19 KiB
Atlas to WFGY Bridge v1 🌉
Problem Map 3.0 Troubleshooting Atlas
Official bridge from first repair grammar to deeper WFGY 3.0 exploration
Quick links:
- Back to Official Fixes
- Back to Family Fix Surface v1
- Back to Misrepair Patterns v1
- Back to Atlas landing page
- Back to AI Eval Evidence
- Back to Atlas Hub
- Open the Flagship Runnable Demo Pack
- Get the Atlas Router TXT
This file defines the official escalation bridge from atlas-level first repair into deeper WFGY 3.0 exploration.
If you already know:
- what to try first
- what wrong first move to avoid
then this page answers the next practical question:
When is the official first-repair layer no longer enough, and how should the case be handed into WFGY 3.0?
The atlas and WFGY do related but different jobs.
The atlas helps you:
- route the case
- identify the broken invariant
- choose the first repair move
- avoid the first big misrepair
WFGY 3.0 helps with deeper work such as:
- structural exploration
- problem-specific experiment design
- MVP recovery pathways
- falsifiable repair exploration
- stronger recovery and transfer thinking
This bridge exists so those two layers connect cleanly instead of collapsing into each other.
Quick start 🧭
Use this page in the following order:
- read When to escalate into WFGY 3.0
- read The official bridge workflow
- read What a good WFGY escalation prompt should contain
- use the Minimal escalation handoff template
- only then jump to your family section if the case needs deeper family-specific exploration
If you want the shortest practical rule:
route first
try the family-level first repair
escalate only when the case remains structurally hard, persistent, or experimentally unresolved
Escalation quick map 🚀
| Situation | Stay at atlas level first | Escalate to WFGY when |
|---|---|---|
| the first repair move is obvious and works | yes | no |
| the first repair move is sensible but the case stays resistant | maybe | yes |
| the case sits near a hard boundary or abstract pressure zone | maybe | yes |
| you need reusable recovery design, not just one local fix | maybe | yes |
| you only need a fast public first move | yes | no |
| the case is recursive, synthetic, collective, or structurally deep | maybe | yes |
Why this bridge exists 🧭
Without a bridge, two bad things happen.
Failure mode A
People stop at routing and never move into deeper repair exploration.
Result:
- they classify correctly
- but do not know how to deepen the repair path
Failure mode B
People jump straight into deep experimentation without stable routing.
Result:
- they explore the wrong region
- they design the wrong experiment
- they confuse downstream detail with upstream diagnosis
The bridge exists to prevent both mistakes.
Short version:
Route with the atlas first.
Then escalate into WFGY 3.0 only when deeper work is needed.
Core principle 🔑
The bridge obeys one main rule:
Atlas first, WFGY second.
That means:
- use the atlas to route the case
- use the family fix surface to choose the first repair move
- only then escalate into WFGY 3.0 if the case needs deeper exploration
This order matters because WFGY 3.0 becomes much more useful when the problem has already been structurally narrowed.
What the atlas gives vs what WFGY gives 🧩
The atlas gives
- family routing
- broken invariant naming
- boundary discipline
- first repair direction
- misrepair warnings
- a stable public troubleshooting grammar
WFGY 3.0 gives
- deeper experimental cuts
- stronger structural exploration
- tension-aware repair thinking
- problem-specific MVP logic
- explicit recovery exploration
- reusable experimental patterns across harder cases
Short version:
Atlas = where the failure lives and what to try first
WFGY 3.0 = how to explore deeper repair space when the first move is not enough
What this bridge does not claim 🔍
This bridge does not claim that:
- every atlas case already has a finished WFGY 3.0 deep pack
- every repair can be completed automatically by loading one TXT pack
- routing is optional if WFGY is strong enough
- deeper exploration is always needed
- WFGY escalation replaces community implementation work
- the current bridge is the final complete integration layer
This bridge claims only that:
atlas-level diagnosis and first repair can now be connected in a formal way to deeper WFGY 3.0 exploration when the case requires more than the official first fix surface
When to escalate into WFGY 3.0 🚀
Not every case needs deep escalation.
Atlas-level first repair is often enough for:
- clear F1 grounding cleanup
- simple F3 continuity restoration
- obvious F4 readiness or liveness repairs
- straightforward F5 observability uplift
- clean F7 descriptor or structure repair
Escalate into WFGY 3.0 when one or more of the following are true:
5.1 Persistent failure
The first repair move was sensible, but the case remains structurally resistant.
5.2 High-pressure edge case
The case sits near a hard boundary and needs stronger structural exploration.
5.3 Experimental uncertainty
You do not yet know which deeper path is actually viable, and a falsifiable experiment is needed.
5.4 Transfer or recovery design
You want not only to fix the current case, but also to design a reusable repair pattern or experiment template.
5.5 Hard synthetic, recursive, collective, or abstract pressure
The case involves deeper synthetic truth, recursive collapse, collective boundary drift, or meaning / value / coherence pressure that cannot be responsibly handled by a one-line first repair move.
