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180 lines
8.3 KiB
Markdown
180 lines
8.3 KiB
Markdown
# GoHighLevel (GHL) — 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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This page is for workflows orchestrated inside **GoHighLevel**.
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Use it when your RAG or agent flow runs through GHL Workflows, Webhooks, or Custom Actions and starts to misbehave.
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**Acceptance targets**
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- ΔS(question, retrieved) ≤ 0.45
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- coverage ≥ 0.70 to the target section
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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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- Triggers fire before data or index is actually ready
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Fix No.14: **Bootstrap Ordering** →
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[bootstrap-ordering.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/bootstrap-ordering.md)
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- First call after deploy crashes or picks the wrong secret
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Fix No.16: **Pre-Deploy Collapse** →
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[predeploy-collapse.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/predeploy-collapse.md)
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- Circular waits between CRM updates, webhooks, background jobs
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Fix No.15: **Deployment Deadlock** →
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[deployment-deadlock.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/deployment-deadlock.md)
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- High cosine similarity but the meaning is off
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Fix No.5: **Embedding ≠ Semantic** →
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[embedding-vs-semantic.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/embedding-vs-semantic.md)
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- Snippet feels unrelated or citations don’t match the source
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Fix No.8: **Retrieval Traceability** →
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[retrieval-traceability.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md)
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Contract the payload with **Data Contracts** →
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[data-contracts.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md)
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- Hybrid retrieval (external tools) does worse than a single retriever
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Pattern: **Query Parsing Split** →
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[pattern_query_parsing_split.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/patterns/pattern_query_parsing_split.md)
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Also review **Rerankers** →
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[rerankers.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rerankers.md)
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- Facts are indexed yet never show up
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Pattern: **Vectorstore Fragmentation** →
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[pattern_vectorstore_fragmentation.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/patterns/pattern_vectorstore_fragmentation.md)
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- Two sources get blended into one answer in long flows
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Pattern: **Symbolic Constraint Unlock (SCU)** →
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[pattern_symbolic_constraint_unlock.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/patterns/pattern_symbolic_constraint_unlock.md)
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---
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## Minimal GHL workflow checklist
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1) **Warm-up fence**
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Before any LLM step, ping a health endpoint that checks `VECTOR_READY`, `INDEX_HASH`, and `secret_rev`.
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If not ready, delay or requeue. Spec lives in
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[bootstrap-ordering.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/bootstrap-ordering.md).
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2) **Idempotency**
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Build `dedupe_key = sha256(contact_id + wf_rev + index_hash)` in a Custom Action.
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Store in KV or a custom field, drop duplicates.
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3) **RAG boundary contract**
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Always pass `snippet_id`, `section_id`, `source_url`, `offsets`, `tokens`.
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Enforce cite then explain. Specs:
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[retrieval-traceability.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md) ·
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[data-contracts.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md)
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4) **Observability probes**
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Log ΔS(question, retrieved) and λ per stage. Alert on ΔS ≥ 0.60 or λ divergent.
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Overview map:
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[RAG Architecture & Recovery](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rag-architecture-and-recovery.md)
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5) **Single writer**
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Route CRM writes and external publishes through one writer branch with dedupe.
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See: [deployment-deadlock.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/deployment-deadlock.md)
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6) **Regression gate**
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Require coverage ≥ 0.70 and ΔS ≤ 0.45 before publish.
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Eval spec:
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[eval_rag_precision_recall.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/eval/eval_rag_precision_recall.md)
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---
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## Copy-paste prompt for the GHL LLM step
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```
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I uploaded TXT OS and the WFGY Problem Map files.
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This GHL workflow retrieved {k} snippets with fields {snippet\_id, section\_id, source\_url, offsets}.
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Question: "{user\_question}"
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Do:
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1. Enforce cite-then-explain. If any citation is missing, stop and return which fix page to open.
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2. Compute ΔS(question, retrieved). If ΔS ≥ 0.60, point me to the minimal structural fix:
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retrieval-playbook, retrieval-traceability, data-contracts, rerankers.
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3. Output compact JSON:
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{ "citations": \[...], "answer": "...", "λ\_state": "→|←|<>|×", "ΔS": 0.xx, "next\_fix": "..." }
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```
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---
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## Common GHL gotchas
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- **Connection switching** between staging and prod.
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Stamp `env`, `INDEX_HASH`, `secret_rev` in traces and block on mismatch.
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- **Parallel branches** touching the same contact or store.
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Use a mutex or single writer, keep writes idempotent.
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- **Webhook payload** silently renames fields.
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Validate against the data contract before the LLM.
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- **External rate limits** make hybrids unstable.
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Prefer dense retriever plus reranking, keep params logged.
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---
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## When to escalate
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- ΔS stays ≥ 0.60 after chunk and retrieval fixes → rebuild index with explicit metric and normalization.
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See [retrieval-playbook.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-playbook.md)
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- Same input flips answers between runs → check version skew and memory desync.
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See [predeploy-collapse.md](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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<!-- WFGY_FOOTER_START -->
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### Explore More
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| Layer | Page | What it’s for |
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| --- | --- | --- |
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| ⭐ Proof | [WFGY Recognition Map](/recognition/README.md) | External citations, integrations, and ecosystem proof |
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| ⚙️ Engine | [WFGY 1.0](/legacy/README.md) | Original PDF tension engine and early logic sketch (legacy reference) |
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| ⚙️ Engine | [WFGY 2.0](/core/README.md) | Production tension kernel for RAG and agent systems |
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| ⚙️ Engine | [WFGY 3.0](/TensionUniverse/EventHorizon/README.md) | TXT based Singularity tension engine (131 S class set) |
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| 🗺️ Map | [Problem Map 1.0](/ProblemMap/README.md) | Flagship 16 problem RAG failure taxonomy and fix map |
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| 🗺️ Map | [Problem Map 2.0](/ProblemMap/wfgy-rag-16-problem-map-global-debug-card.md) | Global Debug Card for RAG and agent pipeline diagnosis |
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| 🗺️ Map | [Problem Map 3.0](/ProblemMap/wfgy-ai-problem-map-troubleshooting-atlas.md) | Global AI troubleshooting atlas and failure pattern map |
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| 🧰 App | [TXT OS](/OS/README.md) | .txt semantic OS with fast bootstrap |
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| 🧰 App | [Blah Blah Blah](/OS/BlahBlahBlah/README.md) | Abstract and paradox Q&A built on TXT OS |
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| 🧰 App | [Blur Blur Blur](/OS/BlurBlurBlur/README.md) | Text to image generation with semantic control |
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| 🏡 Onboarding | [Starter Village](/StarterVillage/README.md) | Guided entry point for new users |
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If this repository helped, starring it improves discovery so more builders can find the docs and tools.
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[](https://github.com/onestardao/WFGY)
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<!-- WFGY_FOOTER_END -->
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say “next page” when ready.
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