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The AI Research Factory
It designs experiments, runs them, learns from results, and starts the next cycle. No humans required.
We built an AI R&D platform
that accelerates itself.
It's been running autonomously for months — improving its own products while it works. The same platform ships production ML for enterprises in days, funding the mission.
AI crossed the threshold to do this in 2024. The big labs use it internally — but nobody is building it as a platform. Every month of research compounds. Every customer delivery deepens the moat.
Today's AI forgets everything between conversations. We're building the best memory system in the world — so AI can actually remember who you are and what you've told it.
*Single benchmark, likely overfit.
We see exactly where the AI forgets — then our lab automatically fixes it, around the clock. Our target: 95% across every question type, every benchmark. When we get there, AI remembers better than humans. That changes everything →
Family-aware campaign prediction — classifies every campaign by its economics, measures causal impact, and optimizes ROI. For a real enterprise with real data.
Today's best systems score 93% on one benchmark. We're targeting 95% across all question types — factual, temporal, multi-hop, contradictions, adversarial. At that level, AI remembers better than humans. That's not just a product — it's a platform.
AI that genuinely knows you — your history, goals, how your thinking has changed. The difference between a chatbot and a relationship.
Longitudinal patient history, treatment responses, family context — maintained perfectly across every visit. What EHRs fail at.
Remembers every session, every trigger, every breakthrough. More reliable context than most human practitioners.
Catches inconsistencies across thousands of conversations. Fraud detection, compliance, negotiation analysis, fact-checking.
Not "you bought X, try Y." Three years of context distilled into a recommendation that actually understands your life.
You can't reason about what you can't remember. Memory at 95% is the substrate that reasoning, planning, and personality build on.
A team of AI workers that breaks any problem into steps, assigns the right specialist, and builds production software.
An AI-run science lab. Proposes ideas, tests them, learns from results. 200+ experiments run so far.
AI memory
Campaign prediction
World model for decisions
Healthcare retention
Treatment response models
Long-term recall
Multi-step thinking
Learns from experience
Multimodal understanding
Adaptive identity
Knows what it doesn't know
Memory is where we start. Each piece is its own massive market.
| Company | What They Built | Funding | Valuation |
|---|---|---|---|
| Mem0 | One memory architecture | $24M | $150M |
| Letta (MemGPT) | One memory framework | $10M seed | $70M |
| Autoscience | One automated research lab | $14M seed | — |
| Cognition (Devin) | One AI engineering tool | $21M seed | $350M |
| ResearchOS | The factory that builds all of the above | Raising pre-seed | — |
"They're each one product. We're the platform that produces them."
Embed MFE as the memory layer inside Segment, Treasure Data, Bloomreach. Plugs into identity graphs — everywhere long-term consumer relationships live.
Per-profile-per-month or rev shareBuild production AI for enterprises in days. $50K setup + monthly platform fee + performance bonus tied to business outcomes.
Hybrid: setup + recurring + outcome-basedDirect enterprise subscriptions for AI agent companies that need memory. Premium positioning — the engine that improves itself.
$5-15K/month enterprise SaaSEvery delivery deepens three defenses.
The factory that builds AI products
The lab that makes them best-in-class
The engine that compounds