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Dev.to

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04:24
2026-07-09
dev.to
developer-tools

Your AI agent re-adds code you reverted last month

A developer created revert_guard.py, an offline pre-commit gate that blocks AI agents from re-adding code that was previously reverted in a git repository. The tool reads the repo's revert history and…

04:19
2026-07-09
dev.to
ai-agents

Give the agent the harder job

A developer argues that the cost of asking an AI agent to attempt a task has collapsed, and the most effective strategy is to ask for things the agent is not expected to be able to do. By asking an ag…

03:32
2026-07-09
dev.to
developer-tools

Building Better Front-End Code with Modern Web Guidance

A front-end engineer advocates for using Modern Web Guidance to improve AI-generated code quality. The approach encourages AI to produce HTML, CSS, and JavaScript that follow modern web standards, res…

03:30
2026-07-09
dev.to
machine-learning

Maintaining P99 Latency with Autoscaling Cold Starts

A developer discusses strategies for maintaining p99 latency during autoscaling cold starts, proposing predictive load management using machine learning to pre-warm services. The approach can reduce i…

03:20
2026-07-09
dev.to
artificial-intelligence

The Hidden Cost of Multi-Model Workflows

The AI industry is shifting focus from model intelligence to orchestration, as engineers increasingly prioritize building systems that coordinate multiple models, tools, and workflows. This trend sugg…

02:38
2026-07-09
dev.to
artificial-intelligence

AI Agents aren't magic

A developer demystifies AI agents by explaining they are not magic but rather LLMs combined with orchestration, context, and tools. They built a simple AI agent in TypeScript and Node.js, available on…

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