8 min read
Codex Computer History Turns Repeated Work Into Reusable Skills
Codex Computer History gives agents a rolling view of work across apps. Here is how it works, where it helps, and the privacy boundaries developers should understand.
AUTOMATION
27 articles
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Podcast Your Release Notes: Two-Voice Audio from Git History with ElevenLabs
A changelog nobody reads is a story nobody heard. A coding agent reads your real git history and writes a two-speaker script, the ElevenLabs Text to Dialogue API turns it into a host-and-guest conversation, and ffmpeg stitches the episode. The complete one-hour build.
•10 min read
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7 min read
Grok Bot's Core Primitive: Every Bot Gets a Computer
Every Grok Bot works on a persistent cloud computer with browser and terminal access, and that single primitive explains everything else about the product. Here is why own-computer beats chat drafts, API integrations, and session-scoped agents.
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7 min read
Grok Bot's Meta Controls: Oversight as a Product Primitive
Grok Bot ships controls over agents rather than controls by agents: approval gates, a chief-of-staff structure, and escalation learning stand in for a settings page. Here is how that oversight model works, and the control questions xAI has not answered publicly.
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7 min read
Grok Bot Routines: Automations Without Automation-Building
Grok Bot's routines flip the automation playbook: do the job once while a Bot follows along, correct it in plain language, then let the Bot own the schedule. Here is how the mechanic works, where it fits, and how approval gates keep it safe.
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11 min read
Automate Video Editing with the Descript API: Raw Recording to Published Cut in One Script
The boring 80 percent of video editing is mechanical: cut the filler, clean the audio, add captions, export. The Descript API turns each of those into a scripted job, so a raw recording becomes a published, captioned cut without opening the editor once.
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9 min read
Make Your Coding Agent Talk: Audio Briefs from Agent Runs with ElevenLabs
The agent finishes, the summary scrolls past, and you will read it later. Build the fix: a coding agent that ends every run with a plain-language summary, piped into ElevenLabs text-to-speech and out as an MP3 you can listen to on the way to work. The complete one-hour build.
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10 min read
Put an AI Agent Behind a Webhook: Turn GitHub Issues into Pull Requests
The most common trigger for an AI coding agent is not a clock, it is an event. A GitHub webhook, a Railway service, and OpenCode headless add up to a repo where a labeled issue gets a real pull request without anyone at the keyboard. The full build, start to finish.
12 min read
Self-Improving Applications Are Now Cheaper Than Hiring: The Claude Code and Codex Closed Loop
Self-improving applications shift the economics of maintenance. Instead of per-token pricing, you pay per closed issue - and the closed loop (user feedback to GitHub issue to Codex scheduled task to reviewed PR) means the cost is predictable, the fixes are testable, and the human is in the merge decision, not the implementation.
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8 min read
Auto-Narrated Changelog Videos: Build the Pipeline in Under an Hour
Release notes nobody reads are a content problem with a mechanical fix: have a coding agent write the narration script from real git history, record the demo with Screen Studio, and let Descript narrate and edit it. A complete one-hour build.
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11 min read
Put an AI Agent on a Cron Job: Automating Dev Chores with OpenCode
An agent CLI plus a cron schedule turns recurring dev chores into background work: dependency bumps, doc freshness checks, morning briefs. The pattern, the guardrails, and where to run it - your own hardware or a cloud host.
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7 min read
Setting Up a Spare Mac for Claude Code: The Full Remote Control Guide
A step-by-step guide to configuring an isolated Mac that Claude Code can fully control remotely - from SSH and Dispatch to phone-based control with Remote Control.
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11 min read
Loop Engineering: How to Design Agent Loops That Actually Converge
The architecture side of loop engineering: plan/act/verify cycles, convergence criteria, retry policies, budget-bounded loops, and the loop-until-dry pattern. Concrete TypeScript-shaped patterns for building agent loops that stop when they should.
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