Publications & Talks / 008

Publications & talks.

Selected whitepapers, workshops, panel contributions and public talks by the Simam AI Lab research team.

Benchmark Method

We score usefulness, not hype.

Lab benchmarks are designed for applied decisions: which model, interface or workflow is fit for a real operational setting?

01

Best fit

The use case where the model or workflow is genuinely strong.

02

Operational speed

Latency, handoff time and whether the system interrupts the work.

03

Privacy mode

Cloud, local, on-premise, BYOK or partner-controlled deployment.

04

Failure pattern

Where it breaks, what review it needs and what should stay human-approved.

05

Evidence quality

Screenshots, videos, logs, task runs and domain-review notes.

06

Blueprint fit

The Simam blueprint or workflow this result can realistically support.

Requests for talks, panels or workshops — junaid.malik@simamdigital.com