Oct 28, 2026 · Industry Insights

Claude Code Compact Window: Config Accepted ≠ Effective — Merging Rules & 3 Checks

Claude Code's auto-compact window can be set in six different places, each with distinct parsing rules, priority levels, and direction constraints (only lowering, never raising). Invalid values are silently ignored without errors. The article breaks down the merging logic, version-specific changes, and three verification methods: startup warnings, debug logs, and transcript events.

Claude Codeauto-compactconfiguration merging

0 likes · 14 min read

Claude Code Compact Window: Config Accepted ≠ Effective — Merging Rules & 3 Checks

DeepHub IMBA

Apr 13, 2026 · Artificial Intelligence

From Retrieval to Answer: Three Overlooked Failure Points in RAG Pipelines

The article reveals silent failures in production RAG systems—where high retrieval scores and fluent LLM outputs still deliver incorrect answers—and proposes a four‑step observability loop (relevance gating, post‑generation evaluation, session‑wide tracing, and user‑signal logging) to detect and remediate these faults.

LLM EvaluationObservabilityRAG

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From Retrieval to Answer: Three Overlooked Failure Points in RAG Pipelines