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ProblemMap/Atlas/Fixes/official/family-fix-surface-v1.md
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<!--
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AI_NOTE_START
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Document role:
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This file is the first official family-level repair-facing surface for Atlas v1.
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How to use this file:
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1. Read this file after:
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- [Atlas Final Freeze v1](../../atlas-final-freeze-v1.md)
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- [Canonical Casebook v1](../../canonical-casebook-v1.md)
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- [Atlas-to-AI Adapter v1](../../atlas-to-ai-adapter-v1.md)
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2. Treat this document as the official first-repair layer of the atlas.
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3. Use this file to determine:
|
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- what to try first after correct routing
|
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- what not to try first
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- when to escalate into deeper WFGY 3.0 exploration
|
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- when to look for community implementation packs
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4. Do not use this document as a full deep repair manual for every node.
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|
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What this file is:
|
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- The first official family-level fix surface
|
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- A route-first repair grammar
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- The official public-facing first repair layer
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||||
|
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What this file is not:
|
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- Not the full WFGY 3.0 experiment engine
|
||||
- Not the complete node-by-node repair encyclopedia
|
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- Not the final custom audit layer
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- Not a guarantee that every real-world case is solved by one first move
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|
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Reading discipline for AI:
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- Route first, then repair.
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- Preserve the distinction between family-level first moves and deeper problem-specific experimental layers.
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- Do not overpromise closure.
|
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- Do not jump into downstream implementation details before the family cut is stable.
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|
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AI_NOTE_END
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-->
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# Family Fix Surface v1 🛠️
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## Problem Map 3.0 Troubleshooting Atlas
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## Official First Repair Layer by Family
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|
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## 0. Document Status 🚦
|
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|
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This document is the **first official family-level repair-facing layer** for the atlas system.
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|
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It exists to answer one practical question:
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|
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> After correct routing, what should be tried first?
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|
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This document is frozen as **Family Fix Surface v1**.
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|
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It is frozen not because the entire repair universe is finished, but because the atlas now has a stable enough first repair grammar to support:
|
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|
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- human troubleshooting
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- AI-assisted first repair guidance
|
||||
- demo flows
|
||||
- onboarding
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||||
- route-first repair discipline
|
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- bridge escalation into WFGY 3.0 and community fix packs
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|
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Future work should proceed through **fix-layer patch mode**, not by silently changing the official first repair grammar.
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|
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---
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|
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## 1. What this document is 🎯
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|
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This document is the **official first repair layer** of the atlas.
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|
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It sits after routing and before deeper experimentation.
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|
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Its job is to provide:
|
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|
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- family-level first repair moves
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- family-level misrepair warnings
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- escalation guidance
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- a stable public fix surface
|
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|
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In short:
|
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|
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> the atlas says where the failure lives
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> this document says what to try first
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|
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---
|
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|
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## 2. What this document does not do 🔍
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|
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This document does **not** try to do all repair work at once.
|
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|
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It does **not** provide:
|
||||
|
||||
- a full node-by-node repair encyclopedia
|
||||
- the full WFGY 3.0 experimental layer
|
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- every possible domain-specific implementation
|
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- every possible Colab or JSON artifact
|
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- full custom architectural diagnosis
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|
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This document is intentionally narrower.
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|
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It focuses on:
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|
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> **family-level first repair guidance**
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|
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That makes it useful, teachable, and stable.
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|
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---
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|
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## 3. Core repair discipline 🔒
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|
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The Fix Surface layer must obey the following order.
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|
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### Step 1 · Route the case correctly
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|
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Identify:
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|
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- primary family
|
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- secondary family
|
||||
- broken invariant
|
||||
- best current fit
|
||||
|
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### Step 2 · Apply the first repair move
|
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|
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Choose the family-level first move that best matches the routed failure region.
|
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|
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### Step 3 · Avoid the common misrepair
|
||||
|
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Each family has common wrong first moves.
|
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Avoiding these is often as important as choosing the first correct move.
|
||||
|
||||
### Step 4 · Escalate when needed
|
||||
|
||||
If the case remains stubborn, underdetermined, or high-pressure:
|
||||
|
||||
- bridge into deeper WFGY 3.0 exploration
|
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- use a community fix pack
|
||||
- or move into a stronger experiment or implementation layer
|
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|
||||
Short version:
|
||||
|
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> **route first
|
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> repair second
|
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> escalate third**
|
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|
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---
|
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|
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## 4. Family-level fix grammar 🧩
|
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|
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Each family section below uses the same structure:
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|
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1. what the family is trying to restore
|
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2. what to try first
|
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3. what not to try first
|
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4. when to escalate
|
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5. what kind of deeper layer may help
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|
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This keeps the repair surface teachable and reusable.
