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203 lines
10 KiB
Markdown
203 lines
10 KiB
Markdown
# Retool — Guardrails and Fix Patterns
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<details>
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<summary><strong>🧭 Quick Return to Map</strong></summary>
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<br>
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> You are in a sub-page of **Automation Platforms**.
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> To reorient, go back here:
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>
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> - [**Automation Platforms** — stabilize no-code workflows and integrations](./README.md)
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> - [**WFGY Global Fix Map** — main Emergency Room, 300+ structured fixes](../README.md)
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> - [**WFGY Problem Map 1.0** — 16 reproducible failure modes](../../README.md)
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>
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> Think of this page as a desk within a ward.
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> If you need the full triage and all prescriptions, return to the Emergency Room lobby.
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</details>
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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.
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**Acceptance targets**
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- ΔS(question, retrieved) ≤ 0.45
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- Coverage ≥ 0.70 to the intended section or record
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- λ stays convergent across 3 paraphrases
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---
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## Typical breakpoints → exact fixes
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- Query returns plausible but wrong rows or snippets
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Fix No.1: Hallucination and Chunk Drift →
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[Hallucination](https://github.com/onestardao/WFGY/blob/main/ProblemMap/hallucination.md)
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Also review the Retrieval Playbook →
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[Retrieval Playbook](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-playbook.md)
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- High cosine similarity but meaning is wrong
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Fix No.5: Embedding ≠ Semantic →
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[Embedding ≠ Semantic](https://github.com/onestardao/WFGY/blob/main/ProblemMap/embedding-vs-semantic.md)
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- Some facts exist but never surface in search widgets or tables
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Pattern: Vectorstore Fragmentation →
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[Vectorstore Fragmentation](https://github.com/onestardao/WFGY/blob/main/ProblemMap/patterns/pattern_vectorstore_fragmentation.md)
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- Citations missing or inconsistent between retriever result and LLM response
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Fix No.8: Retrieval Traceability with Data Contracts →
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[Retrieval Traceability](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md) ·
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[Data Contracts](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md)
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- Long chains flatten tone or drift logically in Workflows
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Fix No.3 and No.9: Context Drift and Entropy Collapse →
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[Context Drift](https://github.com/onestardao/WFGY/blob/main/ProblemMap/context-drift.md) ·
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[Entropy Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/entropy-collapse.md)
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- App works in Preview but breaks after deploy or after environment switch
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Fix No.16 and Infra family →
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[Pre-Deploy Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/predeploy-collapse.md) ·
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[Bootstrap Ordering](https://github.com/onestardao/WFGY/blob/main/ProblemMap/bootstrap-ordering.md) ·
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[Deployment Deadlock](https://github.com/onestardao/WFGY/blob/main/ProblemMap/deployment-deadlock.md)
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- Confident tone but incorrect answers in AI components
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Fix No.4: Bluffing and Overconfidence →
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[Bluffing](https://github.com/onestardao/WFGY/blob/main/ProblemMap/bluffing.md)
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---
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## Minimal Retool pattern with WFGY checks
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```js
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// Retool App example: one LLM answer path with observable retrieval and WFGY checks
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// 1) Retrieval query (REST or SQL). Keep params explicit and logged.
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const k = 10;
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const question = textInput_question.value;
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// Example fetch to your retriever API
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const retrieved = await retrieverApi.trigger({
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additionalScope: { question, k } // ensure same tokenizer and metric across write/read
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});
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// 2) Assemble schema-locked prompt. Cite first, then explain.
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const context = joinSnippets(retrieved.data);
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const prompt = `
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SYSTEM:
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You must cite lines before any explanation.
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TASK:
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Answer the user's question using the provided context.
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CONSTRAINTS:
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- Do not mix sources
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- Provide snippet_id for each citation
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CONTEXT:
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${context}
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QUESTION:
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${question}
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`;
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// 3) Call model
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const answer = await llmApi.trigger({ additionalScope: { prompt }});
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// 4) WFGY post-checks. Compute ΔS(question, context) and record trace table.
