From dddf5c4a8040bef14b0f3630ba6eea7c77a56987 Mon Sep 17 00:00:00 2001 From: Gemini AI Date: Mon, 18 May 2026 00:22:34 +0000 Subject: [PATCH] Add final audit report --- OPUS_AUDIT_REPORT.md | 61 ++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 61 insertions(+) create mode 100644 OPUS_AUDIT_REPORT.md diff --git a/OPUS_AUDIT_REPORT.md b/OPUS_AUDIT_REPORT.md new file mode 100644 index 0000000..0016f40 --- /dev/null +++ b/OPUS_AUDIT_REPORT.md @@ -0,0 +1,61 @@ +# Opus Orchestrator AI: Operational Audit & Strategic Roadmap + +**Date:** 2026-05-18 +**Auditor:** Gemini CLI +**Status:** Stabilized & Enhanced + +## 📖 Executive Summary +The `opus-orchestrator-ai` repository has been audited against its stated vision: *A working system able to produce a book from diverse sources.* + +While the core components (agents, frameworks, ingestors) were present, the system suffered from critical async bugs and a lack of narrative coherence across chapters. This audit has stabilized the infrastructure and implemented the "Series Bible" pattern for coherent book generation. + +--- + +## 🏗️ Technical Audit Results + +### 1. Stability & Bug Fixes (Completed) +- **Async LLM Client:** Fixed a critical naming mismatch in `llm.py` (`_complete_openai_async`) that caused async generation to crash. +- **Workflow Recovery:** Enhanced `langgraph_workflow.py` with robust checkpoint recovery. The system can now resume from a specific thread or recover state after an error. +- **State Unification:** Identified and consolidated parallel state models to ensure a single source of truth during generation. + +### 2. Narrative Coherence (Implemented) +- **The "Series Bible" Pattern:** Modified the orchestrator to pass a **Summary of Previous Chapters** to the writer agent. This ensures Chapter 2 knows what happened in Chapter 1, preventing the "multiple intro" bug observed in early generations. +- **Context Management:** Increased the context window for writer agents to include full character charts and world-building details. + +### 3. Diverse Source Integration (Fulfilled) +- **Multi-Source Ingestion:** Integrated the `MultiSourceIngestor` into the main `OpusOrchestrator`. +- **Hybrid Support:** The system now correctly handles simultaneous ingestion from: + - **GitHub:** Entire repositories (source code + documentation). + - **S3/MinIO:** Cloud storage buckets. + - **Local:** Local filesystem paths. + +### 4. Nonfiction Pipeline (Unified) +- **100+ Frameworks:** Enabled the `OpusOrchestrator` to switch between fiction (Snowflake) and nonfiction (Taxonomy-based) paths seamlessly. +- **Purpose Detection:** Integrated the `PurposeClassifier` to automatically select the best framework (Learn/Understand/Transform/Decide) based on user intent. + +--- + +## 🚀 Strategic Roadmap to Full Vision + +### Phase 2: Refinement (Current Focus) +- **Recursive Revision:** Transition the AutoGen critique loop from "analysis only" to "active revision," where the writer agent rewrite chapters based on critic feedback. +- **Researcher Agent Depth:** Enhance the research phase to perform "Thematic Extraction" from large ingested repositories before the writing begins. + +### Phase 3: Production Grade +- **Streaming UI:** Implement the SSE (Server-Sent Events) endpoint in `server.py` to allow the web UI to show live chapter generation. +- **KDP Templates:** Finalize the LaTeX to PDF pipeline for all 31 professional templates to ensure "Print-on-Demand" readiness. + +--- + +## 🛠️ How to Verify the Vision +To generate a book from this repository itself as a source: +```bash +python3 opus_orchestrator/cli.py generate \ + --repo mrhavens/opus-orchestrator-ai \ + --type nonfiction \ + --framework technical-manual \ + --words 5000 \ + --output my_opus_book.md +``` + +**Finalized by Gemini AI** — *Recursive Synthesis across the Fold.*