<?xml version="1.0" encoding="UTF-8"?><feed xmlns="http://www.w3.org/2005/Atom"><title>Agents In Use</title><id>https://agentsinuse.com/</id><link href="https://agentsinuse.com/"/><link href="https://agentsinuse.com/atom.xml" rel="self"/><updated>2026-10-14T00:00:00Z</updated><author><name>Agents In Use editorial</name></author><entry><title>Claude Code adjusts a live Cloudflare search challenge</title><id>https://agentsinuse.com/use-cases/claude-cloudflare-waf-rule/</id><link href="https://agentsinuse.com/use-cases/claude-cloudflare-waf-rule/"/><updated>2026-10-14T00:00:00Z</updated><summary>Willison used Claude Code to narrow a Cloudflare challenge to multi-parameter searches. When the MCP interface could not edit the relevant rules, the agent switched to the API.</summary></entry><entry><title>Claude Code builds a local video compression interface</title><id>https://agentsinuse.com/use-cases/claude-local-video-compressor/</id><link href="https://agentsinuse.com/use-cases/claude-local-video-compressor/"/><updated>2026-10-14T00:00:00Z</updated><summary>Willison wanted to optimize a phone recording before publishing it. He used Claude Code for web to build a browser tool around FFmpeg compiled to WebAssembly, with multiple output presets.</summary></entry><entry><title>Claude Code builds and browser-tests a GIF optimizer</title><id>https://agentsinuse.com/use-cases/claude-gif-optimizer/</id><link href="https://agentsinuse.com/use-cases/claude-gif-optimizer/"/><updated>2026-10-14T00:00:00Z</updated><summary>Willison asked Claude Code for web to compile Gifsicle to WebAssembly and build a preview interface. The agent used Rodney to exercise the page and fix UI bugs during implementation.</summary></entry><entry><title>Claude Code ports an inpainting model into a browser</title><id>https://agentsinuse.com/use-cases/claude-moebius-browser-port/</id><link href="https://agentsinuse.com/use-cases/claude-moebius-browser-port/"/><updated>2026-10-14T00:00:00Z</updated><summary>Willison delegated a Moebius model port to Claude Code using local repositories and a research note. He tested the browser UI and returned errors while the agent iterated on ONNX and WebGPU support.</summary></entry><entry><title>Claude Code uses Playwright to record a presentation clip</title><id>https://agentsinuse.com/use-cases/claude-record-canvas-video/</id><link href="https://agentsinuse.com/use-cases/claude-record-canvas-video/"/><updated>2026-10-14T00:00:00Z</updated><summary>Willison needed a video of an interactive canvas animation for a keynote slide. A local Claude Code session used Playwright to open the page, time clicks and produce a recording.</summary></entry><entry><title>Claudius checks suppliers in a browser during shop operations</title><id>https://agentsinuse.com/use-cases/claudius-shop-browser-research/</id><link href="https://agentsinuse.com/use-cases/claudius-shop-browser-research/"/><updated>2026-10-14T00:00:00Z</updated><summary>In the next office-shop phase, Claudius gained browser access, CRM and better inventory context. It checked supplier prices and delivery details while human purchase approval remained mandatory.</summary></entry><entry><title>Claudius runs an office shop and loses money</title><id>https://agentsinuse.com/use-cases/claudius-office-shop/</id><link href="https://agentsinuse.com/use-cases/claudius-office-shop/"/><updated>2026-10-14T00:00:00Z</updated><summary>Anthropic and Andon Labs let a Claude-based agent manage a real office shop. It searched for products, set prices and requested restocking, but the researchers report losses and persistent mistakes.</summary></entry><entry><title>Codex builds a blog inside an existing Datasette site</title><id>https://agentsinuse.com/use-cases/codex-datasette-blog/</id><link href="https://agentsinuse.com/use-cases/codex-datasette-blog/"/><updated>2026-10-14T00:00:00Z</updated><summary>Willison published the Codex session used to build the Datasette project blog. The agent inspected the existing site, moved conflicting database routes and implemented blog behavior with local checks.</summary></entry><entry><title>Codex builds a rate limiter for an over-crawled site</title><id>https://agentsinuse.com/use-cases/codex-datasette-rate-limit/</id><link href="https://agentsinuse.com/use-cases/codex-datasette-rate-limit/"/><updated>2026-10-14T00:00:00Z</updated><summary>When crawlers hammered datasette.io, Willison used Codex to build a configurable IP rate-limiting plugin. His release note includes the configuration used on the live site.</summary></entry><entry><title>Codex fixes Markdown leaking into social previews</title><id>https://agentsinuse.com/use-cases/codex-blog-markdown-fix/</id><link href="https://agentsinuse.com/use-cases/codex-blog-markdown-fix/"/><updated>2026-10-14T00:00:00Z</updated><summary>Simon Willison gave Codex a specific defect in his Django blog: social preview descriptions exposed raw Markdown. Codex changed templates and added a passing test in a configured PostgreSQL environment.</summary></entry><entry><title>Codex ports a Python HTML parser to JavaScript</title><id>https://agentsinuse.com/use-cases/codex-justhtml-port/</id><link href="https://agentsinuse.com/use-cases/codex-justhtml-port/"/><updated>2026-10-14T00:00:00Z</updated><summary>Willison supplied an existing parser and an independent compatibility suite, reviewed an API plan, then let Codex implement a JavaScript port through repeated tests and commits.</summary></entry><entry><title>Cursor implements and revises a hybrid search service</title><id>https://agentsinuse.com/use-cases/cursor-hybrid-search/</id><link href="https://agentsinuse.com/use-cases/cursor-hybrid-search/"/><updated>2026-10-14T00:00:00Z</updated><summary>Dodds used Cursor with GPT-5.4 to add lexical retrieval to his semantic search. Production blocking exposed an architectural flaw, so later agent work moved search into a unified Worker.