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Jangwook Kim6d ago • 10 min read
Multi-Agent LLM Topology Diagnostics with Successor Representation
How to diagnose chain, star, and mesh LLM agent topologies before inference using spectral analysis....
#multiagent#llmagents#paperpoc#spectralanalysis
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Jangwook Kim1d ago • 8 min read
RL Doesn't Teach LLMs New Reasoning — It Fixes 1-3% of Tokens
New research shows RL post-training only modifies 1–3% of token positions, always within the base mo...
#reinforcementlearning#llmreasoning#paperpoc#rlvr
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Jangwook Kim5d ago • 13 min read
AutoExperiment: Testing AI Agents on Research Replication
How CMU's AutoExperiment benchmark uses progressive code masking to measure AI agents' ability to re...
#aiagents#benchmarks#researchreplication#paperpoc
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