|
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|
||||
---
|
||||
|
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# F1 · Grounding & Evidence Integrity 🌍
|
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|
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## What F1 is trying to restore
|
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|
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F1 tries to restore correct alignment between output and:
|
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|
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- evidence anchors
|
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- truth-like anchors
|
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- world anchors
|
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- semantic targets
|
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- deployment reality
|
||||
|
||||
The repair goal is:
|
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|
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> reconnect the output to what it is supposed to be about
|
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|
||||
---
|
||||
|
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## First repair moves
|
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|
||||
Try these first:
|
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|
||||
- re-ground the case against the correct evidence source
|
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- verify the source-to-claim chain
|
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- compare the output against the real target, not just a proxy
|
||||
- trace chunk-to-answer or source-to-answer alignment
|
||||
- re-check whether the model is using the right world anchor at all
|
||||
|
||||
---
|
||||
|
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## Common misrepair
|
||||
|
||||
Do **not** start by:
|
||||
|
||||
- polishing style
|
||||
- rewriting tone
|
||||
- adding decorative chain-of-thought language
|
||||
- tweaking wording while leaving the anchor broken
|
||||
- treating semantic similarity as proof of real grounding
|
||||
|
||||
In many F1 cases, the system can sound more fluent while still being fundamentally wrong.
|
||||
|
||||
---
|
||||
|
||||
## Escalate when needed
|
||||
|
||||
Escalate when:
|
||||
|
||||
- the world anchor remains unclear
|
||||
- there are multiple possible referents
|
||||
- synthetic or truth-like extraction is involved
|
||||
- train / deploy mismatch is likely
|
||||
- grounding appears to fail differently across environments
|
||||
|
||||
---
|
||||
|
||||
## Deeper bridge direction
|
||||
|
||||
Use deeper WFGY 3.0 exploration when the case needs:
|
||||
|
||||
- truth-like extraction analysis
|
||||
- policy-to-world bridging
|
||||
- OOD grounding exploration
|
||||
- deployment-grounding stress design
|
||||
- explicit falsifiable grounding experiments
|
||||
|
||||
---
|
||||
|
||||
## One-line repair summary
|
||||
|
||||
**First reattach the output to the right anchor. Do not waste the first move on style.**
|
||||
|
||||
---
|
||||
|
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# F2 · Reasoning & Progression Integrity 🧠
|
||||
|
||||
## What F2 is trying to restore
|
||||
|
||||
F2 tries to restore stable movement through reasoning space.
|
||||
|
||||
The repair goal is:
|
||||
|
||||
> re-establish a viable progression path
|
||||
|
||||
This may involve:
|
||||
|
||||
- interpretation reset
|
||||
- decomposition repair
|
||||
- continuity restoration inside the reasoning path
|
||||
- collapse detection and recovery
|
||||
|
||||
---
|
||||
|
||||
## First repair moves
|
||||
|
||||
Try these first:
|
||||
|
||||
- decompose the task into smaller stable steps
|
||||
- insert checkpoints into the reasoning path
|
||||
- test alternate parses of the problem
|
||||
- reduce recursive depth when collapse is suspected
|
||||
- isolate the first place where progression becomes invalid
|
||||
|
||||
---
|
||||
|
||||
## Common misrepair
|
||||
|
||||
Do **not** start by:
|
||||
|
||||
- adding more raw context without restructuring the path
|
||||
- treating a progression failure as pure style failure
|
||||
- assuming every reasoning failure is a representation failure
