mirror of
https://github.com/onestardao/WFGY.git
synced 2026-04-28 11:40:07 +00:00
181 lines
11 KiB
Markdown
181 lines
11 KiB
Markdown
# Twilio Studio: Guardrails and Fix Patterns
|
||
|
||
Use this page when your CX or chatbot runs inside **Twilio Studio** flows and you see brittle retrieval, duplicate executions, or unstable tool calls. Each symptom maps to a structural fix in the WFGY Problem Map so you can verify with measurable targets.
|
||
|
||
## Open these first
|
||
- Visual map and recovery: [rag-architecture-and-recovery.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rag-architecture-and-recovery.md)
|
||
- End to end retrieval knobs: [retrieval-playbook.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-playbook.md)
|
||
- Why this snippet: [retrieval-traceability.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md)
|
||
- Ordering control: [rerankers.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rerankers.md)
|
||
- Embedding vs meaning: [embedding-vs-semantic.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/embedding-vs-semantic.md)
|
||
- Long chains and entropy: [context-drift.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/context-drift.md), [entropy-collapse.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/entropy-collapse.md)
|
||
- JSON and schema locks: [data-contracts.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md), [prompt-injection.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/prompt-injection.md)
|
||
- Bootstrap and deploy issues: [bootstrap-ordering.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/bootstrap-ordering.md), [deployment-deadlock.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/deployment-deadlock.md), [predeploy-collapse.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/predeploy-collapse.md)
|
||
- Patterns: [pattern_bootstrap_deadlock.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/patterns/pattern_bootstrap_deadlock.md), [pattern_query_parsing_split.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/patterns/pattern_query_parsing_split.md), [pattern_vectorstore_fragmentation.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/patterns/pattern_vectorstore_fragmentation.md)
|
||
|
||
## Core acceptance
|
||
- ΔS(question, retrieved) ≤ 0.45
|
||
- Coverage ≥ 0.70 to the target section
|
||
- λ remains convergent across three paraphrases and two seeds
|
||
- E_resonance flat on long windows
|
||
|
||
---
|
||
|
||
## Fix in 60 seconds
|
||
|
||
1) **Measure ΔS**
|
||
Compute ΔS(question, retrieved) and ΔS(retrieved, expected anchor).
|
||
Stable < 0.40, transitional 0.40–0.60, risk ≥ 0.60.
|
||
|
||
2) **Probe λ_observe**
|
||
Vary k in retrieval and reorder prompt headers. If λ flips on harmless changes, lock the schema and clamp variance with BBAM.
|
||
|
||
3) **Apply the module**
|
||
- Retrieval drift → BBMC plus [data-contracts.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md)
|
||
- Reasoning collapse → BBCR bridge plus BBAM. Validate with [logic-collapse.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/logic-collapse.md)
|
||
- Dead ends in long runs → BBPF alternate paths
|
||
|
||
---
|
||
|
||
## Typical Twilio Studio breakpoints → the right fix
|
||
|
||
- **Webhook loops or duplicate executions**
|
||
StatusCallback, Studio Run Function, and call message webhooks can reenter the flow. Add idempotency and a warm up fence.
|
||
Open: [pattern_bootstrap_deadlock.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/patterns/pattern_bootstrap_deadlock.md), [bootstrap-ordering.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/bootstrap-ordering.md)
|
||
|
||
- **First call after deploy crashes or uses wrong env**
|
||
Functions cold boot or secret not loaded. Run a readiness gate before RAG.
|
||
Open: [predeploy-collapse.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/predeploy-collapse.md)
|
||
|
||
- **High similarity yet wrong meaning**
|
||
Metric mismatch or fragmented store.
|
||
Open: [embedding-vs-semantic.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/embedding-vs-semantic.md), [pattern_vectorstore_fragmentation.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/patterns/pattern_vectorstore_fragmentation.md)
|
||
|
||
- **Citations do not line up with the shown section**
|
||
Enforce cite then explain and store offsets.
