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//Talks

Upcoming talks.

What governs inference speed on hardware people actually own, and how to measure it yourself. Listed only once a session is accepted or booked.

Accepted
1
Booked
1
Topic
Edge inference

On the calendar.

  • Feb 2027

    Embedded Vision Summit 2027

    Talk, accepted

    Accepted September 2026: "What actually governs vision inference on a Raspberry Pi 5", a 20-minute session at the 2027 Embedded Vision Summit, San Francisco, 2 to 4 February 2027. The curated program reviews speaker slides in three draft rounds before the event.

  • Dec 2026

    Austin Python Meetup

    Talk, booked

    Booked for Wednesday 9 December 2026, 7:00 PM, a hybrid evening event in downtown Austin. A hands-on session with llama-roofline: opening real GGUF model files to see what they contain, then measuring what local LLM token generation costs on an ordinary laptop. Bring a laptop to run it yourself.

Want to try it before the talk?

The tools the talks use are on PyPI and run on a laptop with no configuration.

Install commands, documentation and DOIs are on the tools page. To ask about a talk, email manunicholasjacob@gmail.com.

Next Reviewing and judging