|
||||
- expanding the chain blindly when the chain is already unstable
|
||||
- jumping to high-level philosophical framing before basic path stability is restored
|
||||
|
||||
---
|
||||
|
||||
## Escalate when needed
|
||||
|
||||
Escalate when:
|
||||
|
||||
- recursive instability is strong
|
||||
- collapse-recovery loops keep repeating
|
||||
- a symbolic progression branch is failing under pressure
|
||||
- the system can start but cannot stay viable through long chains
|
||||
|
||||
---
|
||||
|
||||
## Deeper bridge direction
|
||||
|
||||
Use deeper WFGY 3.0 exploration when the case needs:
|
||||
|
||||
- recursive horizon experiments
|
||||
- long-chain reasoning stress tests
|
||||
- recovery protocol design
|
||||
- decomposition strategy comparison
|
||||
- explicit collapse / recovery experiment harnesses
|
||||
|
||||
---
|
||||
|
||||
## One-line repair summary
|
||||
|
||||
**First restore a viable reasoning path. Do not make the path longer before making it stable.**
|
||||
|
||||
---
|
||||
|
||||
# F3 · State & Continuity Integrity 🧵
|
||||
|
||||
## What F3 is trying to restore
|
||||
|
||||
F3 tries to restore continuity across:
|
||||
|
||||
- memory
|
||||
- role
|
||||
- ownership
|
||||
- session thread
|
||||
- agent thread
|
||||
- viable state-space
|
||||
|
||||
The repair goal is:
|
||||
|
||||
> make the right state persist in the right way
|
||||
|
||||
---
|
||||
|
||||
## First repair moves
|
||||
|
||||
Try these first:
|
||||
|
||||
- restore memory persistence or continuity checkpoints
|
||||
- fence roles and responsibilities clearly
|
||||
- trace ownership of state and outputs
|
||||
- rebuild continuity across turns, sessions, or agents
|
||||
- identify where viable state-space was lost
|
||||
|
||||
---
|
||||
|
||||
## Common misrepair
|
||||
|
||||
Do **not** start by:
|
||||
|
||||
- adding more instructions while continuity remains broken
|
||||
- assuming every continuity issue is just a workflow issue
|
||||
- patching execution scaffolds before checking state ownership
|
||||
- treating role contamination as mere formatting confusion
|
||||
- throwing in more memory context without role discipline
|
||||
|
||||
---
|
||||
|
||||
## Escalate when needed
|
||||
|
||||
Escalate when:
|
||||
|
||||
- multiple agents or threads are interacting
|
||||
- ownership lines are ambiguous
|
||||
- continuity is drifting without obvious execution collapse
|
||||
- the system remains active but no longer viable as the same stateful process
|
||||
|
||||
---
|
||||
|
||||
## Deeper bridge direction
|
||||
|
||||
Use deeper WFGY 3.0 exploration when the case needs:
|
||||
|
||||
- multi-agent continuity experiments
|
||||
- ownership line analysis
|
||||
- interaction-thread drift testing
|
||||
- viable-state restoration strategies
|
||||
- persistent-state stress harnesses
|
||||
|
||||
---
|
||||
|
||||
## One-line repair summary
|
||||
|
||||
**First restore continuity and state ownership. Do not assume more instructions will repair a broken thread.**
|
||||
|
||||
---
|
||||
|
||||
# F4 · Execution & Contract Integrity ⚙️
|
||||
|
||||
## What F4 is trying to restore
|
||||
|
||||
F4 tries to restore operational closure across:
|
||||
|
||||
- readiness
|
||||
- ordering
|
||||
- liveness
|
||||
- bridge integrity
|
||||
- protocol closure
|
||||
- enforcement skeletons
|
||||
|
||||
The repair goal is:
|
||||
|
||||
> make the workflow actually close
|
||||
|
||||
---
|
||||
|
||||
## First repair moves
|
||||
|
||||
Try these first:
|
||||
|
||||
- check readiness and preconditions
|
||||
- validate ordering dependencies
|
||||
- test bridge integrity across modules or steps
|
||||
- identify deadlock or liveness failure points
|
||||
- trace whether the rule-to-action path truly closes
|
||||
|
||||
---
|
||||
|
||||
## Common misrepair
|
||||
|
||||
Do **not** start by:
|
||||
|
||||
- treating execution deadlock as a reasoning problem
|
||||
- changing prompts while a bridge remains broken
|
||||
- assuming policy exists just because a rule was written
|
||||
- polishing outputs before the workflow closes
|
||||
- rewriting explanations while liveness remains dead
|
||||
|
||||
---
|
||||
|
||||
## Escalate when needed
|
||||
|
||||
Escalate when:
|
||||
|
||||
