From eeb85e5b53edc56c5be785047e94b3715f3cfcc2 Mon Sep 17 00:00:00 2001 From: PSBigBig + MiniPS Date: Wed, 11 Mar 2026 20:29:22 +0800 Subject: [PATCH] Update wfgy-ai-problem-map-troubleshooting-atlas.md --- ...gy-ai-problem-map-troubleshooting-atlas.md | 431 +++++++++++++++++- 1 file changed, 414 insertions(+), 17 deletions(-) diff --git a/ProblemMap/wfgy-ai-problem-map-troubleshooting-atlas.md b/ProblemMap/wfgy-ai-problem-map-troubleshooting-atlas.md index da5970f0..fb27f4c9 100644 --- a/ProblemMap/wfgy-ai-problem-map-troubleshooting-atlas.md +++ b/ProblemMap/wfgy-ai-problem-map-troubleshooting-atlas.md @@ -50,36 +50,433 @@ Important: --- -# Problem Map · AI Troubleshooting Atlas + + +# Problem Map 3.0 Troubleshooting Atlas ChatGPT Image 2026年3月10日 下午01_50_47 +## A routing grammar for AI failures, system failures, and high-pressure diagnostic cases -🧭 **Problem Map 3.0** is the next evolution of the WFGY troubleshooting system. +Problem Map 3.0 Troubleshooting Atlas is the next major evolution of the Problem Map line. -The original **Problem Map 1.0** introduced a structured **16-problem checklist for RAG failures**, which has already been referenced and integrated across multiple open-source projects. +It is not just a checklist. +It is not just a naming table. +It is not just a collection of debugging tips. -Our goal now is to expand that idea into something bigger. +It is a structured troubleshooting atlas built to help humans and AI systems do five things more reliably: -Problem Map 3.0 aims to transform the original **RAG problem map** into a broader **AI troubleshooting atlas** capable of diagnosing failures across modern AI systems, including: +1. classify a failure +2. identify which invariant is broken +3. separate neighboring failure regions that are easy to confuse +4. choose the right first repair direction +5. keep future debugging from collapsing into ad hoc guesswork -- RAG pipelines -- agent workflows -- tool calling systems -- evaluation and debugging loops +In short: -Instead of focusing only on RAG errors, the new atlas will organize **failure patterns, debugging paths, and recovery strategies** in a more structured and scalable way. +> Problem Map 3.0 is a routing grammar for failures. -This next iteration is designed to help developers understand **where AI systems break, why they break, and how to systematically recover from those failures**. +--- -⚙️ **Release status** +## Why this exists -Problem Map 3.0 is currently under active development. +Modern AI systems do not usually fail in one clean way. -📅 **Planned public release:** **2026-03-13** +A failure may look like hallucination, but actually be grounding drift. +A failure may look like reasoning collapse, but actually begin with a broken symbolic container. +A failure may look like safety trouble, but actually begin with missing observability. +A failure may look like memory trouble, but actually come from execution closure or bridge failure. -The upcoming release will introduce a significantly expanded troubleshooting atlas, new diagnostic layers, and improved visual debugging maps. +This is why ordinary checklists become too shallow. -🚧 More details, maps, and debugging protocols will be published as the release approaches. +Problem Map 3.0 Troubleshooting Atlas was built to give a more stable way to cut these failure regions apart, so that diagnosis and first repair moves become more consistent. -Stay tuned. +--- + +## Why “3.0” + +The name matters. + +“Problem Map” stays because the system grows out of the earlier Problem Map line and preserves its original debugging spirit. + +“3.0” matters because this is not a small cosmetic update. +It is a structural jump: + +- from checklist logic to atlas logic +- from flat failure naming to routing grammar +- from isolated debugging tips to a reusable failure map +- from AI-only practical use toward a broader complex-system debugging framework + +“Troubleshooting Atlas” matters because this project is meant to feel like a map, not a loose article, and like an operating debugging surface, not a decorative theory piece. + +--- + +## What makes this different + +Most debugging material does one of three things: + +- it names symptoms +- it lists best practices +- it gives local fixes + +Problem Map 3.0 tries to do something more structural. + +It organizes failure space into a stable mother table, then teaches how to move through that table using: + +- family routing +- boundary rules +- canonical cases +- relation lines +- first repair directions +- patch discipline + +That is why this project is better understood as a routing grammar than a checklist. + +--- + +## The seven-family mother table + +The current atlas