diff --git a/ProblemMap/GrandmaClinic/README.md b/ProblemMap/GrandmaClinic/README.md
index 85cb0713..4c401456 100644
--- a/ProblemMap/GrandmaClinic/README.md
+++ b/ProblemMap/GrandmaClinic/README.md
@@ -27,12 +27,46 @@ No.16 [Pre-deploy Collapse](https://github.com/onestardao/WFGY/blob/main/Problem
---
+## π Quick Index (jump to a number)
+
+1. [No.1 β Hallucination & Chunk Drift](#no01)
+2. [No.2 β Interpretation Collapse](#no02)
+3. [No.3 β Long Reasoning Chains](#no03)
+4. [No.4 β Bluffing / Overconfidence](#no04)
+5. [No.5 β Semantic β Embedding](#no05)
+6. [No.6 β Logic Collapse & Recovery](#no06)
+7. [No.7 β Memory Breaks Across Sessions](#no07)
+8. [No.8 β Debugging is a Black Box](#no08)
+9. [No.9 β Entropy Collapse](#no09)
+10. [No.10 β Creative Freeze](#no10)
+11. [No.11 β Symbolic Collapse](#no11)
+12. [No.12 β Philosophical Recursion](#no12)
+13. [No.13 β Multi-Agent Chaos](#no13)
+14. [No.14 β Bootstrap Ordering](#no14)
+15. [No.15 β Deployment Deadlock](#no15)
+16. [No.16 β Pre-deploy Collapse](#no16)
+
+---
+
+## π‘οΈ Grandma Pre-Output Checklist (use before answering)
+
+- π§Ύ **Card first** β show source/citation before output.
+- π **Match meaning, not looks** β pass ΞS semantic gate.
+- π§ **Mid-chain checkpoints** β use Ξ»_observe; if drift persists, **BBCR** reset.
+- β
**Accept only stable states** β coverage β₯ 0.70, Ξ» convergent, source present.
+
+> Tip: You can paste a screenshot of this page or any Problem Map section into **Dr. WFGY** and ask:
+> *βWhich number am I hitting? Give the minimal fix and link.β*
+
+---
+
> Format rule for every section
> β’ Plain text = Grandma story, metaphor, **grandma fix (before-the-output)** with mapping, minimal fix and prompt.
> β’ Pro Zone = a collapsible block with exact symptoms, technical keys, and the reference link.
---
+
## No.1 Hallucination & Chunk Drift β *Grandma: Wrong Cookbook*
@@ -59,6 +93,11 @@ please explain No.1 Hallucination & Chunk Drift in grandma mode, then show me th
```
+**Grandma Test (30s self-check)**
+- [ ] Source card visible (book + page/ID)
+- [ ] ΞS gate passed (meaning match, not surface)
+- [ ] Will refuse output if no card
+
Pro Zone
@@ -79,6 +118,7 @@ Hallucination & Chunk Drift β https://github.com/onestardao/WFGY/blob/main/Pro
---
+
## No.2 Interpretation Collapse β *Grandma: Salt-for-Sugar*
@@ -105,6 +145,11 @@ please explain No.2 Interpretation Collapse in grandma mode, then apply a minima
```
+**Grandma Test (30s self-check)**
+- [ ] Quantities/operators anchored
+- [ ] At least one Ξ»_observe checkpoint
+- [ ] BBCR reset plan ready if drift continues
+
Pro Zone
@@ -125,6 +170,7 @@ Interpretation Collapse β https://github.com/onestardao/WFGY/blob/main/Problem
---
+
## No.3 Long Reasoning Chains β *Grandma: Lost Shopping Trip*
@@ -151,6 +197,11 @@ please explain No.3 Long Reasoning Chains in grandma mode and show the smallest
```
+**Grandma Test (30s self-check)**
+- [ ] Goal anchor written down
+- [ ] Loop has periodic checks
+- [ ] Coverage vs. goal β₯ threshold before finalizing
+
Pro Zone
