Create ifttt.md

ProblemMap/GlobalFixMap/Automation/ifttt.md

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+# IFTTT — Guardrails and Fix Patterns
+
+Use this when your automation is built on **IFTTT** (Webhooks, Google Sheets, Gmail, Slack, Calendar). If flows “work” but answers are still wrong, citations are off, or behavior differs between applets and direct API tests, anchor your diagnosis here.
+
+**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
+
+- Output sounds right but cites the wrong snippet or section  
+  Fix No.1: **Hallucination & Chunk Drift** →  
+  [Hallucination](https://github.com/onestardao/WFGY/blob/main/ProblemMap/hallucination.md) ·  
+  [Retrieval Playbook](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-playbook.md)
+
+- High vector similarity but wrong meaning  
+  Fix No.5: **Embedding ≠ Semantic** →  
+  [Embedding ≠ Semantic](https://github.com/onestardao/WFGY/blob/main/ProblemMap/embedding-vs-semantic.md)
+
+- Indexed facts exist (Drive/Sheets/DB) yet never appear in top-k  
+  Pattern: **Vectorstore Fragmentation** →  
+  [Vectorstore Fragmentation](https://github.com/onestardao/WFGY/blob/main/ProblemMap/patterns/pattern_vectorstore_fragmentation.md)
+
+- Can’t show “why this snippet?” from applet logs  
+  Fix No.8: **Retrieval Traceability** + snippet/citation schema →  
+  [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 across multiple applets drift in tone or logic  
+  Fix No.3/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)
+
+- Works in dry runs, fails on schedule or from mobile triggers  
+  Infra family: **Pre-Deploy / Bootstrap / Deadlock** →  
+  [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)
+
+- Model answers confidently with wrong claims  
+  Fix No.4: **Bluffing / Overconfidence** →  
+  [Bluffing](https://github.com/onestardao/WFGY/blob/main/ProblemMap/bluffing.md)
+
+---
+
+## Minimal IFTTT pattern with WFGY checks
+
+A compact pattern that keeps **cite-first schema**, **observable retrieval**, and **ΔS/λ** validation even when steps are split across applets.
+
+```txt
+Applet A — Trigger (Webhooks)
+- Input JSON: { question, k? }
+
+Applet B — Retrieve (Webhooks → your retriever API)
+- Returns: snippets[] = { snippet_id, text, source, section_id }
+- Store: a short-lived record (e.g., in Google Sheets or your API, keyed by request_id)
+
+Applet C — Assemble + Call LLM (Webhooks → your prompt API)
+SYSTEM:
+  Cite lines before any explanation. Keep per-source fences.
+TASK:
+  Answer only from the provided context. Return citations as [snippet_id].
+CONTEXT:
+  <joined snippets with snippet_id + source + text>
+QUESTION:
+  <user question>
+
+Applet D — WFGY Post-check (Webhooks → wfgyCheck)
+- Body: { question, context, answer }
+- Returns: { deltaS, lambda, coverage, notes }
+
+Applet E — Gate and Notify
+IF deltaS ≥ 0.60 OR lambda != "→"
+  → send failure payload with trace table (snippet_id↔citation), ask to retry after fix
+ELSE
+  → deliver { answer, citations[], deltaS, lambda, coverage } to user channel
+````
+
+Reference specs:
+[RAG Architecture & 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)
+
+---
+
+## IFTTT-specific gotchas
+
+* **Sheets cell truncation** hides context length. Store only `snippet_id` and a short preview in Sheets, keep full text in your API or DB.
+  See [Data Contracts](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md)
+
+* **Hidden tokenization** when composing prompts in plain text fields. Always assemble prompts in your API layer to enforce the cite-first schema.
+  See [Retrieval Traceability](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md)
+
+* **Environment mismatch** between mobile and server triggers. Bootstrap checks must verify secrets, version, and index availability before the first LLM call.
+  See [Pre-Deploy Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/predeploy-collapse.md)
+
+* **Ordering hazards** when multiple applets race. Add an explicit **rerank** step after per-source ΔS ≤ 0.50, then lock order.
+  See [Rerankers](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rerankers.md)
+
+* **Attachment loss** in cross-channel handoffs. Store attachment metadata and link by `request_id`, never inline large blobs into prompts.
+
+---
+
+## When to escalate
+
+* ΔS stays ≥ 0.60 after chunking and retrieval adjustments → rebuild index with explicit metric flags and unit normalization.
+  [Retrieval Playbook](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-playbook.md)
+
+* Answers flip between device-triggered and server-triggered runs → verify version skew, secret scope, and boot ordering.
+  [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)
+
+```
+
+---
+
+### 🔗 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">
+
+[![WFGY Main](https://img.shields.io/badge/WFGY-Main-red?style=flat-square)](https://github.com/onestardao/WFGY)
+&nbsp;
+[![TXT OS](https://img.shields.io/badge/TXT%20OS-Reasoning%20OS-orange?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS)
+&nbsp;
+[![Blah](https://img.shields.io/badge/Blah-Semantic%20Embed-yellow?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlahBlahBlah)
+&nbsp;
+[![Blot](https://img.shields.io/badge/Blot-Persona%20Core-green?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlotBlotBlot)
+&nbsp;
+[![Bloc](https://img.shields.io/badge/Bloc-Reasoning%20Compiler-blue?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlocBlocBloc)
+&nbsp;
+[![Blur](https://img.shields.io/badge/Blur-Text2Image%20Engine-navy?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlurBlurBlur)
+&nbsp;
+[![Blow](https://img.shields.io/badge/Blow-Game%20Logic-purple?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlowBlowBlow)
+&nbsp;
+</div>