Projects helixos Docs audit-2026-03-23.md

HelixOS — Audit Report

Last modified March 23, 2026

HelixOS — Audit Report

Date: 2026-03-23 Auditor: Claude (automated) Project status: Active


Summary

  • Total features: 42
  • DONE: 35 (v1 chat/RAG + v2 coding agent)
  • BACKLOG: 7 (v3 enhanced capabilities)
  • Documentation before audit: 0 SynergyPlan feature docs
  • Documentation after audit: 42 README.md files created

Audit by Area

Chat Interface — 6/6 features documented

Feature Status Documentation Missing
Streaming chat DONE Complete
Multi-session management DONE Complete
Model selector DONE Complete
Keyboard shortcuts DONE Complete
Theme customization DONE Complete
Status indicator DONE Complete

Local LLM Infrastructure — 4/4 features documented

Feature Status Documentation Missing
llama-cpp with Vulkan GPU DONE Complete
Model auto-download DONE Complete
LLM gateway and routing DONE Complete
Prompt template system DONE Complete

Web Search — 2/2 features documented

Feature Status Documentation Missing
DuckDuckGo search integration DONE Complete
Automatic search decision DONE Complete

Council System — 2/2 features documented

Feature Status Documentation Missing
Multi-AI personality discussions DONE Complete
Council session management DONE Complete

RAG Pipeline — 9/9 features documented

Feature Status Documentation Missing
Multi-format document ingestion DONE Complete
Intelligent chunking DONE Complete
Embedding generation DONE Complete
Qdrant vector store DONE Complete
Retrieval strategies DONE Complete
Context building and answer generation DONE Complete
RAG/LLM routing DONE Complete
RAG evaluation framework DONE Complete
RAG CLI tools DONE Complete

Coding Agent — 9/9 features documented

Feature Status Documentation Missing
Goal decomposition DONE Complete
Context building and file analysis DONE Complete
Code generation DONE Complete
Test generation (TDD) DONE Complete
Patch application and validation DONE Complete
Iteration controller DONE Complete
Multi-task orchestrator DONE Complete
Session management DONE Complete
Task graph with dependencies DONE Complete

Configuration & Utilities — 3/3 features documented

Feature Status Documentation Missing
YAML configuration system DONE Complete
Token counting and budget tracking DONE Complete
Layered architecture DONE Complete

Enhanced Capabilities — 7/7 features documented

Feature Status Documentation Missing
Voice input (Whisper) BACKLOG Partial Needs: design
Voice output (TTS) BACKLOG Partial Needs: design
Image generation BACKLOG Partial Needs: design
Code execution sandbox BACKLOG Partial Needs: security design
Cross-session memory BACKLOG Partial Needs: design
Web browsing agent BACKLOG Partial Needs: design
File upload and analysis BACKLOG Partial Needs: design

Recommendations

  1. Two complete milestones — Chat/RAG (v1) and Coding Agent (v2) are fully implemented
  2. Code execution sandbox is highest-value backlog item — would close the loop on autonomous coding
  3. Cross-session memory would significantly improve the chat experience for repeated use
  4. Known issues in coding agent (test duplication, import handling, task failure blocking) should be fixed before adding new capabilities