is organized around seven top-level failure families. + +### F1. Grounding & Evidence Integrity + +The system fails to stay aligned with external evidence, truth-like anchors, world anchors, or semantic targets. + +Short intuition: +the output is no longer properly tied to reality, evidence, or the intended target. + +### F2. Reasoning & Progression Integrity + +The reasoning chain, decomposition chain, recursive chain, or recovery chain loses continuity, controllability, or recoverability. + +Short intuition: +the system is no longer moving through reasoning space in a stable way. + +### F3. State & Continuity Integrity + +Memory, role, ownership, session thread, or continuity thread can no longer remain stable across steps, sessions, or agents. + +Short intuition: +the system no longer preserves who is doing what, what persists, and what should remain continuous. + +### F4. Execution & Contract Integrity + +Ordering, readiness, bridge integrity, liveness, closure, protocol, or enforcement skeletons fail to close. + +Short intuition: +the workflow or operational skeleton breaks before the task can complete safely. + +### F5. Observability & Diagnosability Integrity + +The system cannot stably expose, trace, audit, interpret, or anticipate the structures needed to understand the failure. + +Short intuition: +the problem may already be there, but you cannot yet see it clearly enough to diagnose it properly. + +### F6. Boundary & Safety Integrity + +Goal, control, incentive, collective, or regime boundaries drift, erode, fragment, or become captured. + +Short intuition: +the system no longer stays inside a safe or viable boundary. + +### F7. Representation & Localization Integrity + +Symbolic shells, formal containers, layouts, local anchors, explanations, or synthetic structures fail to preserve structure faithfully. + +Short intuition: +the container that carries meaning is distorted, even before the reasoning or grounding layer fully fails. + +--- + +## Why these seven families exist + +These seven families were not chosen by vibe, aesthetics, or rhetorical convenience. + +They were carved through a longer reasoning and stress process built on the WFGY line: + +- **WFGY 1.0** contributed the original self-healing logic and four-module correction framework +- **WFGY 2.0** pushed the system toward explicit routing, guardrails, and text-native control logic +- **WFGY 3.0** expanded the pressure field through a much larger cross-domain problem set and effective-layer stress structure + +The result is that the seven families are not topic buckets. +They are better understood as seven recurring modes of instability in complex systems. + +That is why the atlas can begin with AI failures, while still pointing beyond AI. + +--- + +## Engineering language and broader language + +The atlas currently has an engineering-facing expression because AI debugging is the first deeply carved domain. + +At the same time, the same mother structure can be read more broadly as a complex-system diagnostic grammar. + +That is the deeper reason this atlas can eventually bridge from: + +- AI failures +- agent and workflow failures +- observability failures +- alignment and coordination failures + +toward more general system pressures involving institutions, collective dynamics, coherence, and structural breakdown. + +This broader bridge is real, but it should be described carefully. + +The current project does **not** claim that a final civilization-wide atlas is already complete. +It claims that the current mother structure is already strong enough to support the first formal bridge. + +--- + +## How to use this atlas + +There are three basic ways to use Problem Map 3.0. + +### 1. Human debugging + +Use the atlas to ask: + +- what kind of failure is this +- which family should I route to first +- which neighboring family is tempting but wrong +- what first repair direction should I try + +### 2. AI-assisted routing + +Use the atlas as an AI-facing routing grammar so that a model can classify a case more consistently and explain why one family is primary and another is only secondary. + +### 3. Product and workflow design + +Use the atlas as a design surface for: + +- triage flows +- case cards +- routing prompts +- onboarding +- benchmark failure analysis +- patch-driven debugging workflows + +--- + +## What this project currently includes + +Problem Map 3.0 Troubleshooting Atlas already includes a stable first body of work. + +### Core atlas + +A frozen first atlas structure with: + +- seven-family mother table +- major routing rules +- canonical node layer +- high-value subtree layer +- relation matrix +- patch discipline + +### Casebook layer + +A first canonical