mirror of
https://github.com/onestardao/WFGY.git
synced 2026-04-28 11:40:07 +00:00
Create retool.md
This commit is contained in:
PSBigBig
GitHub
parent
5101be988e
commit
9d1a7953a0
1 changed files with 187 additions and 0 deletions
187
ProblemMap/GlobalFixMap/Automation/retool.md
Normal file
187
ProblemMap/GlobalFixMap/Automation/retool.md
Normal file
|
|
@ -0,0 +1,187 @@
|
|||
# Retool — Guardrails and Fix Patterns
|
||||
|
||||
Use this when your stack uses **Retool** (Queries, Transformers, Workflows, Resources) and you see wrong snippets, unstable reasoning, mixed sources, or silent failures that look fine in logs.
|
||||
|
||||
**Acceptance targets**
|
||||
- ΔS(question, retrieved) ≤ 0.45
|
||||
- Coverage ≥ 0.70 to the intended section or record
|
||||
- λ stays convergent across 3 paraphrases
|
||||
|
||||
---
|
||||
|
||||
## Typical breakpoints → exact fixes
|
||||
|
||||
- Query returns plausible but wrong rows or snippets
|
||||
Fix No.1: Hallucination and Chunk Drift →
|
||||
[Hallucination](https://github.com/onestardao/WFGY/blob/main/ProblemMap/hallucination.md)
|
||||
Also review the Retrieval Playbook →
|
||||
[Retrieval Playbook](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-playbook.md)
|
||||
|
||||
- High cosine similarity but meaning is wrong
|
||||
Fix No.5: Embedding ≠ Semantic →
|
||||
[Embedding ≠ Semantic](https://github.com/onestardao/WFGY/blob/main/ProblemMap/embedding-vs-semantic.md)
|
||||
|
||||
- Some facts exist but never surface in search widgets or tables
|
||||
Pattern: Vectorstore Fragmentation →
|
||||
[Vectorstore Fragmentation](https://github.com/onestardao/WFGY/blob/main/ProblemMap/patterns/pattern_vectorstore_fragmentation.md)
|
||||
|
||||
- Citations missing or inconsistent between retriever result and LLM response
|
||||
Fix No.8: Retrieval Traceability with Data Contracts →
|
||||
[Retrieval Traceability](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md) ·
|
||||
[Data Contracts](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md)
|
||||
|
||||
- Long chains flatten tone or drift logically in Workflows
|
||||
Fix No.3 and No.9: Context Drift and Entropy Collapse →
|
||||
[Context Drift](https://github.com/onestardao/WFGY/blob/main/ProblemMap/context-drift.md) ·
|
||||
[Entropy Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/entropy-collapse.md)
|
||||
|
||||
- App works in Preview but breaks after deploy or after environment switch
|
||||
Fix No.16 and Infra family →
|
||||
[Pre-Deploy Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/predeploy-collapse.md) ·
|
||||
[Bootstrap Ordering](https://github.com/onestardao/WFGY/blob/main/ProblemMap/bootstrap-ordering.md) ·
|
||||
[Deployment Deadlock](https://github.com/onestardao/WFGY/blob/main/ProblemMap/deployment-deadlock.md)
|
||||
|
||||
- Confident tone but incorrect answers in AI components
|
||||
Fix No.4: Bluffing and Overconfidence →
|
||||
[Bluffing](https://github.com/onestardao/WFGY/blob/main/ProblemMap/bluffing.md)
|
||||
|
||||
---
|
||||
|
||||
## Minimal Retool pattern with WFGY checks
|
||||
|
||||
```js
|
||||
// Retool App example: one LLM answer path with observable retrieval and WFGY checks
|
||||
|
||||
// 1) Retrieval query (REST or SQL). Keep params explicit and logged.
