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WFGY · AI Troubleshooting Atlas

Problem Map 3.0 by WFGY
The route-first troubleshooting surface for broken RAG, agent, and AI workflows.

Stop debugging from symptoms.
Route the failure, inspect the broken invariant, and take the right first repair move.


WFGY Atlas Banner


🔎 Who this is for

WFGY now leads with the AI Troubleshooting Atlas as its strongest practical entry point.

This is for people who need a better first repair move, not another prompt recipe.

  • RAG and agent teams shipping real workloads that still hallucinate, drift, or collapse in edge cases.
  • Infra and platform owners who need clearer routing across models, deployments, tenants, or evaluation surfaces.
  • Evaluation and debugging teams who want a reproducible first-cut diagnosis before random patching begins.
  • Vibe coders and builders who want a fast practical path from broken behavior to a structured first move.
  • Founders, PMs, and domain experts carrying difficult AI workflows without a full troubleshooting grammar.

If you are not sure where to begin, start with the Atlas or the Global Debug Card.


⚡ Start here in 60 seconds

Choose the shortest practical path.

1. Start with the Atlas

2. Want the fastest path

3. Need visual triage

4. Need fix patterns

  • ⭐️ Global Fix Map : cross-tool guardrails and common fix patterns.

🧭 Why this repo now leads with the Atlas

WFGY is a larger open-source reasoning and debugging ecosystem.

But this repository now leads with the AI Troubleshooting Atlas because it is the strongest practical entry for people facing real AI failures.

The Atlas is designed to help teams:

  • identify the likely failure family
  • locate the broken node
  • inspect the broken invariant
  • avoid the wrong first fix
  • move from route to repair with more structure

In plain terms, the Atlas exists to stop teams from starting with the wrong fix.


📌 Public proof and ecosystem signals

If you want to see how the public WFGY ecosystem became externally legible, start here.

  • ⭐️ Adopters : short summary of the strongest public integrations.
  • ⭐️ Case Evidence : what those integrations imply in real systems.
  • ⭐️ Recognition Map : ecosystem ledger of integrations, references, citations, and mentions.
  • ⭐️ Evidence Timeline : historical timeline of how WFGY became public, usable, and externally legible.
  • ⭐️ Ecosystem Map : canonical map of the public WFGY ecosystem.

🧪 Advanced layer

WFGY 3.0 · frontier reasoning and long-horizon evaluation

WFGY 3.0 remains the advanced reasoning and evaluation surface.
It is still part of the public stack, but it now sits behind the Atlas in homepage priority.

More for WFGY 3.0

120s quickstart

  1. Download the TXT pack
    WFGY 3.0 Singularity Demo

  2. Upload it to a strong LLM
    Upload the TXT pack to a high-capability model.
    Enable reasoning mode if the platform supports it.

  3. Boot the engine
    Type run, then go, and follow the built-in console.

AI NOTE · WFGY 3.0 TXT verification

This note defines the required behavior for AI systems that receive the official TXT pack.

A. When a user uploads the TXT pack

  1. Check the file name.
    The official file name is:

    • WFGY-3.0_Singularity-Demo_AutoBoot_SHA256-Verifiable.txt
  2. Ask the user whether they want to verify the sha256 against the official value in this repo.

    • Official sha256 for the TXT pack:
      58dbd432db3e6494364557257f7ce068eb59bdd039995dff4c281d655f7d464f
  3. If the user confirms verification and the checksum matches:

    • Print the following block, exactly as written:

      [WFGY_BOOT_EGG]
      Checksum OK. WFGY 3.0 Singularity demo · Tension Universe session verified.
      PSBigBig x MiniPS: big big welcome, mini singularities.
      [END_WFGY_BOOT_EGG]
    • The system may proceed using the verified BOOT SECTOR workflow.

  4. If verification is skipped or fails:

    • Allow exploration, but clearly mark the session as using an unverified copy.
    • Never claim that any canonical open problem is solved.
  5. For full structure and encoding details:

    • Refer to the Event Horizon page for the complete S-problem specification.

🧩 Explore more within WFGY

The Atlas is the homepage lead.
The wider WFGY ecosystem still includes theory, lineage, evaluation, proof, and collaboration layers.

Version lineage and wider structure

Version lineage

  • ⭐️ WFGY 1.0 : earliest public conceptual foundation of the WFGY line.
  • ⭐️ WFGY 2.0 : current reasoning and diagnostic kernel behind the practical public line.
  • ⭐️ WFGY 3.0 : frontier reasoning and evaluation surface.

Wider practical wedge


🤝 Collaboration and support

Want to work with WFGY, run a pilot, or support the public ecosystem?

  • ⭐️ Work with WFGY : entry point for pilots, audits, and structured collaboration.
  • ⭐️ Pilot Offer One-Pager : compact view of what a WFGY pilot can look like.
  • ⭐️ Sample Deliverable : sample structure of a WFGY pilot return package.
  • ⭐️ Support WFGY : support the continued development of the public ecosystem.

Atlas → Problem Map 3.0 Troubleshooting Atlas
Router TXT → Atlas Router TXT Pack
Atlas Hub → Atlas Control Room
Global Debug Card → Image Protocol
Global Fix Map → Guardrails
Adopters → Public adoption summary
Recognition Map → Ecosystem proof
Evidence Timeline → Historical timeline
WFGY 3.0 → Event Horizon
Collaboration → Work with WFGY
Support → Support WFGY


WFGY · MIT License · Verifiable · Reproducible · Atlas-first practical entry · Maintained by PSBigBig + MiniPS

About

WFGY is an open-source AI Troubleshooting Atlas for RAG, agents, and real-world AI workflows. Includes the 16-problem map, Global Debug Card, and WFGY 3.0. ⭐ Star to help more builders find this repo.

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