@@ -171,6 +222,7 @@ Long Reasoning Chains β https://github.com/onestardao/WFGY/blob/main/ProblemMa
---
+
## No.4 Bluffing / Overconfidence β *Grandma: No Recipe Card*
@@ -197,6 +249,11 @@ please explain No.4 Bluffing in grandma mode, then enforce 'card first' with a m
```
+**Grandma Test (30s self-check)**
+- [ ] Card (source) displayed before answer
+- [ ] Ungrounded outputs are rejected
+- [ ] Trace log includes sourceβanswer linkage
+
Pro Zone
@@ -217,6 +274,7 @@ Bluffing / Overconfidence β https://github.com/onestardao/WFGY/blob/main/Probl
---
+
## No.5 Semantic β Embedding β *Grandma: Pepper Confusion*
@@ -243,6 +301,11 @@ please explain No.5 Semantic β Embedding in grandma mode and give me the minim
```
+**Grandma Test (30s self-check)**
+- [ ] Embeddings normalized / spaces+casing aligned
+- [ ] Metric space & dimension verified
+- [ ] Exemplars used to sanity-check neighbors
+
Pro Zone
@@ -263,6 +326,7 @@ Semantic β Embedding β https://github.com/onestardao/WFGY/blob/main/ProblemM
---
+
## No.6 Logic Collapse & Recovery β *Grandma: Dead-End Alley*
@@ -289,6 +353,11 @@ please explain No.6 Logic Collapse in grandma mode, then show BBCR reset + Ξ»\_o
```
+**Grandma Test (30s self-check)**
+- [ ] ΞS monitored per step
+- [ ] Ξ»_observe applied mid-chain
+- [ ] BBCR executed if ΞS stays high
+
Pro Zone
@@ -309,6 +378,7 @@ Logic Collapse & Recovery β https://github.com/onestardao/WFGY/blob/main/Probl
---
+
## No.7 Memory Breaks Across Sessions β *Grandma: Wrong Drawer Memory*
@@ -335,6 +405,11 @@ please explain No.7 Memory Breaks in grandma mode and show the smallest stable m
```
+**Grandma Test (30s self-check)**
+- [ ] State keys defined and labeled
+- [ ] Read/write order enforced
+- [ ] Exemplars retrieved with traceable IDs
+
Pro Zone
@@ -355,6 +430,7 @@ Memory Coherence β https://github.com/onestardao/WFGY/blob/main/ProblemMap/mem
---
+
## No.8 Debugging is a Black Box β *Grandma: Blank Card*
@@ -381,6 +457,11 @@ please explain No.8 Debugging Black Box in grandma mode and add a tiny traceabil
```
+**Grandma Test (30s self-check)**
+- [ ] Source shown alongside answer
+- [ ] IDs/lines captured in trace
+- [ ] Steps reproducible end-to-end
+
Pro Zone
@@ -401,6 +482,7 @@ Retrieval Traceability β https://github.com/onestardao/WFGY/blob/main/ProblemM
---
+
## No.9 Entropy Collapse β *Grandma: One-Pot Gray Stew*
@@ -427,6 +509,11 @@ please explain No.9 Entropy Collapse in grandma mode and show a minimal stabilit
```
+**Grandma Test (30s self-check)**
+- [ ] Step width reduced; no big mush
+- [ ] Entities/relations/constraints anchored
+- [ ] Acceptance targets checked before final
+
Pro Zone
@@ -447,6 +534,7 @@ Entropy Collapse β https://github.com/onestardao/WFGY/blob/main/ProblemMap/ent
---
+
## No.10 Creative Freeze β *Grandma: Bland Soup*
@@ -473,6 +561,11 @@ please explain No.10 Creative Freeze in grandma mode and give the smallest safe-
```
+**Grandma Test (30s self-check)**
+- [ ] β₯2β3 candidate answers (Ξ»_diverse)
+- [ ] Scored against the same anchor
+- [ ] Entropy window constrained
+
Pro Zone