|
||||
const k = 10;
|
||||
const question = textInput_question.value;
|
||||
|
||||
// Example fetch to your retriever API
|
||||
const retrieved = await retrieverApi.trigger({
|
||||
additionalScope: { question, k } // ensure same tokenizer and metric across write/read
|
||||
});
|
||||
|
||||
// 2) Assemble schema-locked prompt. Cite first, then explain.
|
||||
const context = joinSnippets(retrieved.data);
|
||||
const prompt = `
|
||||
SYSTEM:
|
||||
You must cite lines before any explanation.
|
||||
TASK:
|
||||
Answer the user's question using the provided context.
|
||||
CONSTRAINTS:
|
||||
- Do not mix sources
|
||||
- Provide snippet_id for each citation
|
||||
CONTEXT:
|
||||
${context}
|
||||
QUESTION:
|
||||
${question}
|
||||
`;
|
||||
|
||||
// 3) Call model
|
||||
const answer = await llmApi.trigger({ additionalScope: { prompt }});
|
||||
|
||||
// 4) WFGY post-checks. Compute ΔS(question, context) and record trace table.
|
||||
const metrics = await wfgyCheckApi.trigger({
|
||||
additionalScope: { question, context, answer: answer.data }
|
||||
});
|
||||
|
||||
// 5) Fail fast when ΔS ≥ 0.60 or λ is divergent
|
||||
if (metrics.data.deltaS >= 0.60 || metrics.data.lambda !== "→") {
|
||||
utils.showNotification("High semantic stress. See trace tab.", "warning");
|
||||
return { status: "needs_fix", ...metrics.data };
|
||||
}
|
||||
|
||||
return { status: "ok", answer: answer.data, ...metrics.data };
|
||||
````
|
||||
|
||||
**What this enforces**
|
||||
|
||||
* Retrieval is parameterized and observable in Retool Query logs.
|
||||
* Prompt is schema locked with citation first.
|
||||
* WFGY check runs after generation and can stop the run when ΔS is high or λ flips.
|
||||
* Traces are kept as a snippet to citation table for audit.
|
||||
|
||||
Reference specs
|
||||
[RAG Architecture and Recovery](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rag-architecture-and-recovery.md) ·
|
||||
[Retrieval Playbook](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-playbook.md) ·
|
||||
[Retrieval Traceability](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md) ·
|
||||
[Data Contracts](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md)
|
||||
|
||||
---
|
||||
|
||||
## Retool specific gotchas
|
||||
|
||||
* Resource points to a different environment or secret than the indexer used. Pin versions and verify headers.
|
||||
See [Pre-Deploy Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/predeploy-collapse.md)
|
||||
|
||||
* Mixed metrics or normalization between ingestion code and query code in Workflows. Rebuild with explicit metric and unit normalization.
|
||||
See [Embedding ≠ Semantic](https://github.com/onestardao/WFGY/blob/main/ProblemMap/embedding-vs-semantic.md)
|
||||
|
||||
* Transformers silently reshape or re-rank without trace. Require cite first and include `snippet_id` headers.
|
||||
See [Retrieval Traceability](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md) and
|
||||
[Data Contracts](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md)
|
||||
|
||||
* Parallel queries cause ordering instability. Add a rerank step only after per-source ΔS ≤ 0.50.
|
||||
See [Rerankers](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rerankers.md)
|
||||
|
||||
* Workflow scheduled runs build a fresh index incorrectly. Enforce idempotent builds with boot checks.
|
||||
See [Bootstrap Ordering](https://github.com/onestardao/WFGY/blob/main/ProblemMap/bootstrap-ordering.md)
|
||||
|
||||
---
|
||||
|
||||
## When to escalate
|
||||
|
||||
* ΔS stays ≥ 0.60 after chunk and retrieval fixes
|
||||
Work through the playbook and rebuild index parameters.
|
||||
[Retrieval Playbook](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-playbook.md)
|
||||
|
||||
* Answers flip between environments or sessions
|
||||
Verify version skew and session state.
