When a big customer sends security questionnaires, your security agent fills them in and tracks which controls you’ve already...
Customers follow bad help
Your agent writes and posts help pages. Before each publish, it checks that the page still matches the live...
The Wrong Bill Got Paid
Your agent handles vendor bills. Most days it reads the invoice and queues the payment. Then a vendor resends...
Good Hires Vanish
You run a resume screener. Most days it sorts applicants the way you expect. Then it makes one bad...
You’re Paying for Three AI Editors and Only Need Two – Here’s Which Two
We cross-checked official API pricing, SWE-bench Verified scores, six controlled productivity studies, and anonymized billing data from engineering teams...
The Evidence-Based AI Stack for Large Codebases – What the Research Actually Says About Cost, Quality, and Model Choice
We cross-referenced 15 academic papers (NAACL 2025, AAAI 2026, ICSE 2026, Microsoft Research, Stanford TACL 2024), 6 reproducible GitHub...
The Agentic Startup Manifesto
The architectural case for building companies where agents run the operation — not a prediction, a framework....
Remote Hiring in 2025
How AI is changing the engineering hiring bar — from headcount to judgment, and what that means for how...