Claude Duet preview works in the background, with approval gates
Anthropic's Claude Duet preview can work through connected accounts after users close the app. US Pro and Max access is by waitlist; background use and approvals set limits.
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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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Aigen uses synthetic fields to train weeding robots for new crops
Aigen says generated crop and weed images cut new-crop training to about a week. Its October 23 customer account adds urgency to the unanswered question of performance in real fields.
Schedule a checked Claude Code repository review on Linux
A bounded Python runner pins tracked Git files, saves a private Claude Code review receipt, and gives maintainers a manual and first scheduled run check.
Pilot Claude's Opus adviser with Sonnet or Haiku and check quality and cost
Run an approved real task with the same Claude executor alone and with an Opus adviser, verify both answers, and compare complete usage and billed cost.
Build one artifact with a Claude Code builder and separate validator
Set up a Claude Code builder and read-only validator for one authorized artifact, run the real checks, allow one scoped repair, and make a documented human accept-or-hold decision.
Use Claude Code's Opus plan and Sonnet execution route, then check the work and usage
Use Claude Code's opusplan route on a bounded repository issue, review the plan and code change, and compare whole-session usage only when the baseline and result qualify.
Direct a local Cursor Agent from iPhone and verify the result
Hand a local Cursor Agent session to iPhone Remote Control, inspect its permissions, then check the local diff and tests before a commit or PR decision.
Audit a Claude Managed Agents session, access and cost
Inspect one existing Claude Managed Agents session across events, child work, output, effective network and credential reach, and total list cost; record a supported operator decision.
Build a full-stack TypeScript web app with checked access
Build a private TypeScript reading queue with shared Zod contracts, an Express API, Supabase Auth and owner-only rows, then check the real app and release.
Connect Perplexity to your financial account and check one answer
Check the Plaid consent, connect one authorized financial account to Perplexity, reconcile one answer with your institution, and review access and prior data.
Write a software specification an AI coding agent can build and an owner can check
Turn real product requirements into an owner-approved software specification with a full template, bounded AI critique, acceptance cases and an exact implementation handoff.
Deploy an existing web app on Render and verify its live release
Inspect an owned working app, freeze its approved revision, configure data and sign-in before Render's first deploy, then check the live release and recovery path.
Build a paid SaaS app with an AI coding agent, from real problem to checked launch
Validate a customer job, scope and build a useful paid SaaS v1 with an AI coding agent, test tenant and payment boundaries, then approve and operate its release.
Build an internal staff tool with an AI coding agent, then check its restricted release
Choose a real staff workflow, build a complete service-request tool with an AI coding agent, test roles and races, then plan a restricted release and upkeep.
Set up a managed database for an AI-assisted web app
Choose a managed Postgres path for an existing app, move a reviewed migration to the right Supabase development project, test per-user access and plan production recovery.
Choose a backend for an AI-assisted web app from its actual requirements
Use your app's real requirements to compare backend architectures, eliminate failures, run one authorized proof and sign a decision or hold.
Build a waitlist and controlled early-access app with an AI coding agent
Build a public waitlist, owner-managed one-use invitations and a verified, program-specific private access gate with a complete SQL and API contract.
Build an expense approval app with an AI coding agent
Build a private employee expense approval app with immutable claim history, assigned human review and owner-recorded external reimbursement using a full SQL and API brief.