Hi, I'm Chansa.

I build safer, more reliable agentic AI systems.

I split my time between client delivery, building NjiraAI, and research on reasoning validation so teams can deploy agents with more confidence.

The only way of discovering the limits of the possible is to venture a little way past them into the impossible.
Sir Arthur C. Clarke | Profiles of the Future (1962)

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Coding the future with MIT OpenCourseWare

Profile feature highlighting Chansa Kabwe's learning journey and perspective on coding.

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Index of /targets

System Process: NjiraAI

PID: 2026
Subject:Safety and reliability infrastructure for tool-using AI agents.Problem:Agents fail at the action layer. They call the wrong API, pass malformed arguments, loop indefinitely, or take destructive actions with no human in the loop. There’s no inspection point between what an agent decides and what it actually does.Status:

Tail of /var/log/research