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Does Code Cleanliness Affect AI Coding Agents?
Does code cleanliness affect AI coding agents? A SonarSource study finds the same pass rate, but 7-8% fewer tokens and 34% fewer file revisits on clean code.
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Deep dives into AI agents, coding tools, and building with LLMs.
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5 min read
Elm's Road to 1.0: Faster Builds and the Acadia Future
Elm 0.19.2 brings faster builds on the road to 1.0, and Evan Czaplicki previews equatable and hashable types from the Acadia project. What HN makes of it.
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GPT-5.6 Sol Ultra Coming to Codex with Cooperative Subagents
GPT-5.6 Sol Ultra is coming to Codex with trained subagents that communicate during tasks, reportedly hitting 91.9% on Terminal-Bench 2.1. What HN thinks.
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6 min read
Why Price Per 1M Tokens Is a Misleading Metric for LLM Costs
Comparing LLMs by token pricing alone can lead you to choose worse, more expensive models. Cost per task tells the real story.
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8 min read
Microsoft MXC Guide 2026: Sandbox AI Agents at the OS Level
Microsoft Execution Containers (MXC) sandbox AI agents with JSON policies on Windows, Linux and macOS. The TypeScript SDK, backends and setup.
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7 min read
Safari MCP Server Developer Guide 2026
Safari MCP server guide: let AI coding agents inspect pages, take screenshots, run JavaScript and check accessibility in Safari, with setup steps and workflows.
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6 min read
AgentCanvas is a visual adapter for Claude Code and Codex
AgentCanvas is a visual adapter for Claude Code and Codex that puts artifacts, decisions and handoffs on one board, so the next agent or human can see them.
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How to Measure AI Coding Tool ROI in 2026
How to measure AI coding tool ROI for Claude Code, Cursor and Copilot: a framework with benchmarks, cost models and metrics that hold up past vendor 10x claims.
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If You're a Button, You Have One Job: The Case for Responsive UI
A simple image rotation button reveals deep truths about responsive interface design - why buttons must always respond predictably, even during animations.
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Cheap subagents are better when their work is visible
Cheap subagents like DeepSeek, Kimi and GLM suit drafts and exploration only when their output is visible. A shared canvas makes that work reviewable.
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Flipper Zero Shifts to Community-Driven Development
Flipper Zero firmware reaches stable 1.0 and moves to a community contribution model. What changes for contributors and how HN sees official vs custom firmware.
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6 min read
A Free Compilers Textbook That Actually Teaches You to Build One
Douglas Thain's free compilers textbook walks you through building a C-like compiler that emits real X86 and ARM assembly, plus what HN recommends reading next.
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