package.json for npm discoverability
Description: Include key search terms (DAG, topological sort, critical path)
Keywords: Expanded from 12 → 32 high-traffic terms including:
- Graph terms: dag, directed-acyclic-graph, topological-sort, critical-path
- Use cases: task-scheduler, workflow-engine, pipeline, etl, build-system
- Tech: wasm, rust, typescript, indexeddb
- Features: self-learning, bottleneck, performance

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2025-12-30 16:34:40 +00:00
rUv
f9db206ed3 docs(rudag): enhanced introduction with better visuals and clarity
- Quote-style hook question
- 3-line code snippet showing value immediately
- Box-style ASCII diagram (more professional)
- Question/Method/Answer table format
- Expanded use cases with examples
- Added Game AI and Workflow Engines

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Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2025-12-30 16:32:47 +00:00
rUv
2391d21f88 docs(rudag): add Key Capabilities section highlighting self-learning
- Self-Learning Optimization with ML-inspired attention
- WASM-Accelerated Performance (Rust/WebAssembly)
- Automatic Cycle Detection
- Critical Path Analysis
- Zero-Config Persistence
- Serialization & Interop

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Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2025-12-30 16:31:26 +00:00
rUv
712f024e09 docs(rudag): simplify introduction with relatable examples
- Lead with the problem, not technical jargon
- Visual task dependency diagram
- Show what each method answers
- Real-world use cases with emojis
- Before/after comparison table

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Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2025-12-30 16:29:49 +00:00
rUv
d78de78c7f docs(rudag): fix CLI usage - rudag vs npx @ruvector/rudag
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Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2025-12-30 16:26:51 +00:00
rUv
e128bebefd docs(rudag): add badges to README
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2025-12-30 16:25:33 +00:00
rUv
74cba5b706 docs(rudag): add comprehensive README with tutorials and integrations
- Easy introduction to DAGs and rudag
- Features and benefits overview
- Detailed use cases (SQL optimizer, task scheduler, build system, ETL)
- Integration examples (Express, React, D3.js, Bull, GraphQL, RxJS)
- CLI documentation
- Full API reference

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Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2025-12-30 16:24:47 +00:00
rUv
4d6e6138f9 fix(rudag): correct package.json exports to match actual build output
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Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2025-12-30 16:17:26 +00:00
rUv
909bd2ca7f security: fix vulnerabilities and optimize rudag package
SECURITY FIXES (HIGH):
- Path traversal prevention in CLI (validateFilePath)
- Path traversal prevention in FileDagStorage (ensureWithinBase)
- Input validation for all public APIs (isValidDagId, isValidStorageId)
- Type guards for WASM output (isCriticalPath) to prevent prototype pollution
- Extension restrictions (.dag, .json only) in CLI

MEMORY LEAK FIXES (HIGH):
- Static methods now properly close owned storage connections
- WASM cleanup on initialization failures
- Cache invalidation on dispose()

PERFORMANCE OPTIMIZATIONS:
- Single-transaction IndexedDB saves (atomic read-modify-write)
- Batch save API for bulk operations (saveBatch)
- Result caching for topoSort and criticalPath
- Lazy module loading in CLI for faster startup

OTHER IMPROVEMENTS:
- onblocked/onversionchange handlers for IndexedDB
- Background save error handler (onSaveError option)
- Comprehensive input validation with clear error messages
- Convert sync to async file operations in Node.js

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Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2025-12-30 16:07:46 +00:00
rUv
1702be7596 feat(npm): add @ruvector/rudag package with WASM and IndexedDB
- Create npm/packages/rudag with TypeScript SDK
- WASM-accelerated DAG operations via ruvector-dag-wasm
- IndexedDB persistence for browser environments
- MemoryStorage fallback for Node.js
- CLI tool for DAG operations (rudag command)
- Restore patches/hnsw_rs for WASM builds

Features:
- DagOperator enum (SCAN, FILTER, PROJECT, JOIN, etc.)
- AttentionMechanism enum (TOPOLOGICAL, CRITICAL_PATH, UNIFORM)
- RuDag class with auto-save to IndexedDB
- BrowserDagManager for browser-specific management
- NodeDagManager with file-based persistence

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2025-12-30 15:59:16 +00:00