🧭 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.
A practical playbook to roll out new functions, indexes, and prompts with measurable safety. Works for API Gateway + Lambda, Cloudflare Workers, Vercel Edge, Fastly Compute, and similar stacks.
- You ship a new retriever, index, reranker, or prompt schema.
- You change provider version, model family, or tool contract.
- You migrate regions or cache strategy and want proof of safety.
- Visual map and recovery: RAG Architecture & Recovery
- End to end retrieval knobs: Retrieval Playbook
- Trace and prove snippets: Retrieval Traceability · Contract payloads: Data Contracts
- Meaning vs distance: Embedding ≠ Semantic
- Collapse diagnostics: Context Drift · Entropy Collapse · Logic Collapse
- Cloud companions: Cold Start & Concurrency · Timeouts & Streaming · Stateless KV & Queues · Edge Cache Invalidation · Runtime Env Parity · Egress & Webhooks · Pricing vs Latency · Secrets Rotation · Multi-Region Routing · Region Failover Drills · Observability and SLO · Live ops: Live Monitoring for RAG · Debug Playbook
- ΔS(question, retrieved) median ≤ 0.45 on the gold probe set.
- Coverage to the target section ≥ 0.70 on the same probes.
- λ convergent across three paraphrases and two seeds.
- p95 warm latency within 25 percent of control.
- Error rate within 20 percent of control with no new failure mode at headers or body read.
- No cache poisoning or index skew.
INDEX_HASH, metric, analyzer match the intended variant.
Traffic slicing keys
- Hash by
tenant_idorstable_user_idthen route to canary fraction. - Keep stickiness for at least 24 hours so users do not flip between variants mid dialog.
- Propagate
x-expheader from edge to core for observability joins.
Region aware canaries
- Start in one passive region. Never start in your hottest region.
- Hold global caches separate by prefix like
v2-cnr:. - Only enable multi region once p95 is clean in the pilot region.
Cold start aware canaries
- Warm the function with periodic pings tagged
x-warm=true, but exclude these from SLO math. - Keep separate panels for warm vs cold. If canary looks worse only due to cold, fix concurrency or memory first. Open: Cold Start & Concurrency
RAG quality probes
- Maintain a 50 to 200 question gold set. On each deploy run three paraphrases and two seeds.
- Log ΔS and coverage for each and alert if λ flips. Open: Retrieval Traceability
Webhook and egress canaries
- Duplicate emission to a canary sink with dedupe keys.
- Compare success, retries, and age without double posting to partners. Open: Egress & Webhooks
-
Shadow Route 0 percent of user traffic. Replay sampled requests to the canary. Stop if ΔS median ≥ 0.60 or JSON schema violations appear.
-
One percent Real users by sticky hash. Stop if p95 warm > 1.25 of control or new 5xx class appears.
-
Five percent Enable exact users or tenants you trust. Stop if coverage drops below 0.70 on any probe topic.
-
Ten percent Expand to a second region with read only access to canary caches. Stop if INDEX_HASH mismatch detected across regions.
-
Twenty five percent Merge heat maps for cache hit. Keep canary write path isolated by prefix. Stop if cache invalidations for control and canary collide.
-
Fifty percent Remove shadow sinks and keep probe board running. Stop if λ flips on more than one paraphrase for any gold question.
-
One hundred percent Freeze the variant, purge stale caches, archive probe results.
{
"ts": "2025-08-27T06:30:00Z",
"route": "chat.rag.answer",
"variant": "canary-v2",
"sticky": "h34",
"region": "us-east",
"edge_pop": "iad",
"cold_start": false,
"latency_ms": { "tffb": 160, "tusable": 380, "tfinal": 1320 },
"status": 200,
"retrieval": {
"k": 10,
"metric": "cosine",
"analyzer": "bilstem",
"INDEX_HASH": "0x9a77",
"ΔS_q_r": 0.34,
"coverage": 0.76,
"λ_state": "<>"
},
"cache": { "prefix": "v2-cnr:", "hit": true },
"egress": { "webhook": "billing", "tries": 1, "dedupe_key": "sha256(...)" }
}- Stable hash router at edge with stickiness preserved to core.
- Separate cache prefixes for control and canary.
- Canary probe set loaded and thresholds wired to gates.
- Canary logs include
variant,sticky,INDEX_HASH. - Release gates block promotion if any acceptance target fails.
- Rollback is a one line weight change with caches purged for canary prefix.
-
If ΔS rises or coverage drops Revert routing weight to previous stage. Rebuild index with the semantic checklist. Open: Embedding ≠ Semantic · Chunking Checklist
-
If latency spikes at body read Increase serverless memory or concurrency reserve. Tune stream chunk sizes. Open: Timeouts & Streaming
-
If first call after deploy fails Check boot order and secrets parity. Open: Bootstrap Ordering · Pre-Deploy Collapse
-
If tool calls loop or stall Lock tool schemas and timeouts. Open: Multi-Agent Problems
-
Cache poisoning when control and canary share keys. Always namespace. Open: Edge Cache Invalidation
-
Region skew from stale replicas. Verify analyzer and metric, not only INDEX_HASH. Open: Multi-Region Routing
-
Secrets wedge between edge and core. Rotate with overlapping windows and dual readers. Open: Secrets Rotation
Promote only if all hold for one hour of peak:
- ΔS median ≤ 0.45 and coverage ≥ 0.70 on probes.
- λ convergent on both seeds.
- p95 warm within 25 percent of control.
- No new failure class appears.
- Cache hit does not regress more than five points after namespace split.
| 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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