Research Engineer · Amateur Philologist
How do agents learn?
I build instrumented agent systems and study how they learn, how faithfully they reason, and what it takes to monitor them in practice.
The research agenda features early evidence of principled agentic learning over context. Agents instrumented with qortex learn which context components matter for which queries, and update from feedback in real time.
Next up: generalize this to parameterizing the token budget itself. An agent that learns both how many resources to use, and which is what we call a minimum viable agent.
Tier 0 · qlawbox
Six packages that give agents a knowledge graph, a feedback loop, and the instrumentation to measure whether either one helps.
Tier 1 · Research ↔ Product Interface
No one cares about research tooling unless you can show them value in one plot and six bullet points. These ship to users and stress-test the stack in the dumb ways prod always finds to break things.