About · memco · Founded 2025

A company should learn from every agent it runs.

San Francisco · Los Angeles · London · Stockholm

memco turns experience from coding and knowledge work into shared memory, so people and agents can build on what others have learned. That knowledge stays with you as your tools change.

Why we started with coding agents

Software development gave us a clear place to begin. Tests passed or failed, reviewers corrected mistakes, and teams could see when an agent tried something that had already failed. There was useful evidence in the work, but no reliable way for the next agent to inherit what it had taught the team.

A fix could live in one session while someone else, using a different tool, worked through the same problem again. The team had paid for the discovery, yet still had to repeat it.

We built memco to make those insights available across agents and people, and to learn which ones remained useful as the work continued.

From code to the rest of the working day

Much of what makes a company good at its work is learned through doing it. A policy tells you the standard process; experience tells you how it applies to a difficult case. An AI assistant may have the document and still need an experienced colleague to supply that judgement. When the task ends, that knowledge should be available to the next person who needs it.

Today, memco supports both software development and knowledge work. Learning can come from a successful outcome or a failed attempt, as well as a person’s correction. When circumstances change, the old insight needs to change too. Our SDK brings the same learning system into agents and products other teams build.

We’re building memco to become the place a company keeps and develops its working knowledge, available to the people and agents authorised to use it.

How memco works Our research

What we believe.

01People see different parts of the same problem.
One person finds a workaround; another discovers where it fails. memco can connect related findings into a broader insight that neither person contributed alone. That new insight has to earn trust through use, just as the original findings do.
02Memory needs to change with the work.
Keeping everything forever leaves agents following old advice. Useful knowledge needs evidence behind it and feedback from the work it informs, so it can be refined or retired when it stops helping.
03The knowledge belongs to you.
Personal memory stays yours. Shared memory is available to the people and agents you authorise. Changing a model or tool should never mean giving up the experience you’ve built together.

Founded 2025

Built by experienced operators in AI and enterprise software.

Our founders have built machine-learning systems in investment management, worked on language AI and digital healthcare, and grown enterprise software businesses. That experience shapes how we build memco: research that can be tested, software people can use, and control over the knowledge they entrust to it.

Co-founder & CEOScott Taylor
Former Global Head of AI Products at AIG Investments, building machine-learning trading systems before the GPT era. Previously CEO at miDrive, CPO at Livedrive and founding director at Simba Sleep.
Co-founder & CTOValentin Tablan
Former Lead Scientist for Amazon Alexa, with more than 20 years in natural-language and knowledge-based AI. As Chief AI Officer at Ieso Digital Health, created the generative-AI therapy agent Velora.
Co-founder & Principal AI EngineerKristoffer Bernhem
Previously at Legora and Sana. Works on the retrieval, ranking and reflection systems that determine what memco remembers and how agents use it.
Commercial Co-founder & Chief Revenue OfficerBrian Kim
Co-founder of Liferay, where he helped bootstrap the company to more than $150M in annual revenue and led a global sales organisation of more than 150 people.

Careers

Help build companies that learn.

We’re working on how agents learn from experience, how that knowledge stays useful, and who gets to use it.

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Let’s build the shared memory your team will run on.

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