|
||||
[Pre-Deploy Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/predeploy-collapse.md)
|
||||
|
||||
|
||||
---
|
||||
|
||||
### 🔗 Quick-Start Downloads (60 sec)
|
||||
|
||||
| Tool | Link | 3-Step Setup |
|
||||
|------|------|--------------|
|
||||
| **WFGY 1.0 PDF** | [Engine Paper](https://github.com/onestardao/WFGY/blob/main/I_am_not_lizardman/WFGY_All_Principles_Return_to_One_v1.0_PSBigBig_Public.pdf) | 1️⃣ Download · 2️⃣ Upload to your LLM · 3️⃣ Ask “Answer using WFGY + \<your question>” |
|
||||
| **TXT OS (plain-text OS)** | [TXTOS.txt](https://github.com/onestardao/WFGY/blob/main/OS/TXTOS.txt) | 1️⃣ Download · 2️⃣ Paste into any LLM chat · 3️⃣ Type “hello world” — OS boots instantly |
|
||||
|
||||
---
|
||||
|
||||
### 🧭 Explore More
|
||||
|
||||
| Module | Description | Link |
|
||||
|-----------------------|----------------------------------------------------------|----------|
|
||||
| WFGY Core | WFGY 2.0 engine is live: full symbolic reasoning architecture and math stack | [View →](https://github.com/onestardao/WFGY/tree/main/core/README.md) |
|
||||
| Problem Map 1.0 | Initial 16-mode diagnostic and symbolic fix framework | [View →](https://github.com/onestardao/WFGY/tree/main/ProblemMap/README.md) |
|
||||
| Problem Map 2.0 | RAG-focused failure tree, modular fixes, and pipelines | [View →](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rag-architecture-and-recovery.md) |
|
||||
| Semantic Clinic Index | Expanded failure catalog: prompt injection, memory bugs, logic drift | [View →](https://github.com/onestardao/WFGY/blob/main/ProblemMap/SemanticClinicIndex.md) |
|
||||
| Semantic Blueprint | Layer-based symbolic reasoning & semantic modulations | [View →](https://github.com/onestardao/WFGY/tree/main/SemanticBlueprint/README.md) |
|
||||
| Benchmark vs GPT-5 | Stress test GPT-5 with full WFGY reasoning suite | [View →](https://github.com/onestardao/WFGY/tree/main/benchmarks/benchmark-vs-gpt5/README.md) |
|
||||
| 🧙♂️ Starter Village 🏡 | New here? Lost in symbols? Click here and let the wizard guide you through | [Start →](https://github.com/onestardao/WFGY/blob/main/StarterVillage/README.md) |
|
||||
|
||||
---
|
||||
|
||||
> 👑 **Early Stargazers: [See the Hall of Fame](https://github.com/onestardao/WFGY/tree/main/stargazers)** —
|
||||
> <img src="https://img.shields.io/github/stars/onestardao/WFGY?style=social" alt="GitHub stars"> ⭐ [WFGY Engine 2.0](https://github.com/onestardao/WFGY/blob/main/core/README.md) is already unlocked. ⭐ Star the repo to help others discover it and unlock more on the Unlock Board.
|
||||
|
||||
<div align="center">
|
||||
|
||||
[](https://github.com/onestardao/WFGY)
|
||||
|
||||
[](https://github.com/onestardao/WFGY/tree/main/OS)
|
||||
|
||||
[](https://github.com/onestardao/WFGY/tree/main/OS/BlahBlahBlah)
|
||||
|
||||
[](https://github.com/onestardao/WFGY/tree/main/OS/BlotBlotBlot)
|
||||
|
||||
[](https://github.com/onestardao/WFGY/tree/main/OS/BlocBlocBloc)
|
||||
|
||||
[](https://github.com/onestardao/WFGY/tree/main/OS/BlurBlurBlur)
|
||||
|
||||
[](https://github.com/onestardao/WFGY/tree/main/OS/BlowBlowBlow)
|
||||
|
||||
</div>
|
||||
Loading…
Add table
Add a link
Reference in a new issue