

Embedding <> Numix <> Parthenon Law | Dinner Event
Private AI Infrastructure Dinner
The models get the attention. The infrastructure underneath them is where a lot of the real battles are being fought.
As AI applications move from demos into production, the questions are changing:
How do you make inference faster and cheaper?
When do open models actually make sense?
What should companies own versus outsource?
And where will the next generation of AI infrastructure companies be built? how large the inference layer is becoming?
We’re bringing together a small group of AI founders, infrastructure builders, engineers, operators, and investors for an intimate dinner to talk about what’s happening beneath the application layer — without the panels, pitches, or conference noise.
Around the Table
Expect conversations around:
AI inference, serving, and optimization
Compute and GPU infrastructure
Open vs. closed models
Agent infrastructure and orchestration
Specialized vs. generalized intelligence
AI economics: latency, performance, and cost
What founders are actually seeing in production
Where investors and builders believe the stack is heading next
No formal presentation. No long panels.
Just good food and a thoughtfully curated room of people building, buying, and funding the infrastructure AI runs on.
Who’s in the Room
Founders · Engineers · AI Infrastructure Builders · Operators · Investors
This is a curated dinner with limited seating. Registration does not guarantee confirmation.
Come hungry — for dinner and for a good argument about where the AI stack goes next.
About the Hosts
Embedding VC is an Early-stage VC (venture capital & vibe coding) from Palo Alto. We fund AI founders, incubate new ideas in our venture studio, and help founders go from -1→1 (and beyond).
Numix Tax Credits Autopilot with Full-Stack Accounting & CFO, aka R&D Tax Credits - Turn your 10% business expenses into cash in days not months.
Parthenon Law is an AI-native law firm for startups and investors. We help founders navigate the legal side of fundraising, hiring, compliance, immigration and IP to ongoing corporate matters. Our VC practice helps investors form and structure funds and conduct due diligence. Supported by internally developed legal AI, we deliver sophisticated legal work faster and more efficiently, with a more cost-effective model than traditional law firms.