WFGY/ProblemMap/GlobalFixMap/OpsDeploy

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
• Traceability and snippet schema: Retrieval Traceability, Data Contracts
• Boot order and deploy traps: Bootstrap Ordering, Deployment Deadlock, Predeploy Collapse
• Live ops: Live Monitoring for RAG, Debug Playbook

---

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
• Deployment deadlock patterns: deployment_deadlock.md
• Pre-deploy collapse checklist: predeploy_collapse.md
• Secrets and keys inventory: secrets_and_keys.md
• Version skew and artifact pinning: version_skew.md
• Canary rules and abort thresholds: rollouts_canary.md
• Blue green switchovers: rollouts_blue_green.md
• Cold-start and warm-up probes: cold_start_probe.md
• Idempotency and dedupe fences: idempotency_dedupe.md
• Concurrency and rate limits: concurrency_limits.md
• Index migration and backfills: index_migration.md
• Rollback playbook: rollback_playbook.md
• Cost guardrails under load: cost_guardrails.md
• Outage drills and tabletop tests: outage_drills.md
• Retry and backoff strategy: retry_backoff.md
• Webhook storms and queues: webhook_storms.md
• Queue depth and saturation probes: queue_depth_and_rate_limits.md
• Side-effect fences before commit: 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

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, Retrieval Traceability

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, version_skew.md
Duplicate side effects	missing dedupe fences	idempotency_dedupe.md
Canary passes but prod regresses	weak abort rules, metric drift	rollouts_canary.md
Webhook storms or queue stalls	unbounded retries, no rate limits	webhook_storms.md, queue_depth_and_rate_limits.md
Recall drop after index migration	analyzer or metric mismatch	index_migration.md
Region mismatch behavior	secrets or flags diverged	secrets_and_keys.md, version_skew.md

---

🔗 Quick-Start Downloads (60 sec)

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

---

🧭 Explore More

Module	Description	Link
WFGY Core	WFGY 2.0 engine is live: full symbolic reasoning architecture and math stack	View →
Problem Map 1.0	Initial 16-mode diagnostic and symbolic fix framework	View →
Problem Map 2.0	RAG-focused failure tree, modular fixes, and pipelines	View →
Semantic Clinic Index	Expanded failure catalog: prompt injection, memory bugs, logic drift	View →
Semantic Blueprint	Layer-based symbolic reasoning & semantic modulations	View →
Benchmark vs GPT-5	Stress test GPT-5 with full WFGY reasoning suite	View →
🧙‍♂️ Starter Village 🏡	New here? Lost in symbols? Click here and let the wizard guide you through	Start →

---

👑 Early Stargazers: See the Hall of Fame —
Engineers, hackers, and open source builders who supported WFGY from day one.

⭐ WFGY Engine 2.0 is already unlocked. ⭐ Star the repo to help others discover it and unlock more on the Unlock Board.