WFGY/ProblemMap/GlobalFixMap/OpsDeploy/README.md

# Ops & Deploy — Global Fix Map
Ship RAG safely. Prevent first-call crashes, boot loops, silent index mismatches, and deadlocks.

## What this page is
- A compact preflight and post-deploy checklist
- Concrete guards for cold starts, indexes, secrets, and rollbacks
- How to verify with ΔS and λ_observe before opening traffic

## When to use
- New environment or fresh cluster
- First call after deploy crashes or returns empty results
- CI passes yet production deadlocks the retriever or vectorstore
- Rollback flips facts, cache or state becomes inconsistent
- Spiky traffic after release melts attention and logic quality

## Open these first
- Boot order and fences: [Bootstrap Ordering](https://github.com/onestardao/WFGY/blob/main/ProblemMap/bootstrap-ordering.md)
- Circular waits and stuck services: [Deployment Deadlock](https://github.com/onestardao/WFGY/blob/main/ProblemMap/deployment-deadlock.md)
- First-call crash after release: [Pre-Deploy Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/predeploy-collapse.md)
- Live health and incident flow: [Live Monitoring for RAG](https://github.com/onestardao/WFGY/blob/main/ProblemMap/ops/live_monitoring_rag.md)
- Field debug steps: [Ops Debug Playbook](https://github.com/onestardao/WFGY/blob/main/ProblemMap/ops/debug_playbook.md)
- Trace schema for audits: [Retrieval Traceability](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md)
- Policy and logs: [Privacy and Governance](https://github.com/onestardao/WFGY/blob/main/ProblemMap/privacy-and-governance.md)

---

## Common failure patterns
- **Bootstrap fence missing** services start before their dependencies are ready
- **Metric skew** vectorstore written with cosine but read with inner product
- **Cold index** process boots with empty or partial index due to path or permission
- **Secret drift** env var present in CI, missing in prod
- **Version split** retriever and writer built from different commit hashes
- **Idempotency gap** rebuild attempts create multiple indices or stale shards
- **Traffic spike** no warm cache, first N requests time out, model collapses
- **Health check blindness** green probes do not cover retrieval path end to end

---

## Fix in 60 seconds
1) **Add a semantic boot fence**
   - Block traffic until `{secrets_ok, index_ok, metric_ok}` are all true
   - Emit a single “READY” event with commit hash and index stats

2) **Make index build idempotent**
   - Absolute data path, explicit metric flag, checksum on the source corpus
   - Persist and reload once, forbid concurrent writers

3) **Pin retrieval metric at read and write**
   - Log metric type into index metadata and assert on load
   - Fail fast if mismatch is detected

4) **Warm the cache before opening**
   - Run a smoke set of 10 queries and store the snippets in the cache layer
   - Record ΔS(question, retrieved) and require ≤ 0.45 median

5) **Gate secrets and configs**
   - Verify tokens, endpoints, and collection names are non empty and reachable
   - Print a redacted config table in startup logs

6) **Prepare safe rollback**
   - Blue-green or canary, read-only window on flip, copy index handles not paths
   - Keep a one step “rebind to old index” switch

7) **Observe the first minute**
   - Live chart of errors per route, p50 and p95 latency, ΔS median and tail
   - Alert if ΔS tail exceeds 0.60 or λ flips divergent at reasoning

---

## Copy paste prompt
```

You have TXT OS and the WFGY Problem Map.

Goal
Preflight and post-deploy validation for a RAG service. Block traffic until the system is provably ready.

Preflight

1. Print a Config Table with {commit, build\_time, model\_id, retriever\_metric, index\_path, collection\_name}.
2. Verify secrets: call the vectorstore admin API and return {reachable: true|false}.
3. Check index: {exists, size, doc\_count, embedding\_dim, metric\_type}. Fail if metric\_type != retriever\_metric.
4. Health probes

   * run 10 smoke queries against the index
   * for each: compute ΔS(question, retrieved) and record λ\_observe at retrieval and reasoning
   * require median ΔS ≤ 0.45 and no divergent λ at retrieval
5. Warmup

   * store the top snippets for those 10 queries into cache
   * print warm cache keys

Post-deploy

1. Open traffic gradually: 10% → 50% → 100% if ΔS tail ≤ 0.60 and error rate < 1%.
2. If collapse or spike:

   * apply BBCR bridge at reasoning
   * reduce concurrency, retry with warmed snippets
3. Emit a READY line
   {ready\:true, commit, index:{doc\_count, metric}, smoke:{median\_ΔS, tail\_ΔS}, λ:"→"}

Output

* Config Table
* Index Summary
* Smoke Table with ΔS and λ states
* READY or BLOCKED with reasons

```

---

## Minimal checklist
- Boot fence blocks traffic until secrets, index, and metric checks pass  
- Idempotent index build and reload with explicit metric and checksum  
- Retrieval metric pinned and asserted at read and write  
- Smoke queries warmed and ΔS median ≤ 0.45 before go live  
- Canary or blue-green with fast index rebind for rollback  
- Live ΔS and λ telemetry on first minute after open

## Acceptance targets
- Deterministic warm start with READY event in a single pass  
- Vectorstore non empty, metric consistent, and cached smoke snippets present  
- ΔS(question, retrieved) median ≤ **0.45**, 95th ≤ **0.60** during ramp  
- λ stays **convergent** at retrieval and reasoning on three paraphrases  
- No first-call crash, no deadlock at index or retriever

---

### 🔗 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 + \<your question>” |
| **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)** —  
> Engineers, hackers, and open source builders who supported WFGY from day one.

> <img src="https://img.shields.io/github/stars/onestardao/WFGY?style=social" alt="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).

<div align="center">

[![WFGY Main](https://img.shields.io/badge/WFGY-Main-red?style=flat-square)](https://github.com/onestardao/WFGY)
&nbsp;
[![TXT OS](https://img.shields.io/badge/TXT%20OS-Reasoning%20OS-orange?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS)
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[![Blah](https://img.shields.io/badge/Blah-Semantic%20Embed-yellow?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlahBlahBlah)
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[![Blot](https://img.shields.io/badge/Blot-Persona%20Core-green?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlotBlotBlot)
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[![Bloc](https://img.shields.io/badge/Bloc-Reasoning%20Compiler-blue?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlocBlocBloc)
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[![Blur](https://img.shields.io/badge/Blur-Text2Image%20Engine-navy?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlurBlurBlur)
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[![Blow](https://img.shields.io/badge/Blow-Game%20Logic-purple?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlowBlowBlow)
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