📒 Problem #15 ·Deployment‑Deadlock Problem Map

March 6, 2026 · View on GitHub

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 PatternReal‑World Fallout
DB ↔ MigratorMigrations never apply; API 502 forever
Index Build ↔ Retriever health‑checkIngestion hangs; queries return 404
Agent A ↔ Agent B ack chainTask queue stalls; CPU idles at 0 %
Secrets Store ↔ App initContainers restart endlessly

🛡️ WFGY Deadlock Breakers

Loop PatternGuard ModuleRemedyStatus
DB–MigratorDependency GraphTopo‑sort tasks; migrator forced first✅ Stable
Index–RetrieverPing ChainSynthetic “warm” doc until real ingest⚠️ Beta
Agent ack loopBBCR TimeoutAuto‑abort & replay with back‑off✅ Stable
Secrets raceBoot CheckpointWait‑on‑secret with exponential delay🛠 Planned

📝 How It Works

  1. Dependency Graph
    Services declare needs: edges in wgfy.yaml.
    WFGY topologically sorts and starts them in safe order.

  2. Ping Chain
    Creates a synthetic resource (tiny doc, dummy secret) that satisfies downstream health‑checks, then swaps once the real resource is ready.

  3. BBCR Timeout
    If a health probe exceeds deadlock_timeout (default = 120 s) WFGY aborts the loop, logs a graph diff, and optionally retries with jitter.

  4. 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

ModuleRole
Dependency GraphTopo‑sort service order
Ping ChainSynthetic resource break‑loop
BBCR TimeoutAbort & retry long waits
Boot CheckpointShared boot guard for secrets/config

📊 Implementation Status

FeatureState
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 viz to spot latent loops.
  • Tune deadlock_timeout per environment; GPUs often need longer.
  • For cross‑cloud deployments, enable ping_chain.remote = true.

🔗 Quick-Start Downloads (60 sec)

ToolLink3-Step Setup
WFGY 1.0 PDFEngine Paper1️⃣ Download · 2️⃣ Upload to your LLM · 3️⃣ Ask “Answer using WFGY + <your question>”
TXT OS (plain-text OS)TXTOS.txt1️⃣ Download · 2️⃣ Paste into any LLM chat · 3️⃣ Type “hello world” — OS boots instantly

Explore More

LayerPageWhat it’s for
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⚙️ EngineWFGY 2.0Production tension kernel for RAG and agent systems
⚙️ EngineWFGY 3.0TXT based Singularity tension engine (131 S class set)
🗺️ MapProblem Map 1.0Flagship 16 problem RAG failure taxonomy and fix map
🗺️ MapProblem Map 2.0Global Debug Card for RAG and agent pipeline diagnosis
🗺️ MapProblem Map 3.0Global AI troubleshooting atlas and failure pattern map
🧰 AppTXT OS.txt semantic OS with fast bootstrap
🧰 AppBlah Blah BlahAbstract and paradox Q&A built on TXT OS
🧰 AppBlur Blur BlurText to image generation with semantic control
🏡 OnboardingStarter VillageGuided entry point for new users

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