Exploratory compact LM research branch derived from LUMI-Arch, focused on structure-sensitive generalization under tight model constraints.
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Updated
Mar 26, 2026
Exploratory compact LM research branch derived from LUMI-Arch, focused on structure-sensitive generalization under tight model constraints.
An independent study on AI interiority, documenting two experiments that probe the line between knowledge and consciousness in large language models.
Agent Teams Eval: comparing Claude Code Agent Teams vs subagents for architecture design. First significant result — Agent Teams advantage d=+0.99, p=0.014.
Agent Teams Eval: comparing Claude Code Agent Teams vs subagents for bug-fixing on Ruff. Ceiling effect — 8/8 solve rate, zero peer communication.
Agent Teams Eval: comparing Claude Code Agent Teams vs single-agent for feature implementation on LangGraph. Ceiling effect, 3.6x speedup, zero peer communication.
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