AI-First

Hallucinations are inevitable and irrelevant.

ameya.deshmukh@everworker.ai (Ameya Deshmukh) — Sat, 04 Apr 2026 07:34:56 GMT

Two papers matter here — Xu et al. (arXiv 2401.11817) and Banerjee et al. (arXiv 2409.05746). Together they establish the same thing from different angles.

The Controlled Burn

ameya.deshmukh@everworker.ai (Ameya Deshmukh) — Sat, 04 Apr 2026 06:33:19 GMT

This is what it takes to build a functional AI worker. A deployed, operating, doing-the-job AI worker that your team actually uses and that actually produces results.

Disclaimer:

You must have clarity in your mind on what "good" looks like. Not in abstract terms. In concrete, specific, this is what perfect output is and these-are-the-numbers-I-want-to-see-moving terms.

You must know the difference between excellent work and merely acceptable work. You must know what measurable impact must be made and why.

If you can't articulate those two key elements, you have no business building an AI worker—or, frankly, managing human ones.

The single most important ingredient in building a great AI worker is not technical sophistication. It's not prompt engineering. It's not the platform you use or the model you choose.

It's you.

Your domain expertise. Your deep, hard-won, years-in-the-trenches understanding of what good work looks like in your specific context.

Let's begin.

Take your best AI workers, put them to work everywhere you can.

clayton.griffith@everworker.ai (Clay Griffith) — Fri, 06 Mar 2026 13:34:16 GMT

Import and export AI workers and AI workflows: reuse what works

When a team builds an AI worker or AI workflow that performs well, the next question is simple. How do you use it again somewhere else without rebuilding everything? This month we introduced import and export for AI workers and AI workflows so teams can move proven setups across environments, projects and teams with far less effort. The goal is straightforward. Once a useful AI solution exists, you should be able to deploy it again quickly.

Early Stage Startup Founder’s Guide to Equity

ameya.deshmukh@everworker.ai (Ameya Deshmukh) — Tue, 13 Jan 2026 18:44:14 GMT

Early Stage Startup Founder’s Guide to Equity

Startup equity is the ownership stake founders, early employees, and investors hold in a company, determining financial upside and control. An informed founder’s guide to equity addresses splitting equity, vesting, dilution, and long-term incentives—laying the groundwork for growth, fundraising, and successful exits.