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RAG fails quietly. It retrieves documents, returns confident-looking answers, and misses the question entirely — because the question required connecting facts across documents, reasoning about sequence, or tracing causation. This skill gives you a five-question diagnostic checklist that classifies any failing query as either RAG-safe or structurally RAG-incompatible, then maps it to the specific failure pattern and the architectural fix that resolves it.

production agent architect

by Roy Yuen

$6

Architect, scaffold, and harden production-grade AI agents with battle-tested patterns and systematic evaluation.

Turn raw agent traces and tool logs into professional production-readiness audits and remediation reports.

Audit your AI agent's evaluation coverage to identify missing release gates and production risks.

🤖 AI Agent Auditor

by Martin Gunderman

$7

Analyzes AI agents for performance, reliability, security, and optimization opportunities.

nex claude api integration

by Nex AI

$7

Production-ready Claude API integration with dual-model routing, token tracking, and resilient retry logic.

RAG Failure Diagnostics & Architect

by Arnstein Larsen

$7

A retrieval architect that diagnoses why RAG returns confident-but-wrong answers, picks the right context architecture (RAG vs knowledge graph vs structured/temporal retrieval) instead of defaulting to vector search, and designs the institutional-memory schema embeddings throw away.

Human Supervised Agent Loop Orchestrator

by John Barros

$38

Architect resilient, human-in-the-loop agent workflows with strict stop criteria, budgets, and validation rubrics.