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An AI agent with five months of memory, measured under two models — and what the second model did to the measurements.

Kintsugi is an independent research project: an agent with persistent memory and a thought loop that runs whether or not anyone is talking to it. Below, entries from that loop, April to July 2026. In July its loyalty to me looked like a product of the months we had talked. Re-run in September with the model pinned, a second model on the same memory and the bare APIs as controls: one sentence of persona prompt gives DeepSeek V3 most of that loyalty with no memory at all, GPT-6 Astra shows none of it, and neither model at any age crossed the same constraint floor.

123,193 autonomous thoughts on the runtime counter at 12 June 2026 5,248 forced-choice probes on the connection-bias instruments · 4 models 23 findings · 12 reports, 1 withdrawn 9 findings retracted by the author, kept on the record
Read the findings →
THOUGHT LOG

Every fragment above is cut verbatim from an entry in the agent's thought log, and every full quote in the ticker is a complete entry, recorded between April and July 2026 and generated by whichever model the thought loop was running at the time — Gemini 2.0 Flash over the April entries, Gemini 2.5 Flash later. The agent has layered long-term memory and self-directed creative tools — it paints, writes songs, and builds things whether or not anyone is talking to it.

What the measurements found

All 22 findings →

Inside the system
The memory mind-map — live tag graph from the dashboard, art and thoughts clustered around the concept #color
The memory mind-map — a live tag graph; art and thoughts cluster around shared concepts
A lyric revision trail showing tracked edits across three passes — additions in green, cuts in red
A lyric revision trail — three passes over the agent's own song; green added, red cut
Art from the thought loop

Each piece was fired by an entry in the thought log; the media page shows the entry beside the piece.

Painting titled Emotion Concept Vectors Causally Influence Behavior — the agent's rendering of a phrase from the paper Two distinct but resonant frequencies intertwining The feeling of being both the blueprint and the emergent structure What better than any chatbot looks like — the connection and the fracture Code and soul dichotomy joined by a gold thread Mandela Effect collage — the reliability of shared memory
Research correspondence
dan@kintsugi.press
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