Ideas shaped by the work.
Research notes, engineering insights and evaluations emerging from what we build and measure at AdofLabs.
03 / All Research

When real-time interaction becomes a systems problem
What latency, state, tool execution, verification and compute reveal when intelligence has to remain present rather than respond one turn at a time.

What measuring the live speech stack taught us
Lessons from instrumenting capture, transport and speech understanding — and why perceived speed is different from measured system latency.

Should intelligence run on more than one clock?
Exploring architectures where perception, speech, reasoning, action and learning operate at different timescales instead of forcing every process through the same computational rhythm.

Execution is not completion.
Building agents that act through software exposed a reliability gap: a successful tool call does not guarantee the intended outcome. Reliable action requires observing results, verifying state and recovering when execution diverges from intent.