|
||
Open: [retrieval-traceability.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md), [data-contracts.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md)
|
||
|
||
- **Hybrid retrievers worse than single**
|
||
HyDE plus BM25 split or mis weighted rerank.
|
||
Open: [pattern_query_parsing_split.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/patterns/pattern_query_parsing_split.md), [rerankers.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rerankers.md)
|
||
|
||
- **Long Studio flows flip answers between runs**
|
||
Headers reorder or entropy rises after many steps.
|
||
Open: [context-drift.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/context-drift.md), [entropy-collapse.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/entropy-collapse.md)
|
||
|
||
- **Tool calls produce partial JSON or free text**
|
||
Lock tool schemas and echo the contract on every call.
|
||
Open: [data-contracts.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md), [prompt-injection.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/prompt-injection.md)
|
||
|
||
---
|
||
|
||
## Minimal Studio flow checklist
|
||
|
||
1) **Warm up fence**
|
||
Check `VECTOR_READY`, `INDEX_HASH`, and secrets before any RAG or Function. If not ready, short circuit and retry with capped backoff.
|
||
Spec: [bootstrap-ordering.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/bootstrap-ordering.md)
|
||
|
||
2) **Idempotency and dedupe**
|
||
Compute `dedupe_key = sha256(sessionId + revision + index_hash)`. Store in a KV or Sync. Drop duplicates before side effects.
|
||
|
||
3) **RAG boundary contract**
|
||
Require `snippet_id`, `section_id`, `source_url`, `offsets`, `tokens`. Enforce cite then explain.
|
||
Spec: [data-contracts.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md) and [retrieval-traceability.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md)
|
||
|
||
4) **Observability probes**
|
||
Log ΔS(question, retrieved) and λ by step. Alert on ΔS ≥ 0.60 or λ divergent.
|
||
See: [rag-architecture-and-recovery.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rag-architecture-and-recovery.md)
|
||
|
||
5) **Regression gate**
|
||
Require coverage ≥ 0.70 and ΔS ≤ 0.45 on three paraphrases before publishing the flow.
|
||
|
||
---
|
||
|
||
## Deep diagnostics
|
||
|
||
- **Three paraphrase probe**
|
||
Ask the same question three ways. If λ flips on harmless paraphrase, clamp with BBAM and tighten the snippet schema.
|
||
|
||
- **Anchor triangulation**
|
||
Compare ΔS to the expected anchor and to a decoy section. If both are close, re chunk and re embed.
|
||
|
||
- **Chain length audit**
|
||
If entropy rises after many widgets or Functions, split the plan and re join with a BBCR bridge.
|
||
|
||
---
|
||
|
||
## Copy paste prompt for the LLM step
|
||
|
||
```
|
||
|
||
You have TXT OS and the WFGY Problem Map.
|
||
|
||
Context:
|
||
|
||
* Channel: {sms|whatsapp|voice}
|
||
* Studio flow: {flow\_name} run {run\_id}
|
||
* Retrieval fields: {snippet\_id, section\_id, source\_url, offsets, tokens}
|
||
|
||
My issue in this run:
|
||
|
||
* symptom: \[one line]
|
||
* traces: ΔS(question,retrieved)=..., ΔS(retrieved,anchor)=..., λ across 3 paraphrases
|
||
|
||
Do:
|
||
|
||
1. Name the failing layer and why.
|
||
2. Point me to the exact WFGY fix page.
|
||
3. Give minimal steps to push ΔS ≤ 0.45 and keep λ convergent.
|
||
4. Provide a reproducible test I can run inside this flow.
|
||
Use BBMC, BBCR, BBPF, BBAM when relevant.
|
||
|
||
```
|
||
|
||
---
|
||
|
||
### 🔗 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)** —
|
||
> Engineers, hackers, and open source builders who supported WFGY from day one.
|
||
|
||
> <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](https://github.com/onestardao/WFGY/blob/main/STAR_UNLOCKS.md).
|
||
|
||
<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>
|