🧭 Quick Return to Map
You are in a sub-page of Cloud_Serverless.
To reorient, go back here:
- Cloud_Serverless — scalable functions and event-driven pipelines
- 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.
Keep latency low, fail over safely, and avoid split-brain state while your RAG, queues, and streams operate across regions. This page gives a compact playbook that you can paste into any load balancer or edge router policy.
- Users in different geos see different answers or stale citations.
- Region outage triggers duplicate tool calls or replayed webhooks.
- Vector writes happen in one region while reads route to another.
- Canary in a single region is green yet the global cutover fails.
- DNS or anycast flips cut long-running streams.
- Boot order and deploy sequencing: Bootstrap Ordering
- Cross-service waits during rollout: Deployment Deadlock
- First call failure after a new region comes online: Pre-Deploy Collapse
- Retrieval correctness under routing changes: RAG Architecture & Recovery · Retrieval Playbook
- Contract the payload and lock schemas: Data Contracts
- Reindex rules after topology change: Reindex and Migration
- Live probes and rollback: Live Monitoring for RAG · Debug Playbook
- p95 latency improves for local users or stays within ten percent of single-region baseline.
- No increase in 5xx at failover or failback.
- Idempotency dedupe rate ≥ 99.9 percent on all write paths during failover windows.
- For RAG: ΔS(question, retrieved) drift ≤ 0.03 across regions, λ remains convergent on two seeds.
- Vector index hash identical per region before routing users.
INDEX_HASHmatches on probes.
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Pin by header, not only DNS Add
X-Region-Pin: {region}andX-Release: {rev}. Edge selects nearest healthy region unless a pin is present. Synthetic probes always include the pin. -
Fence writes with idempotency keys Compute
sha256(source_id + revision + index_hash + partition)and drop duplicates in the KV. Keep the fence for failover_window plus 24 hours. -
Replicate index and blobs before traffic Block user routing until
INDEX_HASHequals across regions and blob manifests match. -
Graceful streams Sticky route long-lived connections. Drain the old region for N seconds. Do not cut an active stream at the router.
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Health with contract checks Health is green only if
schema_rev,model_tag,index_hashand secret versions match. Pure 200 is not sufficient.
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Active-active with sticky reads Reads route to nearest healthy region and stay sticky for the session. Writes go to the region that owns the partition. Use a queue to replicate to others.
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Active-passive for stateful writers All writes go to primary. Secondary serves read-only. Promote only after index and blob parity plus a clean queue tail.
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Geo-partitioned stores Partition by tenant or namespace. Keep retrieval within the same partition and region. Cross-partition requests require a join step with explicit contracts.
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Wrong snippet in far region despite high similarity Index or metric differs. Compare
INDEX_HASHand analyzer settings. Rebuild and verify a small gold set before routing traffic. Open: Retrieval Playbook, Embedding ≠ Semantic -
Duplicate webhooks during regional flip Retry plus DNS cutover replays the same event. Use the idempotency fence and a replay TTL beyond the failover window. Open: Bootstrap Ordering
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Split-brain memory or tool cache Agent memory writes with no version pins cross regions. Namespace by
tenant,mem_rev, andregion. Open: Multi-Agent Problems -
Streams cut at failover Router does not support drain. Pin streams with a cookie or header, then change the default path only for new connections. Open: Timeouts and Streaming Limits
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Cost spikes after enabling global anycast Cold starts increase in remote regions. Raise min instances or provisioned concurrency selectively on hot routes. Open: Cold Start and Concurrency
Request headers
- X-Region-Pin: us-east-1 | eu-west-1 | ap-southeast-1
- X-Release: r2025-08-27
- X-Index-Hash: a1b2c3
- X-Schema-Rev: sc-12
Router rule
- If pin present and region healthy → route pinned
- Else pick nearest healthy with matching {schema_rev, index_hash, model_tag}
- Sticky cookie for streaming connectionsGate conditions before user traffic
- INDEX_HASH equal across regions
- Blob manifest parity
- Health probes return {schema_rev, model_tag, secrets_rev} exact match
- Synthetic RAG probes: ΔS drift ≤ 0.03 on k=10 questions
- Dedupe KV warm and reachable in both regionsReplication
- Prefer periodic rebuild from source texts per region
- If log shipping: checkpoint offsets, verify analyzer parity
- After topology change: run gold-set eval and lock reranker order
Refs: retrieval-playbook, reindex-migration- Split metrics by
region,release_id, andrevision. - Health includes
schema_rev,index_hash,model_tag,secrets_rev. - Dedupe hit rate, queue age, replay counts per region.
- ΔS and λ on a fixed probe set, per region.
- Stream drain success count at flips.
- Probe set stable within acceptance targets.
- No duplicate side effects in the failover window.
- p95 improves for local users or remains flat.
- Queue age does not spike at promotion.
- Persistent ΔS drift across regions after rebuild. Re-embed with the same analyzer and metric, then re-run the gold set.
- Dedupe misses during outage replay. Increase KV TTL and ensure consistent hashing across regions.
- Health green yet errors rise. Add contract checks to the probe and block routing when versions disagree.
| 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 |
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