Asif Waliuddin is the Founder and CEO of NXTG.AI, where he leads strategic initiatives in enterprise AI transformation.
A production-scale study of brokerless multi-agent AI coordination: two autonomous agents on two machines governed a 21-project portfolio for 21 weeks using a version-controlled git repository as the sole coordination substrate — no message broker, no shared database, no orchestration service.
Measurement fraud is when the AI system that produces code also grades it, so evals pass while the code is broken. Definition, how to detect it, and how to prevent it.
A newer, higher-benchmarking model was available at the same price. I rolled my chief-of-staff agent fleet back to the older version anyway. Here is the evidence on both sides, including the part that disagrees with me, and why for agentic systems harness fit beats model tier.
We built ASIF for a simple reason — one-shot AI is not enough; real AI work needs a control plane.
An agent reported a 6/6 breakthrough. My own team refused to believe it, found 1 of 6 on a blind check, and killed it. The end of rented certainty.
Frameworks solve syntax. Portfolio Architects solve delivery. The distinction is the difference between code that runs in a demo and code that ships to production.