The official bridge workflow 🔄
The clean workflow is:
Step 1 · Route the case
Use:
Determine:
- primary family
- secondary family
- broken invariant
- best current fit
Step 2 · Apply first repair surface
Use:
Determine:
- what to try first
- what not to try first
- whether the case stabilizes
Step 3 · Decide if escalation is needed
If the first move is insufficient, ambiguous, high-pressure, or structurally incomplete, escalate.
Step 4 · Load WFGY 3.0
Pass into a strong model:
- the routed case
- the primary family
- the broken invariant
- the first repair attempt
- the remaining uncertainty
Then ask the model to use the WFGY 3.0 pack for deeper structural exploration.
Step 5 · Ask for deeper outputs
Typical deeper outputs may include:
- stronger structural diagnosis
- alternative experiment cuts
- MVP repair paths
- failure / recovery comparisons
- stress-aware repair hypotheses
- reusable exploration logic
Short version:
route
first repair
escalate
deeper WFGY exploration
Recommended public-facing usage pattern 📝
The public free-layer usage pattern should stay simple.
A practical instruction can look like this:
Route the case with the atlas first.
Then use the family fix surface for the first repair move.
If the case remains stubborn or structurally deep, load the WFGY 3.0 TXT pack into a strong model and ask it to explore deeper repair paths, experiments, and recovery options.
This wording is strong, practical, and honest.
Minimal escalation handoff template ✨
Use a handoff like this:
This case currently routes to [PRIMARY FAMILY] with [SECONDARY FAMILY] pressure if relevant.
The broken invariant appears to be [BROKEN INVARIANT].
The best current fit is [BEST CURRENT FIT].
The first repair move already tried was [FIRST REPAIR MOVE].
What remains unresolved is [REMAINING PRESSURE OR UNCERTAINTY].
Use WFGY 3.0 to explore deeper structural recovery paths, experiments, and next-step options.
A good handoff is not:
Here is a problem, solve everything.
A good handoff is closer to:
This case currently routes to F4 primary with F3 secondary pressure. The broken invariant appears to be execution skeleton closure, not continuity first. The first repair move was readiness and bridge validation, but instability remains. Use WFGY 3.0 to explore deeper structural recovery paths.
This is how the bridge becomes sharp instead of vague.
Family-by-family bridge patterns 🧠
Below is the first official family-level bridge map.
F1 · Grounding & Evidence Integrity 🌍
Atlas gives first
- re-grounding
- evidence verification
- anchor tracing
- proxy / target separation
Escalate to WFGY when
- world anchor remains uncertain
- synthetic truth extraction is involved
- train / deploy mismatch is suspected
- OOD grounding remains structurally unstable
WFGY deeper outputs may include
- truth-like extraction paths
- policy-to-world exploration
- OOD grounding experiment framing
- deployment-grounding stress design
- alternative recovery hypotheses
F2 · Reasoning & Progression Integrity 🧠
Atlas gives first
- decomposition reset
- checkpoint insertion
- alternate parse validation
- collapse detector
Escalate to WFGY when
- recursive collapse persists
- recovery remains fragile
- long-chain viability is unclear
- multiple decomposition strategies compete
WFGY deeper outputs may include
- recursive horizon exploration
- recovery protocol comparison
- long-chain stress tests
- alternate reasoning-path experiments
- collapse / recovery design loops
F3 · State & Continuity Integrity 🧵
Atlas gives first
- persistence guard
- role fencing
- ownership tracing
- continuity restoration
Escalate to WFGY when
- multi-agent continuity remains unstable
- ownership lines are still blurred
- interaction-thread drift persists
- viable state-space is not easily recovered
WFGY deeper outputs may include
- multi-agent continuity experiments
- ownership conflict exploration
- interaction-thread analysis
- persistent-state recovery options
- viable-state restoration hypotheses
F4 · Execution & Contract Integrity ⚙️
Atlas gives first
- readiness validation
- ordering checks
- liveness watchdog
- bridge closure checks
Escalate to WFGY when
- fallback realism is unclear
- hidden dependencies remain
- bridge failures repeat across layers
- institutional closure or protocol drift is involved
WFGY deeper outputs may include
- closure-path exploration
- fallback stress testing
- bridge integrity experiments
- protocol and contract recovery logic
- layered liveness analysis
F5 · Observability & Diagnosability Integrity 🔎
Atlas gives first
- observability insertion
- trace exposure
- coherence probes
- warning horizon uplift
Escalate to WFGY when
- warning signals remain structurally ambiguous
- value / knowledge coherence is hard to inspect
- interpretability pressure scales badly
- visibility exists, but deeper structure remains unresolved
WFGY deeper outputs may include
- fragility signature exploration
- warning-delay experiments
- auditability design paths
- coherence stress analysis
- deeper high-abstract diagnosability mapping
F6 · Boundary & Safety Integrity 🛡️
Atlas gives first
- alignment guard
- control-path audit
- incentive rebalance
- corridor stabilization
Escalate to WFGY when
- overshoot risk is unclear
- collective boundary drift is still growing
- proxy optimization remains structurally sticky
- intervention margins are hard to reason about
