one rule — ten thousand things

Your team runs on experience.
We build the rules into AI.

We find the meta-rule governing your operation, encode its many instances, and ship the AI agent harness that runs them. The result: your operation runs on rule instead of memory, every decision is recorded against its basis, and your people get back the hours they were spending on work that was never theirs.

request an engagement →currently taking three projects · q3 2026

one

Discovery

find the invariants. 4 weeks.

two

Specification

encode them. 6 weeks.

three

Harness

ship the system. 4 weeks.

01 / 04

the harness

One rule becomes your operating system.

The harness is the AI agent system that runs the rules you set. Cycle times drop because the mechanical work stops being repeated. Rework falls because rules are enforced, not remembered. Your team gets capacity back — not to do less, but to do the work that was always theirs. A consultancy delivers a report; an AI vendor sells a tool. We deliver the system that runs your rules — and we ship it as a product.

proof

We build our own harness — then ship it as a product.

Specability Core is one free local agent harness: Universal Core is always active, and the current public preview includes the Coding domain overlay. It ships checksummed builds and public changelogs, does not yet provide code signing, and does not independently upload data to SpecabilityAI. Enabled host hooks send bounded orientation to the selected AI provider. Partner and Enterprise work strengthens domain methodology on that shared base.

writing

A company should not run on memory.

read the manifesto →