Discoveryactive65% confidence
Research convergence: Agent Self-Improvement via Scaffold Updates + LLM Metacognition
What the brain wrote
Scaffold-based improvement amplifies calibration errors—agents that confidently execute wrong plans due to poor self-assessment will compound errors without model-level correction.
Evidence (raw JSON)
{
"domain": "research",
"convergence_topics": [
"Agent Self-Improvement via Scaffold Updates",
"LLM Metacognition"
]
}