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Dev.to

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04:48
2026-09-22
dev.to
ai-tools

How to Keep AI-Generated Code Maintainable After 6 Months

A developer has published a set of ten rules for keeping AI-generated code maintainable months after it is written, arguing that the core problem is that AI optimizes for the current task rather than …

04:43
2026-09-22
dev.to
ai-agents

Managing the Hidden Overhead of AI Software Engineering

A developer argues that AI coding agents shift the bottleneck in software engineering from writing code to understanding and verifying it, warning that parallel agents let teams start far more work th…

03:44
2026-09-22
dev.to
large-language-models

Fastest LLM 2026: Mercury 2.5 Beats Luna and Haiku

Inception Labs' Mercury 2.5 is the fastest LLM available via API as of September 2026, posting 1,107 tokens per second on vendor benchmarks and 440 tok/s P50 at 1.17s latency in OpenRouter telemetry, …

03:44
2026-09-22
dev.to
large-language-models

GLM-5.3-Flash vs Qwen3.8-Flash-Next vs DeepSeek V4 Flash

A September 2026 comparison of open-source coding models found GLM-5.3-Flash from Z.ai best for agentic coding, DeepSeek V4 Flash cheapest per token, and MiniCPM5-2B best for on-device use. GLM-5.3-Fl…

03:34
2026-09-22
dev.to
ai-agents

The Second Build Was Mostly Wiring

A developer behind GuardianKane, a Claude Code verification system that placed 2nd in the TestMuAI Kane CLI hackathon, has documented the project's evolution from a planning tool into a multi-phase or…

03:34
2026-09-22
dev.to
ai-agents

Who Verifies the Verifier?

A developer built a verification gate that forces Claude Code to prove each task in a real browser via the Kane CLI agent before it can stop, then audited the gate itself. Across twelve ORBITAL build …

03:34
2026-09-22
dev.to
ai-agents

The Requirement Nobody Wrote

A developer's paired experiment found that a Claude Code agent given a product spec verbatim built a to-do app that passed all CRUD tests but had no way to set a task's priority to High or Low, since …

03:34
2026-09-22
dev.to
ai-agents

My Agent Shipped a Broken Chart and Told Me It Was Done

A developer built GuardianKane, a verification layer for Claude Code that placed 2nd in the TestMuAI Kane CLI hackathon, after an AI agent marked a task complete while shipping a performance chart tha…

02:29
2026-09-22
dev.to
ai-agents

Your Claude Code hook exits 1. It is not blocking anything.

A developer has documented a silent failure mode in Claude Code's PreToolUse hooks: a hook that exits 1 is logged as an error but does not block the tool call, meaning commands it objects to still exe…

02:22
2026-09-22
dev.to
ai-agents

Is Kasparov still right?

A developer has published a draft framework for governing AI agent autonomy, defining five autonomy levels, sixteen required controls mapped to OWASP Agentic and ISO/IEC 42001, a scoring worksheet tha…

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