Engineering notes
Technical field notes on websites, automation, AI-assisted delivery, product work, and the systems behind Canopy Digital.
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A Reddit post says Luna Max can rival Sol High on DeepSWE. OpenAI's wider benchmark results show a narrower truth: near-parity on one hard coding test, lower task cost, and meaningful gaps elsewhere.
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A considered selection of recent work, observations, and practical discoveries from the Canopy Digital team.
A Reddit post says Luna Max can rival Sol High on DeepSWE. OpenAI's wider benchmark results show a narrower truth: near-parity on one hard coding test, lower task cost, and meaningful gaps elsewhere.
PocketMic LAN 0.1.5 pairs Opus audio with adaptive jitter handling. Its release links now match the published assets, with artifact integrity checked and live-device tests still open.
The latest AI model news is less about one benchmark winner and more about the system around the model: agentic research, safety measurement, sovereign infrastructure, and free-model distribution.
A practical build note on PocketMic LAN: turning an Android phone into an encrypted Windows microphone over a private LAN, with QR pairing, authenticated UDP audio, and an honest release boundary.
How I built a zero-cost coding-agent fleet using MiMo Pro delegates, OpenRouter free-tier lanes, and the mystery Ox Alpha model that turned out to be GLM-5.3-Flash — now wired into Fugu and T3.
A field note on five things you are actually choosing when you pick an AI coding harness — stack layers instead of benchmarks, attention cost instead of feel.
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