#agents

Wiki 5

• Agentic Search Search an agent decides when and how to run, across many context sources each with its own native search tool
• Agentic Search for Context Engineering Leonie Monigatti's case that context engineering is ~80% agentic search, with three demos on what each search tool can and can't do
• Constraint Decay LLM coding agents look strong on loosely specified tasks but degrade sharply as production structural constraints accumulate
• Constraint Decay: LLM Agents in Backend Code Generation A benchmark showing coding agents lose ~30 assertion-pass points as production structural constraints accumulate
• Reviewer Capability Governs Rejection Targeting, Not Repair Skill A 100-problem pilot where a cross-family reviewer adds 12 points and self-review, despite the best recall, falsely rejects 35% of correct answers