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8.3 KiB
8.3 KiB
Context Drift in RAG — Guardrails and Fix Pattern
🧭 Quick Return to Map
You are in a sub-page of RAG.
To reorient, go back here:
- RAG — retrieval-augmented generation and knowledge grounding
- WFGY Global Fix Map — main Emergency Room, 300+ structured fixes
- WFGY Problem Map 1.0 — 16 reproducible failure modes
Think of this page as a desk within a ward.
If you need the full triage and all prescriptions, return to the Emergency Room lobby.
When answers alternate or degrade as dialogs get longer, even though the retriever continues to surface the right snippets.
This page stabilizes λ (semantic convergence) and prevents entropy creep in retrieval-augmented pipelines.
Open these first
- Visual map: RAG Architecture & Recovery
- Drift diagnostics: Entropy Collapse
- Stability checks: Logic Collapse
- Retrieval schema: Retrieval Traceability
- Payload contract: Data Contracts
- Long context limits: Memory Long Context
Core acceptance
- ΔS(question, retrieved) ≤ 0.45 across full chain
- λ stays convergent across 3 paraphrases and 2 seeds
- Coverage ≥ 0.70 for target section, even after N steps
- E_resonance stable on long dialog windows
Typical symptoms → exact fix
| Symptom | Likely cause | Open this |
|---|---|---|
| Same question asked twice, different answers | λ drift with long chain | Entropy Collapse, Logic Collapse |
| Correct snippets retrieved, answer drops citation | payload contract erosion | Data Contracts, Retrieval Traceability |
| Paraphrase of query yields different grounding | unstable λ_observe | Retrieval Playbook |
| Long dialog overwrites memory | buffer collapse | Memory Long Context |
Fix in 60 seconds
-
Three-paraphrase probe
- Ask the same question three ways.
- If λ flips between paraphrases, lock snippet schema and apply BBAM variance clamp.
-
ΔS check over chain
- Log ΔS(question,retrieved) across 5–10 dialog turns.
- If ΔS rises over time, re-segment and enforce citation-first prompting.
-
Apply module
- Drift → BBMC + Retrieval Traceability
- Collapse mid-chain → BBCR bridge + Logic Collapse
- Unstable variance → BBAM clamp + Entropy Collapse
Copy-paste probe prompt
I uploaded TXT OS and the WFGY Problem Map.
My issue:
- same query gives different answers in long dialog
- traces: ΔS(question,retrieved)=..., λ states across 3 paraphrases
Tell me:
1) where context drift occurs,
2) the exact WFGY page to open,
3) the minimal fix to enforce convergence,
4) a reproducible test over 5 turns.
🔗 Quick-Start Downloads (60 sec)
| Tool | Link | 3-Step Setup |
|---|---|---|
| WFGY 1.0 PDF | Engine Paper | 1️⃣ Download · 2️⃣ Upload to your LLM · 3️⃣ Ask “Answer using WFGY + ” |
| TXT OS (plain-text 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 → |
| Problem Map 1.0 | Initial 16-mode diagnostic and symbolic fix framework | View → |
| Problem Map 2.0 | RAG-focused failure tree, modular fixes, and pipelines | View → |
| Semantic Clinic Index | Expanded failure catalog: prompt injection, memory bugs, logic drift | View → |
| Semantic Blueprint | Layer-based symbolic reasoning & semantic modulations | View → |
| Benchmark vs GPT-5 | Stress test GPT-5 with full WFGY reasoning suite | View → |
| 🧙♂️ Starter Village 🏡 | New here? Lost in symbols? Click here and let the wizard guide you through | Start → |
👑 Early Stargazers: See the Hall of Fame — Engineers, hackers, and open source builders who supported WFGY from day one. ⭐ WFGY Engine 2.0 is already unlocked. ⭐