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| # ORA System Review Task List | |
| - [x] Initial System Review <!-- id: 10 --> | |
| - [x] Explore codebase structure <!-- id: 0 --> | |
| - [x] Identify key configuration and entry points <!-- id: 1 --> | |
| - [x] Analyze Services <!-- id: 2 --> | |
| - [x] Review `orchestrator.py` <!-- id: 5 --> | |
| - [x] Review `memory.py` <!-- id: 6 --> | |
| - [x] Review `guardrails.py` <!-- id: 7 --> | |
| - [x] Review `intent.py` & `emotion.py` <!-- id: 8 --> | |
| - [x] Review spiritual practices (prayer/discernment/lectio) <!-- id: 9 --> | |
| - [x] Review infrastructure (main.py, config.py) <!-- id: 11 --> | |
| - [x] Review peripheral services (llm.py, telemetry.py) <!-- id: 12 --> | |
| - [x] Synthesize Review Report <!-- id: 13 --> | |
| - [x] Document Architecture/Data Flow <!-- id: 14 --> | |
| - [x] Identify Missing Persistent Layers <!-- id: 15 --> | |
| - [x] Define "Not to build" list <!-- id: 16 --> | |
| - [x] Create One-week MVP plan <!-- id: 17 --> | |
| - [x] Implement MVP Core Services <!-- id: 18 --> | |
| - [x] Implement Audit Persistence (File logging) <!-- id: 19 --> | |
| - [x] Implement Journal Service (SQLite) <!-- id: 20 --> | |
| - [x] Implement User Profiles (SQLite) <!-- id: 21 --> | |
| - [x] Connect Bible RAG (Vector Search) <!-- id: 22 --> | |
| - [x] Phase 2: Advanced Reasoning & Study <!-- id: 30 --> | |
| - [x] Research RLM Blog Post <!-- id: 31 --> | |
| - [x] Implement RLM (for Deep Study) <!-- id: 31_sub --> | |
| - [x] Design Python REPL Sandbox <!-- id: 32 --> | |
| - [x] Implement `RLMService` wrapper <!-- id: 33 --> | |
| - [x] Integrate TRM (for Logic Solvers) <!-- id: 34 --> | |
| - [x] Define Theological Logic dataset schema <!-- id: 35 --> | |
| - [x] Phase 2 Architecture Upgrades <!-- id: 44 --> | |
| - [x] Migrate Storage to LanceDB <!-- id: 45 --> | |
| - [x] Ingest `bible-nlp/biblenlp-corpus` <!-- id: 51 --> | |
| - [x] Evaluate Pre-trained Bible Models <!-- id: 53_eval --> | |
| - [x] Test `Christian-Bible-Expert-12B` <!-- id: 54 --> | |
| - [x] Create `Gabriel-8x7B` via Ollama <!-- id: 55 --> | |
| - [x] Setup Unsloth Fine-tuning Pipeline <!-- id: 47 --> | |
| - [x] Start "Reasoning Trace" Dataset Collection <!-- id: 48 --> | |
| - [x] Phase 3: Frontend Mastery & Integration <!-- id: 60 --> | |
| - [x] Migrate `soapbox-demo` to root as `frontend` | |
| - [x] Connect ChatWidget to ORA Backend (Port 6000) | |
| - [x] Implement Agent Handoff Visualizations | |
| - [x] Create Handover Prompt for Claude | |
| - [/] Phase 4: Model Optimization & Fine-tuning <!-- id: 70 --> | |
| - [/] Benchmark `gabriel-8x7b` baseline capabilities | |
| - [x] Curate theological dataset for specialist fine-tuning | |
| - [x] Perform LoRA fine-tuning on `gabriel-8x7b` using Unsloth | |
| - [ ] Evaluate fine-tuned model vs baseline | |
| - [ ] Deploy optimized reasoning model to production | |
| - [x] General Research Phase <!-- id: 39 --> | |
| - [x] Research Local Vector Databases (Chroma/LanceDB) <!-- id: 40 --> | |
| - [x] Research Secure REPL Sandboxes (for RLM) <!-- id: 42 --> | |
| - [x] Research Fine-tuning Logic for Small Models <!-- id: 43 --> | |
| - [x] Evaluate new Bible Datasets (Helsinki, BibleNLP, etc.) <!-- id: 50 --> | |
| - [x] Evaluate Pre-trained Bible Models (Gabriel, Christian-Bible-Expert) <!-- id: 53 --> | |