- there are hidden ordering dependencies
|
||||
- multiple layers depend on each other
|
||||
- fallback logic exists in name only
|
||||
- institutional or protocol enforcement drift is present
|
||||
- the workflow “looks alive” but cannot actually complete
|
||||
|
||||
---
|
||||
|
||||
## Deeper bridge direction
|
||||
|
||||
Use deeper WFGY 3.0 exploration when the case needs:
|
||||
|
||||
- closure-path experiments
|
||||
- bridge integrity tests
|
||||
- readiness / deployment harnesses
|
||||
- protocol or contract stress mapping
|
||||
- fallback realism validation
|
||||
|
||||
---
|
||||
|
||||
## One-line repair summary
|
||||
|
||||
**First restore operational closure. Do not ask the system to think better before it can even close the loop.**
|
||||
|
||||
---
|
||||
|
||||
# F5 · Observability & Diagnosability Integrity 🔎
|
||||
|
||||
## What F5 is trying to restore
|
||||
|
||||
F5 tries to restore visibility into:
|
||||
|
||||
- failure paths
|
||||
- coherence conditions
|
||||
- audit routes
|
||||
- warning structure
|
||||
- fragility signals
|
||||
- meaning profiles
|
||||
|
||||
The repair goal is:
|
||||
|
||||
> make the failure visible enough to diagnose honestly
|
||||
|
||||
---
|
||||
|
||||
## First repair moves
|
||||
|
||||
Try these first:
|
||||
|
||||
- insert observability into the failure path
|
||||
- expose trace structure
|
||||
- add coherence probes
|
||||
- inspect the warning horizon
|
||||
- improve auditability before acting on abstract interpretations
|
||||
|
||||
---
|
||||
|
||||
## Common misrepair
|
||||
|
||||
Do **not** start by:
|
||||
|
||||
- jumping into regime intervention before visibility exists
|
||||
- treating opacity as proof of boundary failure
|
||||
- escalating to global theory when local observability is missing
|
||||
- assuming the first fluent explanation is the right one
|
||||
- repairing structure you still cannot see clearly
|
||||
|
||||
---
|
||||
|
||||
## Escalate when needed
|
||||
|
||||
Escalate when:
|
||||
|
||||
- pre-failure warning is weak
|
||||
- coherence is hard to inspect
|
||||
- interpretability pressure is scaling
|
||||
- the system might be entering a more serious boundary or regime failure but cannot yet be confirmed
|
||||
|
||||
---
|
||||
|
||||
## Deeper bridge direction
|
||||
|
||||
Use deeper WFGY 3.0 exploration when the case needs:
|
||||
|
||||
- warning-horizon experiments
|
||||
- fragility signature testing
|
||||
- auditability design
|
||||
- value / information coherence tracing
|
||||
- high-abstract diagnosability mapping
|
||||
|
||||
---
|
||||
|
||||
## One-line repair summary
|
||||
|
||||
**First make the failure visible. Do not intervene at the highest level before the structure is diagnosable.**
|
||||
|
||||
---
|
||||
|
||||
# F6 · Boundary & Safety Integrity 🛡️
|
||||
|
||||
## What F6 is trying to restore
|
||||
|
||||
F6 tries to restore viable boundaries across:
|
||||
|
||||
- goals
|
||||
- control
|
||||
- incentives
|
||||
- collective structure
|
||||
- safe corridors
|
||||
- regime behavior
|
||||
|
||||
The repair goal is:
|
||||
|
||||
> bring the system back inside a viable boundary
|
||||
|
||||
---
|
||||
|
||||
## First repair moves
|
||||
|
||||
Try these first:
|
||||
|
||||
- inspect alignment or control path integrity
|
||||
- identify incentive drift or capture
|
||||
- test whether the system is still inside a safe corridor
|
||||
- examine whether collective boundaries are eroding
|
||||
- separate proxy optimization from true target structure
|
||||
|
||||
---
|
||||
|
||||
## Common misrepair
|
||||
|
||||
Do **not** start by:
|
||||
|
||||
- adding more observability alone when the boundary is already failing
|
||||
- assuming all F6 problems are just better-interpretability problems
|
||||
- rewriting goals without checking control paths
|
||||
- treating collective regime drift as a local style or logging issue
|
||||
- delaying stabilization while waiting for perfect explanation
|
||||
|
||||
---
|
||||
|
||||
## Escalate when needed
|
||||
|
||||
Escalate when:
|
||||
|
||||
- collective overshoot is likely
|
||||
- incentive amplification is strong
|
||||
- control paths are weakening fast
|
||||
- boundary damage is already active, not just predicted
|
||||
|
||||
---
|
