We build memory for machines that think.
Påmin Labs is building the persistent memory layer for AI. Intelligence without memory is incomplete — we're here to fix that.
The Problem
Today's AI has no past.
Every conversation starts from nothing. Every agent session discards what came before. The industry has built remarkably capable reasoning engines — and given them collective amnesia.
Wasted computation
Models re-process identical context every call. Token budgets burn on information the system has already seen and understood.
Fabricated history
Without real memory, agents confabulate. They invent prior interactions that never happened and present fiction as record.
Zero accumulation
No learning from mistakes. No building on past successes. Each session is an island — intelligence that never compounds.
Our Vision
AI that remembers is AI
that improves.
Memory is the missing layer of the AI stack. Today's agents are powerful reasoners trapped in an eternal present. We're building the infrastructure that changes that.
Remember
Total recall across every session, every interaction. Nothing is lost. The architecture retains all memories permanently — building an ever-growing foundation of knowledge.
Reason
Temporal reasoning over memory, relevance-weighted retrieval, and conflict resolution when knowledge evolves. Not search — understanding.
Evolve
Every interaction compounds. Agents that remember yesterday are smarter today. We're building the loop where intelligence accumulates without limit.
Use Cases
Where memory matters.
Persistent memory transforms every category of AI application. These are the spaces where we see the most immediate impact.
Enterprise Knowledge
Institutional memory that persists across teams, tools, and time. AI that knows your codebase, your processes, your decisions — and why they were made.
Creative & Generative
Creative tools that learn your style, your preferences, your voice. Generative systems that build on past work instead of starting from scratch every time.
Personal Agents
Assistants that actually know you. Your context, your habits, your history. Not a cold start every conversation — a relationship that deepens over time.
Autonomous Systems
Robots and agents that learn from every deployment. Mistakes happen once, not repeatedly. Autonomous systems that accumulate competence in the real world.
Fewer tokens
vs. re-processing context
Total recall
nothing forgotten, ever
Context lost
across sessions
Lock-in
any model, any framework
Principles
What we believe.
Memory is infrastructure, not a feature.
Just as databases became a shared layer beneath applications, memory should be a shared layer beneath agents. We build the plumbing so you can focus on intelligence.
Intelligence compounds.
An agent that remembers yesterday is smarter today. We're obsessed with the compounding loop — where each interaction makes the next one better, forever.
Simplicity at the boundary.
Complex systems behind simple interfaces. We absorb the complexity of temporal reasoning, conflict resolution, and relevance — so integration is effortless.
Let's build the future
of memory.
We're assembling a small group of early partners and collaborators. Get updates on our research and be first to access what we build.
No spam. Rare updates on meaningful progress.