Route agent tasks by case features and audit accepted work
Build a deterministic per-case Agents SDK model route from owner-approved features, then compare every attempt and human-accepted task with a fixed baseline.
Explore our reporting on how AI and robotics change work, business and the world.
Build a deterministic per-case Agents SDK model route from owner-approved features, then compare every attempt and human-accepted task with a fixed baseline.
Use three Claude Code project skills to prepare an evidence-linked GitHub issue, secure exact human approval, then create and reconcile one issue with a checked readback.
Export a real Stitch DESIGN.md, approve its exact revision, import it into Claude Code and check two components against the same design.
Build a source-grounded Claude Code brief with three fresh specialists, sealed handoffs and owner-reviewed rule trials. Includes the complete copyable workflow.
Send one bounded Notepad request from an eligible Claude Dispatch account, then inspect the exact local result and recover safely if the route or outcome differs.
Create one approved brand.md, point two distinct Claude Code skills to it, then check a rule change against four fresh task runs.
Prepare an authorized request, verify its captured words, and review the agent's result.
Use current GSD Core commands to carry an owned software milestone from requirements and phase plans through fresh-context execution, handoff, project tests and human acceptance.
Map one agent product’s runtime and data paths, orchestration and oversight, and interface contract against your own mandatory requirements with a copyable decision worksheet.
Map your owned procedure into a Claude Code skill with a Mermaid flowchart, check every branch in fresh sessions, and compare exact instruction tokens if API access permits.
Export a finished Claude Code conversation, check the evidence, review a bounded Learnings.md change, and test one lesson in a fresh session.
Set up one Claude Code TextEdit check on Mac: enter a fixed line through the visible interface and compare the document with the session’s actions.
Set up Claude Code’s official iMessage channel on a Mac, send one self-message about an existing project file, and verify the same-thread reply against the file.
Record and verify your own vocal in Suno Voices, select it for a song, then compare the generated singer with your source recording while checking access, credits and rights.
Compare six local controls on three permitted HTML listing pages, count serialized input with a pinned tokenizer, and check every extracted card against an independent reference.
Use an owned Python Agents SDK trace and pre-run requirement to investigate six failure patterns, identify the first proven divergence, and verify a bounded repair.
Save a personalized Cowork Project profile, check a current source-linked brief, then schedule one daily task with complete instructions and verify its first result.
Set up two Claude Cowork Projects for separate ongoing tasks, then check each project's instructions, references, account-memory choice and first output.