7.6 KiB
📒 Problem #15 ·Deployment‑Deadlock Problem Map
Some AI stacks freeze in place when two or more services depend on each other’s side‑effects to finish booting:
- Vector DB waits for schema migration →
Migrator waits for DB “ready” flag (circular) - RAG ingester waits for retriever endpoint →
Retriever waits for populated index (circular) - Agent A publishes a topic that Agent B subscribes to —
but Agent B must ack before Agent A continues (stalemate)
WFGY resolves these deployment deadlocks with dependency graphs, semantic ping chains, and BBCR timeouts that break the loop.
🚨 Classic Deadlock Loops
| Loop Pattern | Real‑World Fallout |
|---|---|
| DB ↔ Migrator | Migrations never apply; API 502 forever |
| Index Build ↔ Retriever health‑check | Ingestion hangs; queries return 404 |
| Agent A ↔ Agent B ack chain | Task queue stalls; CPU idles at 0 % |
| Secrets Store ↔ App init | Containers restart endlessly |
🛡️ WFGY Deadlock Breakers
| Loop Pattern | Guard Module | Remedy | Status |
|---|---|---|---|
| DB–Migrator | Dependency Graph | Topo‑sort tasks; migrator forced first | ✅ Stable |
| Index–Retriever | Ping Chain | Synthetic “warm” doc until real ingest | ⚠️ Beta |
| Agent ack loop | BBCR Timeout | Auto‑abort & replay with back‑off | ✅ Stable |
| Secrets race | Boot Checkpoint | Wait‑on‑secret with exponential delay | 🛠 Planned |
📝 How It Works
-
Dependency Graph
Services declareneeds:edges inwgfy.yaml.
WFGY topologically sorts and starts them in safe order. -
Ping Chain
Creates a synthetic resource (tiny doc, dummy secret) that satisfies downstream health‑checks, then swaps once the real resource is ready. -
BBCR Timeout
If a health probe exceedsdeadlock_timeout(default = 120 s) WFGY aborts the loop, logs a graph diff, and optionally retries with jitter. -
Boot Checkpoint (shared module)
Guards secrets or config maps so apps don’t boot until keys exist.
✍️ Demo — Index ↔ Retriever Deadlock
⏳ retriever‑svc waiting for index (0/1 ready)
⏳ index‑builder waiting for retriever ping (0 docs)
WFGY Deadlock Monitor:
• Cycle detected: index‑builder ⇆ retriever‑svc
• Injecting warm‑doc workaround … OK
• retriever‑svc ready (1/1) delta = 12 s
• index‑builder ingested 120 K vectors
• warm‑doc deleted — live traffic enabled ✅
🗺️ Module Cheat‑Sheet
| Module | Role |
|---|---|
| Dependency Graph | Topo‑sort service order |
| Ping Chain | Synthetic resource break‑loop |
| BBCR Timeout | Abort & retry long waits |
| Boot Checkpoint | Shared boot guard for secrets/config |
📊 Implementation Status
| Feature | State |
|---|---|
| Topo‑sort deploy graph | ✅ Stable |
| Synthetic warm‑doc injector | ⚠️ Beta |
| BBCR deadlock timeout | ✅ Stable |
| Secrets boot guard | 🛠 Planned |
📝 Tips & Limits
- Keep cycles visible: run
wgfy graph vizto spot latent loops. - Tune
deadlock_timeoutper environment; GPUs often need longer. - For cross‑cloud deployments, enable
ping_chain.remote = true.
🔗 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.