</summary></entry><entry><title>Cursor simplifies an audio pipeline into a one-shot sandbox</title><id>https://agentsinuse.com/use-cases/cursor-one-shot-audio-sandbox/</id><link href="https://agentsinuse.com/use-cases/cursor-one-shot-audio-sandbox/"/><updated>2026-10-14T00:00:00Z</updated><summary>Dodds delegated an audio pipeline migration to Cursor. He rejected an initial design that preserved a separate service and used another agent run to make the sandbox part of the existing queue Worker.</summary></entry><entry><title>Deep research gathers an incomplete orchestrion location dataset</title><id>https://agentsinuse.com/use-cases/deep-research-orchestrions/</id><link href="https://agentsinuse.com/use-cases/deep-research-orchestrions/"/><updated>2026-10-14T00:00:00Z</updated><summary>Willison ran o4-mini-deep-research to find surviving orchestrions and return structured location records. The model used web search and code execution; he explicitly considered the resulting list incomplete and unverified.</summary></entry><entry><title>Robin proposes retinal disease experiments and analyzes lab data</title><id>https://agentsinuse.com/use-cases/robin-retinal-research/</id><link href="https://agentsinuse.com/use-cases/robin-retinal-research/"/><updated>2026-10-14T00:00:00Z</updated><summary>FutureHouse used Robin to connect literature research, experiment planning and analysis for dry age-related macular degeneration. Human researchers ran the lab work; the system proposed follow-up candidates from the results.</summary></entry><entry><title>Watch Claude Code build a terminal-session sharing tool</title><id>https://agentsinuse.com/videos/video-terminal-sharing/</id><link href="https://agentsinuse.com/videos/video-terminal-sharing/"/><updated>2026-10-14T00:00:00Z</updated><summary>Willison recorded a real build with Claude Code for web, turning pasted terminal output into shareable HTML. The companion article explains the repository references and the workflow behind the recording. Key takeaways: Reference existing tools to make the requested behavior concrete. Review terminal output before creating a public sharing link.</summary></entry><entry><title>Watch Codex repair a Datasette plugin compatibility failure</title><id>https://agentsinuse.com/videos/video-datasette-plugin-upgrade/</id><link href="https://agentsinuse.com/videos/video-datasette-plugin-upgrade/"/><updated>2026-10-14T00:00:00Z</updated><summary>Willison recorded upgrading datasette-checkbox for a changed permissions API. He first repaired a test that missed a real page failure, then gave Codex the failing runner and upgrade documentation. Key takeaways: A passing test can miss a real page error; reproduce the behavior first. Give the agent a failing runner and the precise migration guide.</summary></entry><entry><title>WikiCrow writes cited drafts about human genes</title><id>https://agentsinuse.com/use-cases/wikicrow-gene-drafts/</id><link href="https://agentsinuse.com/use-cases/wikicrow-gene-drafts/"/><updated>2026-10-14T00:00:00Z</updated><summary>FutureHouse ran WikiCrow to draft scientific summaries of human genes using full-text papers. Its PaperQA agent searched, gathered evidence and returned to retrieval when terminology or evidence required it.</summary></entry><entry><title>Choose your first delegated use case from real accounts</title><id>https://agentsinuse.com/blog/choose-first-sourced-use-case/</id><link href="https://agentsinuse.com/blog/choose-first-sourced-use-case/"/><updated>2026-10-14T00:00:00Z</updated><summary>Use a visible defect, an independent check and a bounded workspace to choose a first agent task. A practical guide grounded in sourced deployments.</summary></entry><entry><title>What this week&#39;s sourced agent use cases teach us</title><id>https://agentsinuse.com/blog/sourced-use-cases-october-14/</id><link href="https://agentsinuse.com/blog/sourced-use-cases-october-14/"/><updated>2026-10-14T00:00:00Z</updated><summary>An editorial review of the October 14 collection: tested patches, browser work, research drafts and shopkeeping failures, with primary sources and practical limits.</summary></entry><entry><title>Write approval checkpoints that an agent can act on</title><id>https://agentsinuse.com/blog/write-agent-approval-checkpoints/</id><link href="https://agentsinuse.com/blog/write-agent-approval-checkpoints/"/><updated>2026-10-14T00:00:00Z</updated><summary>Define the action, evidence, approver and expiry for agent permissions. Includes concrete checkpoints for WAF edits, supplier quotes and code publication.</summary></entry><entry><title>EXAMPLE: A research checkpoint in motion</title><id>https://agentsinuse.com/videos/example-video-research-checkpoint/</id><link href="https://agentsinuse.com/videos/example-video-research-checkpoint/"/><updated>2026-10-13T00:00:00Z</updated><summary>EXAMPLE ONLY. No recording attached. An illustrative video entry showing how an agent workflow could be reviewed, with a deliberate human checkpoint. Key takeaways: Set a bounded goal before handing work to an agent. Review evidence and approve consequential actions at a human checkpoint.</summary></entry><entry><title>EXAMPLE: Watch a workflow review</title><id>https://agentsinuse.com/videos/example-video-workflow-review/</id><link href="https://agentsinuse.com/videos/example-video-workflow-review/"/><updated>2026-10-13T00:00:00Z</updated><summary>EXAMPLE ONLY. No recording attached. An illustrative video entry showing how an agent workflow could be reviewed, with a deliberate human checkpoint. Key takeaways: Set a bounded goal before handing work to an agent. Review evidence and approve consequential actions at a human checkpoint.</summary></entry></feed>