AgentDiff v0.5 is live — more in the works

Something is shifting in the quiet.

KerrShift is an applied intelligence lab. We build the instruments that let autonomous software be trusted—and a few things we can't talk about yet.

Applied intelligence · Independent

01 — Work

One in the open. The rest, soon.

We ship small, sharp tools and let them earn their place. Here's what's out, and what's coming.

Live

AgentDiff↗

Tests check the answer. AgentDiff checks the path. It catches runaway loops, silent drift and cost spikes in your agents before they reach a customer.

Trajectory diffingLoop defenseCost gatingGitHub Actions
agentdiff run --against golden
goldencandidate
plan plan
search_docs search_docs
summarize~ search_docs ↺
respond~ search_docs ↺
✗ loop detected · search_docs ×3
cost +212% vs baseline · run halted
CodenameIn development

Ergosphere

For systems that keep running long after you stop watching.

CodenameResearch

Penrose

Extracting more from the models you already have.

CodenameExploring

Horizon

A way to see what your software is actually doing.

02 — Focus

Where we spend our attention.

Four threads run through everything we make. Every product starts as an experiment in one of them.

01

Verification

Knowing an autonomous system did the right thing, the right way.

02

Autonomy

Software that plans, acts and recovers without being asked twice.

03

Interfaces

New surfaces for working alongside machines that reason.

04

Infrastructure

The quiet plumbing that makes all of it hold up at scale.

The next era of software won't be written line by line. It will besteered.

We're building the instruments.

03 — Principles

How we work.

  1. 01

    Built to endure

    No brittle prototypes. Everything we ship is typed, tested and ready for real load from the first day.

  2. 02

    Agents in the loop

    We use autonomous workflows on ourselves first. Cycles that took quarters now take weeks.

  3. 03

    Nothing extra

    Few dependencies, fast responses, small surface area. Software that feels instant and stays maintainable.

04 — Contact

Let's build together.

Alongside our own products, we partner with a small number of founders and teams to design and ship AI systems, developer tools and production web apps.

Custom AI & agentsFull-stack productsAgentDiff integration
We usually reply within a day.