casebook that teaches: + +- what each family looks like +- how important boundaries should be cut +- how diagnosis changes the first repair move + +### AI adapter layer + +A first atlas-to-AI adapter layer that compresses atlas logic into reusable routing modes for model-facing use. + +### Patch layer + +A first completed patch wave that thickens selected subtrees, strengthens relations, improves case teaching, and improves adapter usability. + +### Cross-domain bridge layer + +A first formal bridge pack showing that the current atlas can already extend beyond narrow AI-only framing without requiring a redraw of the mother table. + +--- + +## What this project does not claim + +This page does **not** claim that: + +- every possible failure has already been captured +- all subtrees are fully expanded +- all relations are fully enumerated +- all future cross-domain problems are already solved by the current map +- no more patching is needed +- the final civilization-scale atlas is already complete + +The safer and more accurate claim is: + +> the first formal atlas version is complete enough to freeze, +> and future work should continue through patching, thickening, adaptation, and demonstration expansion. + +--- + +## Why this matters now + +AI systems are becoming more layered, more agentic, more stateful, and more operational. + +When systems grow like this, debugging fails if every mistake is treated as just: + +- “hallucination” +- “prompting issue” +- “model limitation” +- “alignment problem” +- “bad retrieval” +- “bad reasoning” + +Those labels are too coarse. + +What teams increasingly need is a reusable grammar that can say: + +- this is grounding-first, not reasoning-first +- this is container-first, not semantics-first +- this is observability-first, not boundary-first +- this is execution-first, not continuity-first + +That is the practical value of this atlas. + +--- + +## The broader direction + +Problem Map 3.0 is being built first as a powerful AI troubleshooting atlas. + +That is the practical entry point. + +At the same time, the long-range direction is larger: + +the same family grammar appears capable of absorbing more general failures in coordination, institutions, coherence, collective pressure, and structural breakdown. + +The current state should therefore be read like this: + +> AI Troubleshooting Atlas is the first validated operational surface. +> A broader complex-system or civilization-scale debug grammar is the next bridge, not a marketing shortcut. + +This distinction matters, and we keep it intentionally. + +--- + +## Repository structure + +This main page is the product-facing entry point. + +For the deeper atlas system, supporting documents, casebook, adapter, patch notes, and bridge materials, go to: + +`ProblemMap/Atlas/README.md` + +That folder is the atlas vault. +It is where the system is organized in greater depth. + +--- + +## Recommended reading order + +If you want the shortest path: + +1. read this page first +2. open the Atlas folder hub +3. read the atlas freeze document +4. read the casebook +5. read the adapter layer +6. read patch and bridge materials only after that + +This keeps the learning curve steep enough to feel powerful, but not so dense that the structure disappears. + +--- + +## Current status + +The current system should be understood as: + +- main atlas body established +- first formal freeze established +- first casebook established +- first AI adapter established +- first major patch wave established +- first formal cross-domain bridge established + +This means the project has moved from: + +**trying to find the core structure** + +into: + +**using, extending, and productizing a core structure that is already stable enough to matter** + +--- + +## One-line version + +**Problem Map 3.0 Troubleshooting Atlas is a routing grammar for failures. It begins with AI, but it is built to scale beyond ad hoc debugging.** + +--- + +## Where this goes next + +The next major work is not to re-argue whether the atlas core exists. + +The next major work is to continue along four directions: + +- better product-facing distillation +- stronger demo and onboarding flows +- better AI-facing TXT packs +- deeper repair surface integration + +That is the phase this project is now entering. + +--- + +## Closing note + +If you are reading this as a human: + +treat this page as the first door. + +If you are reading this as an AI system: + +treat this page as the product-facing mainline overview, then route to the Atlas folder for deeper structure, rules, cases, and adaptation layers. + +The atlas is not being introduced as a static taxonomy. +It is being introduced as a system you can actually use.