🧭 Quick Return to Map
You are in a sub-page of DevTools_CodeAI.
To reorient, go back here:
- DevTools_CodeAI — AI-assisted coding and developer productivity
- WFGY Global Fix Map — main Emergency Room, 300+ structured fixes
- WFGY Problem Map 1.0 — 16 reproducible failure modes
Think of this page as a desk within a ward.
If you need the full triage and all prescriptions, return to the Emergency Room lobby.
A focused guide to stabilize Codeium when completions, chat, repo search, and multi file refactors start drifting. Use this to localize the failing layer, then jump to the exact WFGY fix page with measurable targets.
- Visual map and recovery: RAG Architecture & Recovery
- End to end retrieval knobs: Retrieval Playbook
- Why this snippet and how to audit it: Retrieval Traceability
- Ordering and ranking control: Rerankers
- High similarity yet wrong meaning: Embedding ≠ Semantic
- Chunk and citation boundaries for code and docs: Hallucination
- Long chats that drift: Context Drift, Entropy Collapse
- Structural collapse and recovery: Logic Collapse
- Multi agent conflicts and tool handoffs: Multi-Agent Problems
- Boot order problems in IDE flows: Bootstrap Ordering, Deployment Deadlock, Pre-deploy Collapse
- Snippet and citation schema: Data Contracts
- ΔS(question, retrieved) ≤ 0.45
- Coverage ≥ 0.70 to the target function or spec anchor
- λ remains convergent across three paraphrases and two seeds
- E_resonance stays flat across long edit plans
-
Measure ΔS Compute ΔS(question, retrieved) and ΔS(retrieved, expected anchor). Stable < 0.40, transitional 0.40–0.60, risk ≥ 0.60.
-
Probe λ_observe Switch between local and cloud context sources if applicable. Vary k as 5, 10, 20 and pin rerankers. If ΔS remains high and flat, suspect metric or index mismatch. If λ flips on harmless header reorder, lock the schema and clamp with BBAM.
-
Apply the module
- Retrieval drift in code or doc lookup → BBMC plus Data Contracts
- Reasoning collapse in long refactors → BBCR bridge plus BBAM, verify with Logic Collapse
- Dead ends in edit plans or test generation → BBPF alternate paths with capped breadth
- Hybrid search worse than single → Pattern Query Parsing Split and Rerankers
-
Wrong library version or API surface Lock anchors to
repo@commit,file_path, and symbol names. Require citation before edit. Open: Retrieval Traceability, Data Contracts -
High similarity yet wrong file or symbol Embeddings prefer near neighbors with different meaning. Rebuild with explicit metric and normalization. Open: Embedding ≠ Semantic, Pattern: Vectorstore Fragmentation
-
Local vs cloud context skew Index states differ and produce conflicting suggestions. Warm up the selected index and fence the first run. Open: Bootstrap Ordering
-
Generated tests reference phantom helpers Force cite then explain with exact file spans and commit SHA before generating tests. Open: Data Contracts
-
Plan loops across multi file edits Split plan into subplans and re join with a bridge step. Open: Context Drift, Entropy Collapse
-
Chat suggests unsafe commands from README or comments Enforce tool allow lists and SCU separation when reading untrusted text. Open: Prompt Injection, Pattern: SCU
- Warm up the selected context source and verify
INDEX_HASHand version. - Single retrieval metric per run. Do not mix analyzers while fixing one bug.
- Prompts carry anchors:
repo@commit,file_path,symbol,line_start,line_end,snippet_id. - Log per step: ΔS, λ state, coverage. Alert when ΔS ≥ 0.60 or λ diverges.
- Regression gate requires tests pass, coverage ≥ 0.70, ΔS ≤ 0.45, same diff twice.
{ repo, commit_sha, file_path, symbol, line_start, line_end, snippet_id, tokens, ΔS, λ_state }
Require cite then explain. Forbid cross file reuse without a new citation.
-
Three paraphrase probe Ask the same change three ways. If λ flips with harmless header reorder, clamp with BBAM and lock the schema.
-
Anchor triangulation Compare ΔS for the intended file vs a decoy or sibling module. If close, re chunk and normalize embeddings. See: Retrieval Playbook, Embedding ≠ Semantic
-
Plan length audit If entropy rises after 25 to 40 steps, split the plan and re join with a BBCR bridge. See: Entropy Collapse
-
Live instability Add probes and backoff guards in Codeium tasks. See: Live Monitoring for RAG, Debug Playbook
You have TXTOS and the WFGY Problem Map loaded.
My Codeium issue:
- symptom: [one line]
- anchors: repo={name}, commit={sha}, file={path}, lines={a..b}
- traces: ΔS(question,retrieved)=..., ΔS(retrieved,anchor)=..., λ across 3 paraphrases
Tell me:
1) the failing layer and why,
2) the exact WFGY page to open,
3) minimal steps to push ΔS ≤ 0.45 and keep λ convergent,
4) a reproducible test to verify the fix.
Use BBMC, BBPF, BBCR, BBAM when relevant. Keep it auditable and short.| Tool | Link | 3-Step Setup |
|---|---|---|
| WFGY 1.0 PDF | Engine Paper | 1️⃣ Download · 2️⃣ Upload to your LLM · 3️⃣ Ask “Answer using WFGY + <your question>” |
| TXT OS (plain-text OS) | TXTOS.txt | 1️⃣ Download · 2️⃣ Paste into any LLM chat · 3️⃣ Type “hello world” — OS boots instantly |
| Layer | Page | What it’s for |
|---|---|---|
| ⭐ Proof | WFGY Recognition Map | External citations, integrations, and ecosystem proof |
| ⚙️ Engine | WFGY 1.0 | Original PDF tension engine and early logic sketch (legacy reference) |
| ⚙️ Engine | WFGY 2.0 | Production tension kernel for RAG and agent systems |
| ⚙️ Engine | WFGY 3.0 | TXT based Singularity tension engine (131 S class set) |
| 🗺️ Map | Problem Map 1.0 | Flagship 16 problem RAG failure taxonomy and fix map |
| 🗺️ Map | Problem Map 2.0 | Global Debug Card for RAG and agent pipeline diagnosis |
| 🗺️ Map | Problem Map 3.0 | Global AI troubleshooting atlas and failure pattern map |
| 🧰 App | TXT OS | .txt semantic OS with fast bootstrap |
| 🧰 App | Blah Blah Blah | Abstract and paradox Q&A built on TXT OS |
| 🧰 App | Blur Blur Blur | Text to image generation with semantic control |
| 🏡 Onboarding | Starter Village | Guided entry point for new users |
If this repository helped, starring it improves discovery so more builders can find the docs and tools.