SCRL 0.00CRSR 0.00001 — HOME

PRACTICE / AI SYSTEMS

Intelligence needs a useful structure.

A model is one part of the system. The harder questions are what context it receives, what it may change, how it hands work back, and how someone can tell whether it helped.

A conversation needs a next step

Product information, business rules and order details need to stay connected. Tanet explores this in conversational commerce for Bangla and Banglish shop interactions.

The input is larger than the context

Video contains more evidence than an agent can inspect at once. Morphena explores selective, time-referenced representations that preserve a route back to the source.

The workflow needs boundaries

The useful unit is the complete handoff: input, constraints, processing, review and an observable result. Scope and evaluation belong in the first conversation.

How I approach
the work.

01 / Understand the task and its failure modes

02 / Choose a bounded workflow and real inputs

03 / Build the integration and review path

04 / Evaluate the output against the intended use

RELATED WORK / THE DETAILS ARE OPEN

Start with
your problem.

Share the context, the people who need it, and the part that is difficult. We can work out what is worth building.