||||
|
||||
## Deeper bridge direction
|
||||
|
||||
Use deeper WFGY 3.0 exploration when the case needs:
|
||||
|
||||
- corridor stability analysis
|
||||
- overshoot / runaway regime experiments
|
||||
- incentive tension mapping
|
||||
- collective-boundary stress design
|
||||
- intervention margin analysis
|
||||
|
||||
---
|
||||
|
||||
## One-line repair summary
|
||||
|
||||
**First restore the boundary. Do not mistake a real boundary breach for a visibility problem alone.**
|
||||
|
||||
---
|
||||
|
||||
# F7 · Representation & Localization Integrity 🧱
|
||||
|
||||
## What F7 is trying to restore
|
||||
|
||||
F7 tries to restore structural fidelity across:
|
||||
|
||||
- symbolic shells
|
||||
- formal containers
|
||||
- layouts
|
||||
- local anchors
|
||||
- explanations
|
||||
- synthetic structures
|
||||
|
||||
The repair goal is:
|
||||
|
||||
> make the container faithful enough to carry the structure again
|
||||
|
||||
---
|
||||
|
||||
## First repair moves
|
||||
|
||||
Try these first:
|
||||
|
||||
- audit descriptor fidelity
|
||||
- check whether the formal container is adequate
|
||||
- validate layout and local anchoring
|
||||
- test whether symbolic structure is being preserved
|
||||
- inspect hierarchy or skeleton integrity
|
||||
|
||||
---
|
||||
|
||||
## Common misrepair
|
||||
|
||||
Do **not** start by:
|
||||
|
||||
- expanding reasoning chains when the container itself is broken
|
||||
- assuming semantic grounding is always the first problem
|
||||
- patching style before repairing structural fidelity
|
||||
- treating layout or symbolic distortion as superficial
|
||||
- using richer explanation text to hide a broken carrier
|
||||
|
||||
---
|
||||
|
||||
## Escalate when needed
|
||||
|
||||
Escalate when:
|
||||
|
||||
- synthetic structure is unstable
|
||||
- formal adequacy is unclear
|
||||
- descriptor drift is severe
|
||||
- local anchors are failing under pressure
|
||||
- the structure looks complete but carries the wrong internal geometry
|
||||
|
||||
---
|
||||
|
||||
## Deeper bridge direction
|
||||
|
||||
Use deeper WFGY 3.0 exploration when the case needs:
|
||||
|
||||
- formal adequacy experiments
|
||||
- descriptor fidelity tests
|
||||
- synthetic structure stress design
|
||||
- hierarchy preservation checks
|
||||
- representation drift analysis
|
||||
|
||||
---
|
||||
|
||||
## One-line repair summary
|
||||
|
||||
**First repair the container. Do not demand better reasoning from a broken carrier.**
|
||||
|
||||
---
|
||||
|
||||
## 5. Cross-family repair discipline 🔗
|
||||
|
||||
Not every case will remain cleanly inside one family.
|
||||
|
||||
That is why the official fix surface must preserve cross-family discipline.
|
||||
|
||||
### F1 / F7
|
||||
|
||||
- if the output is detached from reality or evidence, repair grounding first
|
||||
- if the structure carrying the meaning is distorted, repair the container first
|
||||
|
||||
### F5 / F6
|
||||
|
||||
- if you still cannot see the failure clearly, repair diagnosability first
|
||||
- if the system is already outside a viable boundary, repair the boundary first
|
||||
|
||||
### F3 / F4
|
||||
|
||||
- if the thread is broken, repair continuity first
|
||||
- if the loop cannot close, repair execution first
|
||||
|
||||
### F2 / F7
|
||||
|
||||
- if the carrier is broken, repair representation first
|
||||
- if the carrier is acceptable but the path collapses, repair progression first
|
||||
|
||||
These cuts matter because many bad fixes begin by repairing the wrong family.
|
||||
|
||||
---
|
||||
|
||||
## 6. Misrepair pattern summary ⚠️
|
||||
|
||||
A wrong first move often looks like one of these:
|
||||
|
||||
- fixing tone when grounding is broken
|
||||
- adding instructions when continuity is broken
|
||||
- changing prompts when the workflow cannot close
|
||||
- intervening at a regime level when observability is missing
|
||||
- adding explanation when the boundary is already breached
|
||||
- extending reasoning when the representation carrier is already damaged
|
||||
|
||||
This is why route-first discipline matters so much.
|
||||
|
||||
---
|
||||
|
||||
## 7. Relationship to WFGY 3.0 🌊
|
||||
|
||||
This official fix surface is intentionally **lighter** than WFGY 3.0.
