Check one build log with Claude Code /loop
A manual evidence check for an existing build log and its terminal markers.
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AI Agents & Automation
Explore BIG CHANGE reporting on AI Agents & Automation: what changed, how it works and why it matters.
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149 stories
Build and check a monthly workload model with ChatGPT for Excel
Use OpenAI's Excel add-in to create a monthly backlog model from your own approved counts, update one input or formula range, then reconcile the workbook before sharing.
Carry a reviewed project lesson into the next Claude Code run
Scan an owned project note, run a bounded Claude analysis with the pinned revision, review its source-linked proposal, and load the accepted lesson next time.
Expand an OpenAI Agents SDK ticket pilot in reviewed phases
Copy a local ticket pilot that moves from observation to reviewed actions and one-effect tagging, with exact approvals, audits and no-replay recovery.
Calibrate a judge for a Claude Code Skill revision
Calibrate a source-grounded second-model judge for each criterion, then compare one owned text-output Claude Code Skill revision with its baseline on real development and sealed held-out cases.
Schedule an AI skill experiment with human promotion
Build a scheduled experiment that generates one classification-skill variant, checks it against verified cases, records uncertain calls and leaves promotion to an owner.
Build a landing page with a playable AI video and real 3D
Generate and inspect a Flow clip, add it to a copyable Vite and Three.js page, then check full playback and motion behavior at the hosted URL.
Screen every candidate document before a Claude Code answer
Use two document scouts and a local checker to account for every file, approve an exact selection, then verify the answer against selected originals.
Build a reviewed trend-to-content pipeline with Claude Code skills
Collect a Google Trends RSS lead, check its sources, draft with three Claude Code skills, then approve and schedule distinct LinkedIn and X posts with public readback.
Record and schedule a checked Claude in Chrome brief
Check a three-supplier brief after its manual trial and again after its first scheduled run, using the original public pages for every field.
Chain Claude Code skills into a reviewed marketing and operations system
Build a two-Skill local workflow with separate marketing and incident sources, exact human review, a checked draft outbox, latest-run health and reviewed learnings.
Map a codebase with bounded Claude Code or Codex subagents
Map an approved repository slice with bounded Claude Code or Codex subagents, then verify tracked file hashes, exact source lines, symbols and direct dependencies by hand.
Check a shared Stitch-to-AI-Studio app
Export Stitch screens; check the filter and viewer link.
Check one agent reply with ElevenLabs Next Reply
Save and run one reply check against an approved source.
Pair one Telegram sender with Claude Code and verify a private reply
Install Claude Code's official Telegram channel, pair one sender, inspect its allowlist, and check a same-chat reply against an existing project file.
Choose an automation stack for one owned business job
Compare a fixed n8n workflow, an owner-code-directed Claude Code process and a model-directed OpenAI Agents SDK run against the same real job, with permission, review, recovery and cost gates.
Build a bounded AI agent job that resumes for human review
Build a finite LangGraph job with sealed sources, per-item checkpoints, an uncertain-call journal and a final human check of every claim.
Draft a LinkedIn post and visual, then send both to ClickUp for review
Check approved facts, draft a LinkedIn post with Claude Code, generate a Nano Banana 2.1 visual, and attach the actual PNG to a ClickUp task for human review.