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Harish Kotra (he/him)6d ago • 10 min read
Self-Play Data Factory
Turn one LLM into a training-data factory. A single model generates N diverse candidate answers,...
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Harish Kotra (he/him)3d ago • 8 min read
Building the AI Arms Race: A Reproducible Experiment to Test Whether LLMs Evolve Strategies When They Compete
Two LLMs. One hidden state. 1,000 rounds. Do they independently evolve increasingly effective...
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Harish Kotra (he/him)4d ago • 6 min read
Dead Reckoning: Resumable gRPC Server-Streaming for LLM Inference
A technical deep-dive into a thin protocol layer that turns gRPC's server-streaming into a resumable...
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Harish Kotra (he/him)Aug 24, 2026 • 2 min read
Sleep-time Compute: make your LLM answer before it's asked
The paper: Sleep-time Compute: Beyond Inference Scaling at Test-time There's a class of LLM cost...
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Harish Kotra (he/him)5d ago • 2 min read
I built a CLI that turns a research paper into a working repo — using a persistent "implementation contract"
ReproAgent: Contract-Guided Paper-to-Code Reproduction (arXiv 2608.24291, Findings of EMNLP 2026)...
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Harish Kotra (he/him)2d ago • 9 min read
PRION: Simulating 100,000 Minds Spreading a Rumor — With an LLM That Never Touches the Hot Path
A technical deep-dive into building a 100,000-agent belief-contagion simulator in four days — where....
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