Why I Don't Let My AI Agent Apply Terraform
How Terraform Boundary separates AI planning from human-approved infrastructure changes with agent hooks, read-only credentials, and a gated apply process.
2,008 stories
How Terraform Boundary separates AI planning from human-approved infrastructure changes with agent hooks, read-only credentials, and a gated apply process.
Mobile app testing explained: a 9-step process, 10 test types, a device-matrix method, a 20-point release checklist, and tools teams actually use in 2026.
Design skills load 316 to 35,150 tokens when they trigger. What a non-code skill is, where it sits next to AGENTS.md and hooks, and when one makes output worse.
I won a $7,000 hackathon prize. The payout form offered me Wise. Wise's own help page says that personal accounts with an address in Indonesia "can no longer hold money or currencies in their account." That is the kind of mistake I built Cair to prevent: an agent that plans how a prize or client…
Search Console is the most useful SEO data most developers never open. It tells you which queries show your pages, how often people click and where you rank. Turning that into "fix these three things this week" is tedious table work, which is exactly what agents are good at.
Part 2: the bridge connects the team. What can the team turn into something useful? In the first article, I connected my personal assistant, Instinct, to OpenCode on my Mac. Instinct is the PM. OpenCode is the developer.
<ul> <li><b>3.13.0</b> — New <code>stop_run_configuration</code> and <code>restart_run_configuration</code> tools: stop a running run/debug configuration by name — gracefully, then force-kill — or restart it in run or debug mode, handy for servers and watchers.
Cube forms are made for AI agents. Your agent can create a form and fill one in directly, over MCP or plain HTTP, from Claude Code, ChatGPT, Cursor or any agent. No browser, no CAPTCHA.
Sources close to the project say Ant Group's LingGuang is testing a version that remembers users, pushes tasks forward on its own and calls Skills and MCP tools, with a full rollout due this month.
<h3>0.2.34</h3> <ul> <li><b>A new session no longer opens on an empty background</b> — a centered guide card asks "What can I help you with?" and shows three ways to start: <code>@</code> / <code>#</code> references sent along with your message, <code>/</code> commands, and pasting a screenshot.
How dynamic shredding makes the vast majority of queries in Logfire a thousand times faster, with early adopter customers reporting more than 1000x improvement on query performance.
A hands-on look at REA, the MCP tool that lets AI agents decompile and rebuild apps, what it really adds, and where it falls short.
The top launches, skills and plugins, multi agent moves, rising repos and arguments in coding agents on 11 Oct 2026, each with its source.
MCP vs CLI vs skills, measured on our own servers: 14 MCP tools cost 7,553 tokens before a prompt. When a shell command wins and when a server earns it.
Real device testing explained: the 12 bugs emulators miss, how to pick devices, Appium code for real devices, and how to start free on real phones.
[Playbook] Zero Trust Architecture for MCP An engineering blueprint for implementing On-Behalf-Of OAuth 2.1 and SPIFFE workload identity. Cover visual featuring a physical Causal Interaction studio …
Microsoft Just Shipped an AI Agent Feature Whose Entire Job Is Not Trusting the Agent Copilot Studio’s new “Hooks” are a quiet admission that agent judgment cannot be trusted with anything that …
👉 AI Agents Studio : https://www.youtube.com/channel/UCAawqobkJZ28OLcYcMgqYaw?sub_confirmation=1 "This video covers the top trending open-source GitHub projects this week, picked for practical developer productivity.
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