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Dev.to

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23:46
2026-10-31
dev.to
neural-networks

510 bytes boot a neural network that dreams dmesg

A developer cloned the kerlenton/bootgpt project, trained a char-level neural network for 40,000 steps on 3,079,543 bytes of synthetic dmesg, and assembled a 512-byte boot sector that loads an 11,520-…

23:45
2026-10-31
dev.to
ai-agents

AeroLoop — The Air-Quality Agent That Keeps Its Own Ghosts

A developer built AeroLoop, an open-source self-improving agent that predicts PM2.5 air pollution across London and versions every estimation strategy, preserving failed experiments as 'rejected' ghos…

23:07
2026-10-31
dev.to
ai-tools

A code review prompt that makes the AI prove its findings

A developer published a code-review prompt that forces AI assistants to make every finding falsifiable, requiring a file and line, a triggering input, the expected result, the predicted result, and th…

23:03
2026-10-31
dev.to
artificial-intelligence

build for week 4

A developer built Afterlight, a private local archive for everyday objects and the memories attached to them, for the Hacktoberfest Open-Source AI Challenge Week 4. The app runs the open-weight Qwen3 …

22:43
2026-10-31
dev.to
ai-tools

Turns out I'm the one making the ghosts

A developer built Ghosts in the Machine, an open-source tool that walks a public repository's git history to surface silent failures that never produced an error, such as files committed empty and fil…

22:20
2026-10-31
dev.to
machine-learning

How do you find a valley blindfolded?

A developer's walkthrough demonstrates gradient descent using a two-weight loss landscape, loss = (w₁ − 3)² + 3·(w₂ − 1)², starting at (0, 3) with a loss of 21 and a gradient of (−6, 12). At a learnin…

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