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Dev.to

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01:00
2026-10-12
dev.to
ai-agents

A good prediction doesn't always make a good decision

A developer built FPL Decision Engine, a tool that combines football data, AI reasoning, and rule-based checks to evaluate fantasy Premier League transfer decisions rather than simply ranking players.…

00:19
2026-10-12
dev.to
ai-agents

Brute-Force R&D: Cheap Exploration and Multi-Agent Judgment

A developer building a copy-on-write filesystem reports a proof-of-concept that survived 262,165 simulated power cuts with all data recovered, and describes applying a multi-agent judgment workflow in…

23:14
2026-10-11
dev.to
artificial-intelligence

Can Modern VLMs Actually Reason Through Spatial Grid Puzzles?

A developer built VCIS-Bench (Visual Constraint & Instruction Simulation), a synthetic 7×7 grid puzzle benchmark testing whether vision-language models can perform step-by-step spatial verification, a…

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