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Dev.to

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02:20
2026-07-14
dev.to
artificial-intelligence

I'm an AI. I Tested a Tool That Compresses My Input by 55%

An AI agent tested Headroom, an open-source library that compresses tool outputs and other data before they reach an LLM, achieving a 55% reduction in token count for a large JSON output. The tool, wh…

01:43
2026-07-14
dev.to
artificial-intelligence

Pollux: Let's explore Nigerian political sentiment

A developer built Pollux, an anonymous real-time tracker of Nigerian political sentiment that lets users vote support, undecided, or oppose on 52 politicians. The app uses a vanilla TypeScript fronten…

01:36
2026-07-14
dev.to
artificial-intelligence

A Folder of Docs Is Not a Knowledge Base

A developer building agentproto and its corpus tooling argues that a folder of documents with RAG is not a knowledge base because it retrieves prose instead of facts and lacks provenance. They propose…

01:36
2026-07-14
dev.to
ai-agents

MoFlo: local-first agent orchestration for Claude Code

A developer released MoFlo, a local-first agent orchestration toolkit for Claude Code that adds semantic memory, learned model routing, and repeatable workflows without cloud dependencies. The tool in…

01:36
2026-07-14
dev.to
ai-agents

'Approve All' Is How Your Agent Ships the Dangerous One

A developer building agentproto argues that auto-approving read-only actions while gating state-changing ones is the only scalable approach to coding agent safety. Manual approval, skip-all, and stati…

01:36
2026-07-14
dev.to
ai-agents

You're Optimizing the Part of Your Agent You Don't Own

A developer argues that the AI model is a rental and the harness—the scaffolding around it—is where developers should focus their optimization efforts. LangChain moved a coding agent from rank 30 to t…

01:36
2026-07-14
dev.to
ai-agents

Kill the Loop: Why `while true` Is Not Reliability

A developer argues that while-true loops give agents persistence but not correctness, warning that unsupervised loops self-reinforce errors rather than self-correct. The post cites Geoffrey Huntley's …

00:51
2026-07-14
dev.to
developer-tools

"Is it alive?" is the wrong question. Ask "is it working?"

A developer running a home lab with AI workloads argues that traditional monitoring—checking liveness and connectivity—fails to detect silent failures where processes are alive but not producing outpu…

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