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Hiring an agent instead of a person? Give it a job, not a blank cheque. The kit has a one-page job spec, a payback check, memory boundaries, a contention test and the human side of the buyout, so you know exactly what it owns before it touches real work.

Test the AI layoff claim before you sign anything. Four tools for workers, founders, HR and finance leads: notice-rights checks, a board payback test, an AI claim tester and a who-does-the-work-now map. templates, not legal advice. Includes source links.

Before you pay to fine-tune, beat the free baseline. On my run, a CPU model scored 91.0% (2,802 of 3,080) on Banking77. Run the bank-ticket classifier, set when it hands work to a person, and model the cost. Reproducible code and a confidence router too.

One study says Copilot made developers 55.8% faster. Another says 19% slower. Time assisted and unassisted work on a greenfield task and a fix in your own repo. Free harness, seven-step runbook, felt vs measured logging. Built for operators. See the kit.

Klarna booked around $39M of 2024 AI support savings in an SEC filing. Would your AI case survive the same test? One free worksheet turns it into the four numbers a CFO signs: cost per contact, quality cost, monthly saving and payback. For CFOs and COOs.

Your AI pilot looks green. Your rollbacks might not. Score it on code review, rollback and measurement in 12 DORA-mapped checks, then run a tested script on your own deploy history before the pilot scales to every team. Start this week. Free for members.

Rolling AI out to your support team? Give your newest agents AI first. Keep everyone else as the comparison group and let the weekly numbers decide what scales. A 90-day plan with a clear done-when for every single step, from first pilot to full rollout.

Let code decide when your AI acts. Put a gate between its score and the next step: stop, route to a person or continue. CPU harness, threshold sweeps and checks that block automatic rejection on person-facing steps. Free for members. Start this week now.

Turned down by software? Ask in writing what it decided, and why. Plain steps and key deadlines for the US, Canada and the EU, with letter templates you can send. templates, not legal advice. Free for members. Limits stated up front. Built for operators.

See where browser agents break before you ship. Compare Playwright-MCP, Browser-Use and Computer-Use on the same 30 workflows, score partial success separately and test a tiered router. Dry-run mode needs no API keys. Limits stated up front. See the kit.

Benchmark voice stacks on the same calls. Compare Vapi, Retell, Pipecat and a custom realtime stack on one call scenario for turn-level latency, cost per minute and errors. Dry-run needs no API keys. Adapters included. Built for operators. Free to start.

Fewer routine pages, no blind commands. Replay an on-call simulation with severity gates, a command allowlist and human approval for destructive actions. Critical incidents still page a person. Historical replay included. Limits stated up front. Open it.

Make your agent's next move predictable. Build an explicit transition graph with a turn ceiling, state-scoped tools and an audit log. Compare it to a naive loop in a runnable, framework-free reference. Invalid moves raise errors. Free for members. Today.

Answers that show their sources. Map a retrieval stack from corpus ingestion to hybrid search, user context, citations and recourse. A reference architecture for grounded, personalized answers with evaluation and privacy checks. Free for members. Inside.

Forecasts that look beyond your own history. Design a pipeline that joins history with outside signals, validates on rolling windows and carries uncertainty into decisions. Reference models, monitoring and retraining steps included. Sign in to get files.

Clear the document queue. Keep people on the hard cases. Map intake, extraction, source checks and proposed resolutions, handing ambiguous cases to a person with full context. A reference architecture, not unattended decisions. Free for members. Open it.