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Codenames AI

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15:41
2026-07-17
dev.to
large-language-models

Model experiments became an architectural stress test

A developer tuning Codenames AI, a web game where an LLM plays Codenames, found that switching the model from gpt-4o-mini to gpt-5-mini with minimal reasoning caused structural failures in validation …

06:29
2026-06-19
dev.to
ai-agents

The agent plan had every step except where to stop

An engineer running multi-slice agent plans in the Codenames AI repo discovered that agent workflows lack explicit stop lines, leading to an agent merging a pull request that was expected to be review…

07:38
2026-06-12
dev.to
artificial-intelligence

One good example beat every AI writing rule I wrote

A developer building an AI-assisted content pipeline around Codenames AI found that a single example article outperformed a 69-line rule file for teaching a model to match their writing voice. After c…

05:27
2026-06-04
dev.to
large-language-models

Schema first, prompt second: valid JSON wasn't enough

A developer building Codenames AI, a web game where an LLM plays Codenames with users, found that enforcing JSON schema and Zod validation was insufficient for safe gameplay. The model consistently re…

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