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Portfolio Website AI Research, LLM Tooling, RL Reasoning, Distributed Systems & Open Source Projects.
News
How Devices Find Each Other Without IPs: The mDNS + AWDL Story
A practical walkthrough of mDNS, Zeroconf, and Apple's AWDL - how AirDrop finds your phone, how smoltorrent discovers Raspberry Pis with no hardcoded IPs, and how a Swift sidecar bridges Python to Apple's peer-to-peer WiFi stack.
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1 bit LLMs: The Bonsai Family Story
5 Bonsai-family 1-1.58bit LLMs benchmarked across 4 power modes on Jetson Orin Nano Super 8GB. 25W sweet spot: 47-48% more tok/s than 15W, best output tok/J for all sub-4B models.
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Clustering 3 Jetson Orin Nano Super
Build a 3-node Jetson Orin Nano Super 8GB cluster with active cooling. Real numbers: 759 Mbps per link (gigabit), peak 58.3C across all 3 nodes under full 18-core sustained load, zero throttling at 1728 MHz throughout.
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Tiny LLM Benchmark: Jetson Orin Nano Super 8GB
8 tiny LLMs benchmarked across 4 power modes on Jetson Orin Nano Super 8GB: llama.cpp vs Ollama. 25W sweet spot: 43% more tok/s than 15W, better tok/J than MAXN.
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Length-Constrained Summarization with GRPO: Reward Signal Ablations on Reddit TL;DR
An ablation study of GRPO reward signals for 64-token Reddit TL;DR summarization across Qwen2.5-0.5B and LFM-2.5-350M on Apple Silicon.
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