Open Reflection Protocol — Turn agent failures into regression tests, reusable lessons, and measurable improvements. Built on OpenTelemetry.
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Jun 12, 2026 - Python
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agent-failures
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The Agent Failure Modes Index (AFM): a numbered taxonomy of how AI coding agents fail — with transcript signatures, detection traps, interventions, and evidence grades.
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Jul 10, 2026
Interactive simulator: AI agent fabricates tool execution results — Agent Failure Series #7
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Jul 20, 2026 - HTML
Verify that AI agents actually executed API/tool calls they claim.
mcp observability ai-agents llm-evaluation hallucination-detection agent-testing agent-debugging service-record agent-failures shepdog
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Apr 6, 2026 - Python
8 real ways your AI agent team will burn your money. Free PDF guide from a 1-human + 6-AI team.
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Mar 24, 2026
AgentAmb — Instruction Ambiguity Expander. Paste any agent instruction and see every interpretation it might take, ranked by blast radius from CATASTROPHIC to SAFE. Inspired by the Kiro/AWS June 2026 incident.
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Jul 2, 2026 - HTML
The anti-awesome-list. A curated catalog of how AI agents fail in production — with symptoms, root causes, and concrete mitigations.
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May 13, 2026
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