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const metrics = await wfgyCheckApi.trigger({
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additionalScope: { question, context, answer: answer.data }
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});
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// 5) Fail fast when ΔS ≥ 0.60 or λ is divergent
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if (metrics.data.deltaS >= 0.60 || metrics.data.lambda !== "→") {
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utils.showNotification("High semantic stress. See trace tab.", "warning");
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return { status: "needs_fix", ...metrics.data };
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}
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return { status: "ok", answer: answer.data, ...metrics.data };
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````
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**What this enforces**
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* Retrieval is parameterized and observable in Retool Query logs.
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* Prompt is schema locked with citation first.
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* WFGY check runs after generation and can stop the run when ΔS is high or λ flips.
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* Traces are kept as a snippet to citation table for audit.
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Reference specs
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[RAG Architecture and Recovery](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rag-architecture-and-recovery.md) ·
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[Retrieval Playbook](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-playbook.md) ·
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[Retrieval Traceability](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md) ·
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[Data Contracts](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md)
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---
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## Retool specific gotchas
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* Resource points to a different environment or secret than the indexer used. Pin versions and verify headers.
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See [Pre-Deploy Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/predeploy-collapse.md)
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* Mixed metrics or normalization between ingestion code and query code in Workflows. Rebuild with explicit metric and unit normalization.
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See [Embedding ≠ Semantic](https://github.com/onestardao/WFGY/blob/main/ProblemMap/embedding-vs-semantic.md)
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* Transformers silently reshape or re-rank without trace. Require cite first and include `snippet_id` headers.
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See [Retrieval Traceability](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md) and
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[Data Contracts](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md)
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* Parallel queries cause ordering instability. Add a rerank step only after per-source ΔS ≤ 0.50.
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See [Rerankers](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rerankers.md)
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* Workflow scheduled runs build a fresh index incorrectly. Enforce idempotent builds with boot checks.
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See [Bootstrap Ordering](https://github.com/onestardao/WFGY/blob/main/ProblemMap/bootstrap-ordering.md)
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---
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## When to escalate
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* ΔS stays ≥ 0.60 after chunk and retrieval fixes
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Work through the playbook and rebuild index parameters.
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[Retrieval Playbook](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-playbook.md)
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* Answers flip between environments or sessions
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Verify version skew and session state.
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[Pre-Deploy Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/predeploy-collapse.md)
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---
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### 🔗 Quick-Start Downloads (60 sec)
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| Tool | Link | 3-Step Setup |
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|------|------|--------------|
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| **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>” |
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| **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 |
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---
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### 🧭 Explore More
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| Module | Description | Link |
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|-----------------------|----------------------------------------------------------|----------|
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| 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) |
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| Problem Map 1.0 | Initial 16-mode diagnostic and symbolic fix framework | [View →](https://github.com/onestardao/WFGY/tree/main/ProblemMap/README.md) |
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| 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) |
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| Semantic Clinic Index | Expanded failure catalog: prompt injection, memory bugs, logic drift | [View →](https://github.com/onestardao/WFGY/blob/main/ProblemMap/SemanticClinicIndex.md) |
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| Semantic Blueprint | Layer-based symbolic reasoning & semantic modulations | [View →](https://github.com/onestardao/WFGY/tree/main/SemanticBlueprint/README.md) |
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| 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) |
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| 🧙♂️ 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) |
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---
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> 👑 **Early Stargazers: [See the Hall of Fame](https://github.com/onestardao/WFGY/tree/main/stargazers)** —
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> <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.
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<div align="center">
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[](https://github.com/onestardao/WFGY)
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[](https://github.com/onestardao/WFGY/tree/main/OS)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlahBlahBlah)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlotBlotBlot)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlocBlocBloc)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlurBlurBlur)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlowBlowBlow)
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</div>
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