WFGY/ProblemMap/GlobalFixMap/OpsDeploy/README.md

# Ops & Deploy — Global Fix Map

A compact hub to stabilize AI systems during build, ship, and runtime.  
Use this folder to prevent cold-start crashes, version skew, webhook storms, and silent schema drift. All fixes map to measurable acceptance targets. No infra change required.

---

## What this page is
- A fast route to the correct repair page for boot order, rollouts, and live ops.
- Store and model agnostic. Works with any CI/CD and any cloud.
- Concrete steps with acceptance targets you can verify.

## When to use
- First call after deploy fails or returns the wrong model or index.
- Jobs run twice, side effects duplicated, or webhooks fire in storms.
- Canary looks good but production regresses soon after.
- Cache, secrets, or feature flags differ across regions.
- Index migration completes but recall drops or citations drift.
- Long pipelines stall from queue spikes or missing fences.

---

## Open these first
- Visual map and recovery: [RAG Architecture & Recovery](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rag-architecture-and-recovery.md)
- Traceability and snippet schema: [Retrieval Traceability](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md), [Data Contracts](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md)
- Boot order and deploy traps: [Bootstrap Ordering](https://github.com/onestardao/WFGY/blob/main/ProblemMap/bootstrap-ordering.md), [Deployment Deadlock](https://github.com/onestardao/WFGY/blob/main/ProblemMap/deployment-deadlock.md), [Predeploy Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/predeploy-collapse.md)
- Live ops: [Live Monitoring for RAG](https://github.com/onestardao/WFGY/blob/main/ProblemMap/ops/live_monitoring_rag.md), [Debug Playbook](https://github.com/onestardao/WFGY/blob/main/ProblemMap/ops/debug_playbook.md)

---

## Acceptance targets
- ΔS(question, retrieved) ≤ 0.45 on three paraphrases after deploy.
- Coverage of the target section ≥ 0.70 on the gold set.
- λ remains convergent across two seeds for each smoke test.
- First production call passes warm-up checks in ≤ 5 minutes from release.
- Duplicate side effects rate = 0 for idempotent endpoints.

---

## Quick routes to per-page guides

* Boot order: [bootstrap_ordering.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/OpsDeploy/bootstrap_ordering.md)
* Deployment deadlock patterns: [deployment_deadlock.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/OpsDeploy/deployment_deadlock.md)
* Pre-deploy collapse checklist: [predeploy_collapse.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/OpsDeploy/predeploy_collapse.md)
* Secrets and keys inventory: [secrets_and_keys.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/OpsDeploy/secrets_and_keys.md)
* Version skew and artifact pinning: [version_skew.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/OpsDeploy/version_skew.md)
* Canary rules and abort thresholds: [rollouts_canary.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/OpsDeploy/rollouts_canary.md)
* Blue green switchovers: [rollouts_blue_green.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/OpsDeploy/rollouts_blue_green.md)
* Cold-start and warm-up probes: [cold_start_probe.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/OpsDeploy/cold_start_probe.md)
* Idempotency and dedupe fences: [idempotency_dedupe.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/OpsDeploy/idempotency_dedupe.md)
* Concurrency and rate limits: [concurrency_limits.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/OpsDeploy/concurrency_limits.md)
* Index migration and backfills: [index_migration.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/OpsDeploy/index_migration.md)
* Rollback playbook: [rollback_playbook.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/OpsDeploy/rollback_playbook.md)
* Cost guardrails under load: [cost_guardrails.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/OpsDeploy/cost_guardrails.md)
* Outage drills and tabletop tests: [outage_drills.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/OpsDeploy/outage_drills.md)
* Retry and backoff strategy: [retry_backoff.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/OpsDeploy/retry_backoff.md)
* Webhook storms and queues: [webhook_storms.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/OpsDeploy/webhook_storms.md)
* Queue depth and saturation probes: [queue_depth_and_rate_limits.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/OpsDeploy/queue_depth_and_rate_limits.md)
* Side-effect fences before commit: [side_effect_fences.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/OpsDeploy/side_effect_fences.md)

---

## Fix in 60 seconds

1) **Warm-up gate**  
   Check `VECTOR_READY`, `INDEX_HASH`, secrets, and feature flags. If not ready, short-circuit with delay plus capped retry.  
   See: [Bootstrap Ordering](https://github.com/onestardao/WFGY/blob/main/ProblemMap/bootstrap-ordering.md)

2) **Idempotency key**  
   Compute `dedupe_key = sha256(source_id + revision + index_hash)`. Drop duplicates at the fence.

3) **Schema locks for RAG**  
   Enforce cite-then-explain and required snippet fields.  
   See: [Data Contracts](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md), [Retrieval Traceability](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md)

4) **Smoke tests with ΔS and λ**  
   Run three paraphrases. Require ΔS ≤ 0.45 and λ convergent before opening traffic.

---

## Symptom to fix map

| Symptom | Likely cause | Open this |
|---|---|---|
| First call fails or wrong model/index | boot order, stale flags, version skew | [bootstrap_ordering.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/OpsDeploy/bootstrap_ordering.md), [version_skew.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/OpsDeploy/version_skew.md) |
| Duplicate side effects | missing dedupe fences | [idempotency_dedupe.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/OpsDeploy/idempotency_dedupe.md) |
| Canary passes but prod regresses | weak abort rules, metric drift | [rollouts_canary.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/OpsDeploy/rollouts_canary.md) |
| Webhook storms or queue stalls | unbounded retries, no rate limits | [webhook_storms.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/OpsDeploy/webhook_storms.md), [queue_depth_and_rate_limits.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/OpsDeploy/queue_depth_and_rate_limits.md) |
| Recall drop after index migration | analyzer or metric mismatch | [index_migration.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/OpsDeploy/index_migration.md) |
| Region mismatch behavior | secrets or flags diverged | [secrets_and_keys.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/OpsDeploy/secrets_and_keys.md), [version_skew.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/OpsDeploy/version_skew.md) |

---

### 🔗 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)
&nbsp;
[![Blah](https://img.shields.io/badge/Blah-Semantic%20Embed-yellow?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlahBlahBlah)
&nbsp;
[![Blot](https://img.shields.io/badge/Blot-Persona%20Core-green?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlotBlotBlot)
&nbsp;
[![Bloc](https://img.shields.io/badge/Bloc-Reasoning%20Compiler-blue?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlocBlocBloc)
&nbsp;
[![Blur](https://img.shields.io/badge/Blur-Text2Image%20Engine-navy?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlurBlurBlur)
&nbsp;
[![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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</div>