Dariusz Newecki

Systems-oriented thinker focused on AI, governance, and operational risk in modern software teams.

Belgium Joined on Nov 28, 2025 https://github.com/DariuszNewecki/CORE

Work

Quality Manager & IT Asset Management (ITAM) Process Owner

Dariusz Newecki

Mar 23

My AI Has 22 Workers, 2,470 Resolved Violations, and Still Can't Call Itself Autonomous. Here's the Gap.

#ai #architecture #devjournal #governance

5 min read

Want to connect with Dariusz Newecki?

Create an account to connect with Dariusz Newecki. You can also sign in below to proceed if you already have an account.

Create Account

Already have an account? Sign in

Dariusz Newecki

Mar 16

My AI Governance System Passed Its Own Audit. Then I Wrote One Rule. Now It Fails. That's the Point.

#ai #architecture #devops #python

2 min read

Dariusz Newecki

Mar 10

My Constitutional Auditor Missed Dead Code. Here's Why — and What I'm Doing About It.

#ai #python #devops #opensource

3 min read

Dariusz Newecki

Mar 10

How CORE Used Its Own Pipeline to Eliminate 36 Constitutional Violations — Including Its Own

#ai #python #devops #programming

4 min read

Dariusz Newecki

Mar 3

Closing the Loop: From Audit Violation to AI Fix in One Command

#ai #python #devops #opensource

4 min read

Dariusz Newecki

Feb 28

When My AI Blocked Itself: What Constitutional Governance Actually Looks Like in Practice

#ai #opensource #python #aigovernance

4 min read

Dariusz Newecki

Feb 16

Stop Building Humanoid Agents: The Case for "Octopus Architecture"

#ai #architecture #python #opensource

4 min read

Dariusz Newecki

Nov 28 '25

How I Achieved 70% Autonomous Code Generation with Constitutional AI Governance

#ai #opensource #machinelearning #python

4 min read

DEV Community

Dariusz Newecki

Badges

2 Week Community Wellness Streak

1 Week Community Wellness Streak

Writing Debut

Skills/Languages

Currently learning

Currently hacking on

Available for

My AI Has 22 Workers, 2,470 Resolved Violations, and Still Can't Call Itself Autonomous. Here's the Gap.

Want to connect with Dariusz Newecki?

My AI Governance System Passed Its Own Audit. Then I Wrote One Rule. Now It Fails. That's the Point.

My Constitutional Auditor Missed Dead Code. Here's Why — and What I'm Doing About It.

How CORE Used Its Own Pipeline to Eliminate 36 Constitutional Violations — Including Its Own

Closing the Loop: From Audit Violation to AI Fix in One Command

When My AI Blocked Itself: What Constitutional Governance Actually Looks Like in Practice

Stop Building Humanoid Agents: The Case for "Octopus Architecture"

How I Achieved 70% Autonomous Code Generation with Constitutional AI Governance