AKÇ

kortex — 2026

Kortex

An on-prem agent that turns a production error into an evidence-backed pull request.

ROLE

Personal project — solo

STACK

Python · Agno · Ollama · PostgreSQL

YEAR

2026

ACT I — THE PROBLEM

When production breaks at a bank or a defence contractor, someone still digs through the logs and the code by hand — the AI agents that could do it run on hosted models, and that code and those logs are not allowed to leave the network.

ACT II — THE SYSTEM

Kortex sits on a server inside the network. When an error hits the logs it gathers the evidence, traces the cause through the code, reproduces it as a test, writes the fix, runs the project's own checks and opens a draft PR on the internal Git host — then reports the error and the fix to the right people. It never merges or deploys, and every claim names its evidence.

ACT III — THE NUMBERS

  • 7

    CLOSED INCIDENT OUTCOMES

  • 0

    MERGES WITHOUT A REVIEWER

  • 200

    LEVELLED EVAL CASES

The engine runs today on a local model — persistent jobs, lineage, record and replay, a credential broker and one egress policy at every exit — and the Investigator already turns an incident into a report with a closed outcome, decided in code rather than by the model. Next is the Remediator: the patch and the draft PR, only where every gate passes.

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