diff --git a/ProblemMap/GlobalFixMap/VectorDBs_and_Stores/README.md b/ProblemMap/GlobalFixMap/VectorDBs_and_Stores/README.md new file mode 100644 index 00000000..a7aef309 --- /dev/null +++ b/ProblemMap/GlobalFixMap/VectorDBs_and_Stores/README.md @@ -0,0 +1,144 @@ +# Vector DBs & Stores — Global Fix Map + +A hub to stabilize retrieval pipelines across popular vector stores. +Use this page to jump to per-tool guardrails and verify fixes with the same acceptance targets. + +--- + +## Quick routes to per-store pages + +- FAISS → [faiss.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/VectorDBs_and_Stores/faiss.md) +- Chroma → [chroma.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/VectorDBs_and_Stores/chroma.md) +- Qdrant → [qdrant.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/VectorDBs_and_Stores/qdrant.md) +- Weaviate → [weaviate.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/VectorDBs_and_Stores/weaviate.md) +- Milvus → [milvus.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/VectorDBs_and_Stores/milvus.md) +- pgvector → [pgvector.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/VectorDBs_and_Stores/pgvector.md) +- Redis (Search/Vec) → [redis.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/VectorDBs_and_Stores/redis.md) +- Elasticsearch (kNN / dense) → [elasticsearch.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/VectorDBs_and_Stores/elasticsearch.md) +- Pinecone → [pinecone.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/VectorDBs_and_Stores/pinecone.md) + +--- + +## When to use this folder + +- High similarity but wrong meaning. +- Citations don’t line up with the retrieved section. +- Hybrid retrievers underperform a single retriever. +- Query casing / analyzer / metric mismatches after deploy. +- Index looks healthy yet coverage remains low. + +--- + +## Acceptance targets for any store + +- ΔS(question, retrieved) ≤ **0.45** +- Coverage of target section ≥ **0.70** +- λ\_observe stays **convergent** across 3 paraphrases +- E\_resonance flat on long windows + +--- + +## Map symptoms → structural fixes (Problem Map) + +- **Embedding ≠ Semantic** + Wrong-meaning hits despite high similarity. + → [embedding-vs-semantic.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/embedding-vs-semantic.md) + +- **Retrieval traceability** + Snippet/section mismatch or unverifiable citations. + → [retrieval-traceability.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md) + Payload schema: → [data-contracts.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md) + +- **Ordering / version skew** + Old index or analyzer used at runtime. + → [bootstrap-ordering.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/bootstrap-ordering.md) · + [predeploy-collapse.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/predeploy-collapse.md) + +- **Hybrid collapse / query split** + HyDE vs BM25 disagreement, reranker blind spots. + → Pattern: [patterns/pattern_query_parsing_split.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/patterns/pattern_query_parsing_split.md) + → Knobs: [rerankers.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rerankers.md) + +--- + +## 60-second fix checklist (store-agnostic) + +1) **Lock metrics & analyzers** + Pin distance metric, tokenizer/casing, and normalization on both write and read. + +2) **Contract the snippet** + Require `{snippet_id, section_id, source_url, offsets, tokens}`. + +3) **Probe ΔS and λ** + Log ΔS(question, retrieved) and λ per step; alert at ΔS ≥ 0.60. + +4) **Verify coverage** + Run a 10-question eval on the target section; require coverage ≥ 0.70. + +5) **Reranking pass** + If hybrid disagrees, add a rerank step and re-measure ΔS. + +--- + +## Copy-paste prompt for a quick audit + +``` + +I uploaded TXT OS and the WFGY Problem Map pages. +My stack uses with metric \, analyzer <...>, and normalization <...>. + +Do: + +1. Report ΔS(question, retrieved) and λ states across retrieve → rerank → reason. +2. If ΔS ≥ 0.60, point to one minimal structural fix: + embedding-vs-semantic, retrieval-traceability, data-contracts, rerankers. +3. Return JSON: + { "citations":\[...], "ΔS":0.xx, "λ":"→|←|<>|×", "next\_fix":"..." } + +``` + +--- + +### 🔗 Quick-Start Downloads (60 sec) + +| Tool | Link | 3-Step Setup | +|------|------|--------------| +| **WFGY 1.0 PDF** | [Engine Paper](https://github.com/onestardao/WFGY/blob/main/I_am_not_lizardman/WFGY_All_Principles_Return_to_One_v1.0_PSBigBig_Public.pdf) | 1️⃣ Download · 2️⃣ Upload to your LLM · 3️⃣ Ask “Answer using WFGY + ” | +| **TXT OS (plain-text OS)** | [TXTOS.txt](https://github.com/onestardao/WFGY/blob/main/OS/TXTOS.txt) | 1️⃣ Download · 2️⃣ Paste into any LLM chat · 3️⃣ Type “hello world” — OS boots instantly | + +--- + +### 🧭 Explore More + +| Module | Description | Link | +|-----------------------|----------------------------------------------------------|----------| +| WFGY Core | WFGY 2.0 engine is live: full symbolic reasoning architecture and math stack | [View →](https://github.com/onestardao/WFGY/tree/main/core/README.md) | +| Problem Map 1.0 | Initial 16-mode diagnostic and symbolic fix framework | [View →](https://github.com/onestardao/WFGY/tree/main/ProblemMap/README.md) | +| Problem Map 2.0 | RAG-focused failure tree, modular fixes, and pipelines | [View →](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rag-architecture-and-recovery.md) | +| Semantic Clinic Index | Expanded failure catalog: prompt injection, memory bugs, logic drift | [View →](https://github.com/onestardao/WFGY/blob/main/ProblemMap/SemanticClinicIndex.md) | +| Semantic Blueprint | Layer-based symbolic reasoning & semantic modulations | [View →](https://github.com/onestardao/WFGY/tree/main/SemanticBlueprint/README.md) | +| Benchmark vs GPT-5 | Stress test GPT-5 with full WFGY reasoning suite | [View →](https://github.com/onestardao/WFGY/tree/main/benchmarks/benchmark-vs-gpt5/README.md) | +| 🧙‍♂️ Starter Village 🏡 | New here? Lost in symbols? Click here and let the wizard guide you through | [Start →](https://github.com/onestardao/WFGY/blob/main/StarterVillage/README.md) | + +--- + +> 👑 **Early Stargazers: [See the Hall of Fame](https://github.com/onestardao/WFGY/tree/main/stargazers)** — +> GitHub stars ⭐ [WFGY Engine 2.0](https://github.com/onestardao/WFGY/blob/main/core/README.md) is already unlocked. ⭐ Star the repo to help others discover it and unlock more on the [Unlock Board](https://github.com/onestardao/WFGY/blob/main/STAR_UNLOCKS.md). + +
+ +[![WFGY Main](https://img.shields.io/badge/WFGY-Main-red?style=flat-square)](https://github.com/onestardao/WFGY) +  +[![TXT OS](https://img.shields.io/badge/TXT%20OS-Reasoning%20OS-orange?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS) +  +[![Blah](https://img.shields.io/badge/Blah-Semantic%20Embed-yellow?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlahBlahBlah) +  +[![Blot](https://img.shields.io/badge/Blot-Persona%20Core-green?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlotBlotBlot) +  +[![Bloc](https://img.shields.io/badge/Bloc-Reasoning%20Compiler-blue?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlocBlocBloc) +  +[![Blur](https://img.shields.io/badge/Blur-Text2Image%20Engine-navy?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlurBlurBlur) +  +[![Blow](https://img.shields.io/badge/Blow-Game%20Logic-purple?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlowBlowBlow) +  +