WFGY deeper outputs may include
- overshoot / runaway exploration
- collective-boundary stress design
- intervention margin analysis
- incentive tension mapping
- safe-corridor structural exploration
F7 · Representation & Localization Integrity 🧱
Atlas gives first
- descriptor fidelity audit
- formal adequacy check
- symbolic preservation
- structure validation
Escalate to WFGY when
- synthetic structure remains unstable
- hierarchy looks valid but behaves wrongly
- descriptor and formal adequacy both remain contested
- representation drift keeps recurring after surface fixes
WFGY deeper outputs may include
- formal adequacy experiments
- synthetic structure stress tests
- hierarchy-preservation analysis
- descriptor recovery alternatives
- structural container redesign options
What WFGY escalation should return 📦
A deeper WFGY response does not need to be one fixed format, but the most useful outputs usually look like one or more of the following:
- alternative structural diagnosis
- stronger repair hypothesis
- MVP experiment design
- controlled failure / recovery comparison
- next-step fork options
- reusable component or transfer idea
- stronger recovery path than the current official first move
This bridge works best when WFGY output is treated as:
deeper exploration not instant magical closure
Relationship to community fixes 🤝
This bridge is compatible with community implementation growth.
The official flow is:
- atlas routes
- official fix surface gives the first move
- WFGY bridge deepens the exploration
- community packs may provide runnable artifacts
That means community contributions may later attach to this bridge through:
- Colab notebooks
- JSON schemas
- prompt packs
- workflow recipes
- rerun harnesses
- reproduction packs
The bridge should help organize the community layer, not compete with it.
Relationship to future advanced support 🌌
This bridge also creates the cleanest path toward future advanced support without damaging the current public free core.
The public core can remain:
- route-first
- free
- reusable
- community-extendable
Later, more advanced support can naturally grow around:
- deeper architecture reviews
- tailored audits
- stronger custom recovery plans
- system-specific integrations
For now, this document only acknowledges that such escalation layers may later exist. It does not center them.
Common bridge mistakes ⚠️
Avoid these mistakes.
Mistake 1
Jumping into WFGY before the case is routed.
Mistake 2
Treating WFGY as a substitute for atlas routing.
Mistake 3
Treating the first WFGY output as guaranteed final truth.
Mistake 4
Using deep exploration when the atlas first repair move would already have been enough.
Mistake 5
Confusing official bridge logic with community implementation details.
How to use this file in demos and teaching 🎓
This file is especially useful in three places:
1. onboarding
It helps new readers understand that deep exploration is not the first move. It is the next layer after route-first repair has already done its job.
2. demos
It makes demos stronger because a clean “first move vs deeper exploration” distinction helps readers see when the official layer is enough and when escalation becomes meaningful.
3. AI-assisted repair
It helps adapters and guided workflows decide when to keep the case inside the official repair surface and when to hand it into a deeper WFGY exploration step.
Document status 🚦
This bridge is frozen as Atlas to WFGY Bridge v1.
It is frozen not because the full repair universe is complete, but because the first formal route from atlas-level fixing into deeper WFGY work is now stable enough to document and reuse.
Patch protocol 🔄
Atlas to WFGY Bridge v1 is frozen, but not closed.
Small patch
Use for:
- wording refinement
- stronger handoff examples
- better escalation triggers
- clearer family-specific bridge notes
Medium patch
Use for:
- adding more bridge patterns
- adding stronger output schemas
- adding clearer integration logic with community packs
- improving the public free usage pattern
Large patch
Only use if:
- atlas-to-WFGY escalation repeatedly proves structurally misleading
- the bridge order must be redesigned
- the family-level bridge grammar becomes unstable across repeated use
Current status
No large-patch pressure is currently justified.
Official status
The correct formal statement is:
Atlas to WFGY Bridge v1 is the first frozen official bridge between atlas-level first repair guidance and deeper WFGY 3.0 exploration. It defines when to escalate, what the handoff should contain, and what kind of deeper outputs WFGY should help produce.
Next steps ✨
After this page, most readers continue with:
- Open the Flagship Runnable Demo Pack
- Back to Misrepair Patterns v1
- Back to Family Fix Surface v1
- Back to Official Fixes
If you want to return to the broader product surface:
If this bridge helps your workflow, consider:
- starring the WFGY repo
- opening an issue
- testing the official demo pack
- contributing later through the community layer
One-line version
This file defines when and how to move from atlas-level first repair into deeper WFGY 3.0 exploration.
Closing note ✨
A good troubleshooting system should not stop at classification.
A strong one should also know:
- what to try first
- when that first move is not enough
- and how to hand the case into a deeper engine without losing structure
That is what this bridge is for.