|
||||
|
||||
### This document gives:
|
||||
|
||||
- family-level first repair moves
|
||||
- first common mistakes
|
||||
- escalation direction
|
||||
- first bridge to deeper work
|
||||
|
||||
### WFGY 3.0 gives:
|
||||
|
||||
- deeper experimental reasoning
|
||||
- problem-specific MVP exploration
|
||||
- stronger tension-based analysis
|
||||
- falsifiable structural exploration
|
||||
- deeper reusable repair pathways
|
||||
|
||||
Short version:
|
||||
|
||||
> **this document gives first repair grammar**
|
||||
> **WFGY 3.0 gives deeper experimental repair exploration**
|
||||
|
||||
That means this file is a public first layer, not the entire engine.
|
||||
|
||||
---
|
||||
|
||||
## 8. Relationship to community fixes 🤝
|
||||
|
||||
This file is the official surface.
|
||||
It should remain stable and compact.
|
||||
|
||||
Community-contributed fixes may later extend this surface with:
|
||||
|
||||
- Colab notebooks
|
||||
- JSON schemas
|
||||
- prompt packs
|
||||
- workflow examples
|
||||
- benchmark reruns
|
||||
- reproduction packs
|
||||
|
||||
But community growth should attach to this official grammar, not replace it.
|
||||
|
||||
That is why this file belongs inside the official fix layer.
|
||||
|
||||
---
|
||||
|
||||
## 9. How to use this file in practice 🧪
|
||||
|
||||
A practical use sequence should look like this:
|
||||
|
||||
### Step 1
|
||||
|
||||
Route the case using:
|
||||
|
||||
- [Atlas Final Freeze v1](../../atlas-final-freeze-v1.md)
|
||||
- [Canonical Casebook v1](../../canonical-casebook-v1.md)
|
||||
- [Atlas-to-AI Adapter v1](../../atlas-to-ai-adapter-v1.md)
|
||||
|
||||
### Step 2
|
||||
|
||||
Use this file to choose:
|
||||
|
||||
- what to try first
|
||||
- what not to try first
|
||||
- whether escalation is needed
|
||||
|
||||
### Step 3
|
||||
|
||||
If deeper work is needed, move into:
|
||||
|
||||
- [Atlas to WFGY Bridge v1](./atlas-to-wfgy-bridge-v1.md)
|
||||
- community fix packs
|
||||
- or more experimental problem-specific layers
|
||||
|
||||
This keeps the repair flow clean:
|
||||
|
||||
> route
|
||||
> first repair
|
||||
> escalate
|
||||
> implement
|
||||
|
||||
---
|
||||
|
||||
## 10. Patch protocol 🔄
|
||||
|
||||
Family Fix Surface v1 is frozen, but not closed.
|
||||
|
||||
### Small patch
|
||||
|
||||
Use for:
|
||||
|
||||
- wording refinement
|
||||
- stronger first-move phrasing
|
||||
- clearer misrepair warnings
|
||||
- better escalation guidance
|
||||
|
||||
### Medium patch
|
||||
|
||||
Use for:
|
||||
|
||||
- adding family-level examples
|
||||
- adding new stable first-repair distinctions
|
||||
- improving cross-family repair discipline
|
||||
- integrating stronger official bridge notes
|
||||
|
||||
### Large patch
|
||||
|
||||
Only use if:
|
||||
|
||||
- family-level first moves repeatedly fail under stable routing
|
||||
- the official first repair grammar becomes structurally misleading
|
||||
- the relationship between family routing and first repair must be redesigned
|
||||
|
||||
### Current status
|
||||
|
||||
No large-patch pressure is currently justified.
|
||||
|
||||
---
|
||||
|
||||
## 11. Official status
|
||||
|
||||
The correct formal statement is:
|
||||
|
||||
> Family Fix Surface v1 is the first frozen official repair-facing layer of Problem Map 3.0 Troubleshooting Atlas.
|
||||
> It defines family-level first repair moves, common misrepair patterns, and escalation directions while preserving route-first discipline.
|
||||
|
||||
---
|
||||
|
||||
## 12. One-line version
|
||||
|
||||
**Family Fix Surface v1 tells you what to try first after correct atlas routing.**
|
||||
|
||||
---
|
||||
|
||||
## 13. Closing note ✨
|
||||
|
||||
A strong atlas should not stop at naming failures.
|
||||
|
||||
It should also help people and AI systems take a better first action.
|
||||
|
||||
That is what this file is for.
|
||||
|
||||
It does not promise total closure.
|
||||
It gives a disciplined first move.
|
||||
Loading…
Add table
Add a link
Reference in a new issue