@@ -493,6 +586,7 @@ Creative Freeze β https://github.com/onestardao/WFGY/blob/main/ProblemMap/crea
---
+
## No.11 Symbolic Collapse β *Grandma: Ignore Fractions*
@@ -520,6 +614,11 @@ please explain No.11 Symbolic Collapse in grandma mode and show me a minimal sym
```
+**Grandma Test (30s self-check)**
+- [ ] Tables/code kept as blocks
+- [ ] Symbols/operators/units anchored
+- [ ] Micro-proof verifies the math
+
Pro Zone
@@ -540,6 +639,7 @@ Symbolic Collapse β https://github.com/onestardao/WFGY/blob/main/ProblemMap/sy
---
+
## No.12 Philosophical Recursion β *Grandma: Infinite Why Loop*
@@ -566,6 +666,11 @@ please explain No.12 Philosophical Recursion in grandma mode and give me a minim
```
+**Grandma Test (30s self-check)**
+- [ ] Outer frame written and fixed
+- [ ] Max recursion depth set
+- [ ] Ends with example/citation
+
Pro Zone
@@ -586,6 +691,7 @@ Philosophical Recursion β https://github.com/onestardao/WFGY/blob/main/Problem
---
+
## No.13 Multi-Agent Chaos β *Grandma: Kitchen Tug-of-War*
@@ -612,6 +718,11 @@ please explain No.13 Multi-Agent Chaos in grandma mode and set a tiny role + mem
```
+**Grandma Test (30s self-check)**
+- [ ] Roles & state keys defined
+- [ ] Ownership and fences enforced
+- [ ] Tool timeouts / selection gates set
+
Pro Zone
@@ -632,6 +743,7 @@ Multi-Agent Problems β https://github.com/onestardao/WFGY/blob/main/ProblemMap
---
+
## No.14 Bootstrap Ordering β *Grandma: Cold Pan Egg*
@@ -658,6 +770,11 @@ please explain No.14 Bootstrap Ordering in grandma mode and give me the smallest
```
+**Grandma Test (30s self-check)**
+- [ ] Readiness probes pass before use
+- [ ] Warmups executed (cache/index)
+- [ ] Secrets/permissions verified
+
Pro Zone
@@ -678,6 +795,7 @@ Bootstrap Ordering β https://github.com/onestardao/WFGY/blob/main/ProblemMap/b
---
+
## No.15 Deployment Deadlock β *Grandma: You-First Doorway*
@@ -704,6 +822,11 @@ please explain No.15 Deployment Deadlock in grandma mode and show the smallest u
```
+**Grandma Test (30s self-check)**
+- [ ] Priority/ordering defined
+- [ ] Fallback path available
+- [ ] Timeouts and backoff configured
+
Pro Zone
@@ -724,6 +847,7 @@ Deployment Deadlock β https://github.com/onestardao/WFGY/blob/main/ProblemMap/
---
+
## No.16 Pre-deploy Collapse β *Grandma: Burnt First Pot*
@@ -750,6 +874,11 @@ please explain No.16 Pre-deploy Collapse in grandma mode and give me the smalles
```
+**Grandma Test (30s self-check)**
+- [ ] Version pinned / clean state
+- [ ] Env & secrets checked
+- [ ] Canary shipped on tiny traffic
+
Pro Zone
@@ -767,6 +896,7 @@ Version skew, missing env vars or secrets, empty vector index on first ingestion
Reference:
Pre-deploy Collapse β https://github.com/onestardao/WFGY/blob/main/ProblemMap/predeploy-collapse.md
+
---
## What happens after you fix one
@@ -787,9 +917,11 @@ When a new bug appears, map it to a number, apply the fix once, and it stays fix
If you are unsure which number fits:
```
+
iβve uploaded TXT OS / WFGY notes.
which Problem Map number matches my issue?
explain using grandma mode, then give the minimal fix and the reference page.
+
```
---