Research archive

How agents fail

Deep-dives, case studies, and analysis. No hype — just the failure modes that matter.

Apr 18, 2025·4 min read

The Planning Fallacy: How Agents Overcommit and Underdeliver

Agents are overly optimistic planners. They commit to paths, underestimate subproblem complexity, and can't recover gracefully when the plan breaks. We studied 200 real agent failures and here's the pattern.

planningreliabilitycase study

More research

Apr 10, 2025·3 min read

Why Your AI Agent Can't Remember Yesterday

Context windows have limits, and most production agents hit them faster than you'd expect. Here's what actually happens when memory runs out — and what to do about it.

memoryarchitecture