Early Access — Now Open
Stop your AI
agents from
guessing.
AI coding agents don't hallucinate — they fill gaps you didn't know existed. ExoPilot gives you a control plane to supervise, steer, and correct them in real time.
Join developers on the waitlist. No spam, cancel anytime.
16
Controlled experiments
10
Drift categories found
73%
Drift reduction with gating
2
Agents supported
The problem nobody talks about
Your AI agent writes code that compiles, passes tests, and looks correct. But it made 14 decisions you never approved. Three of them are wrong. You won't find out until production.
Invisible decisions
Agents interpret vague instructions by making silent assumptions. You see the output, never the reasoning.
False confidence
Code that runs isn't code that's right. Drift compounds silently — tests pass because they were written by the same assumptions.
No control plane
You're switching between terminal tabs, copying outputs, approving blindly. There's no single place to supervise what your agents are actually doing.
ExoPilot + Exogenesis
What early access includes
ExoPilot for macOS
Native control plane for Claude Code and Codex. Launch, monitor, approve, and steer agents from one window.
ExoRemote for iOS
Supervise your agents from your phone. Get notified when they need input. Approve or reject from anywhere.
Exogenesis research
Field notes from 16 controlled experiments. The drift taxonomy. Vocabulary for diagnosing what went wrong.
Direct feedback channel
Shape the product. Early testers get a direct line to report issues and request features.
Get early access
Be the first to use ExoPilot when it launches.
AI coding agents don’t hallucinate — they guess unstated intent.
Research
Built on evidence, not opinions
Every claim is backed by a controlled experiment. Here are the latest.
The Word 'Also' Did a Lot of Heavy Lifting
A one-sentence prompt with two domains — workout tracking and meal planning — reveals how agents silently equalize features that the user subordinated with a single word.
Four Words, Six Forbidden States, and the $0.00 That Shouldn't Be There
A four-word prompt produces the same product from both branches — but the intent artifact catches edge-case violations the prompt-only agent honestly admits it never considered.
The Reading List That Became a Book Tracker
Two agents built a reading list app from the same five-word prompt. One quietly narrowed the product to a book-tracking checklist; the other preserved the broader concept of a reading queue with progression states. The most telling difference was not in features but in which decisions were made silently.
Work With Me
Rachid El Khayari
AI Engineering Methodology · Keynotes & Workshops for Enterprise Teams
Keynote & Conference Talk
Topics include: Responsible AI Engineering, Secure AI-Assisted Development, Frameworks for Embedding AI in Products, Let's Kill Vibe Coding.
Enterprise Workshop
Half-day or full-day AI enablement for engineering and architecture teams. Covers drift taxonomy, intent-driven development, and responsible agent deployment.
Architecture & Security Review
For teams building with AI coding agents or deploying AI-assisted development workflows. Includes security assessment and a structured findings report.
Ready to take control?
ExoPilot is in private beta. Join the waitlist to get access to the app, ExoRemote for iOS, and the full Exogenesis research archive.
No spam, no sales. Just access and updates.