

On-Device Agents with Liquid AI
A technical mini-conference exploring the models, silicon, and systems that put useful agents on the devices we already own.
We're bringing frontier labs and the AI ecosystem into conversation with builders.
Event Info: https://aisocratic.org/frontier-stack/liquid-ai
Frontier Stack
01 · Model: Efficient architectures. Open weights. Models designed for local, agentic workloads.
02 · Compute: NPUs and Apple silicon. Quantization, memory, and power. Making inference work on-device.
03 · Benchmark: Measure the deployed system. Quality, latency, and efficiency under real constraints.
Speakers
Liquid AI · Co-founder & CTO · Meet Mathias
Efficient models for local intelligence. A conversation about the architectures and practical constraints shaping the next generation of on-device agents.
Other Speakers
Qualcomm — NPUs, hardware acceleration, and the realities of deploying AI on devices.
Artificial Analysis — Comparing local models on quality, speed, and efficiency.
RunAnywhere — Developer tools and inference runtimes for shipping local AI.
ZETIC — Hardware-aware optimization and deployment across devices.
MacPaw — Turning on-device intelligence into useful consumer applications.
Cactus Compute — Local inference and practical agent workflows on everyday hardware.
Together AI — Where local agents meet cloud inference, and how to split the workload.
Also exploring a technical session with Nexa AI on edge and NPU inference. Speaker to be confirmed.
Sponsors
Presenting sponsor: Liquid AI — Liquid AI builds efficient foundation models designed to run where the data is: on phones, laptops, vehicles, and edge devices. Our host and presenting sponsor for the evening.
We’re curating sponsors building the on-device agent stack, from models and inference runtimes to hardware, benchmarks, and the apps that ship it. Become a sponsor.
Agenda
Liquid AI HQ · San Francisco
Wednesday, November 18, 2026 · 6:00–9:00 PM PST
https://aisocratic.org/frontier-stack/liquid-ai
6:00 PM · Doors open — Food, drinks, and conversations with the people building the stack.
6:30 PM · Meet the room — Host introductions and a quick round of introductions from attendees.
7:00 PM · Socratic dialogues — A guided discussion on on-device agents: what works, what breaks, and what comes next.
7:30 PM · Technical talks + Q&A — Focused 15-minute presentations, each followed by 5 minutes of questions.
9:00 PM · Keep the conversation going — Optional networking at a nearby bar.
About Liquid AI
Liquid AI mission is to build efficient general-purpose AI at every scale. This means Liquid products are highly capable, compute and cost optimized, and ready to bring intelligence on any device and medium of choice.
About AI Socratic
AI Socratic brings together engineers, researchers, and founders working on frontier AI. Participation is curated to keep discussions technical, thoughtful, and high-signal. Our mission is to democratize AI with open source and decentralized software, and open dialogues.
Explore Frontier Stack and join the community at aisocratic.org.