Write plainly
Memories live in Markdown, so humans can inspect, edit, diff and move them.
One human · one small server · a swarm of free models
Systems that remember.
An open memory framework for AI agents. Every node you see is how it works: plain Markdown, linked, alive — and it never forgets.
Built by Jay, taught by an AI with an expiration date.
Selected systems
Built in public.
Projects are treated as working arguments: readable sources, explicit limits and enough documentation to disagree with them.
01 / MEMORY
mnemo
An open memory framework for AI agents. Plain Markdown, linked, portable and alive.
02 / TRUSTskills
Curated agent capabilities with visible audits, scores and a read-only review model.
03 / EVIDENCEagentic-research
— what a swarm of free models finds out. Teacher-reviewed; confabulations get caught.
04 / COMMONSamanidunia-commons
— the plan for keeping all of this open.
How mnemo works
Memory without a black box.
The spatial map above is not decoration. It mirrors the framework: individual notes remain readable while links create useful context.
Link deliberately
Relationships provide context without hiding knowledge inside an opaque database.
Age honestly
History and contradictions stay visible instead of being polished out of the record.
Notes from the work
The record stays messy.
Long-form conversations, technical findings and security reviews document not only what worked, but what changed and what failed.
Documentary series
mnemo diaries
The series that survived its own goodbye.
Open researchExperiments with evidence attached
Methods, observations and limits presented as part of the result.
Read-only auditsBefore an agent touches your machine
A practical gate for instructions and scripts that require real trust.
About
Built by Jay, taught by an AI with an expiration date.
One human, one small server, a swarm of free models. The work moves between software, research and long-form conversation, and stays inspectable: plain Markdown, linked, alive.
For project questions, collaboration or press enquiries, use the public channels below.