A self-reflecting journey through time
The samurai who supervises your agents.
A samurai walks a path through time. At each gate he watches his clan work, weighs where they fell short, and carries forward only what proves itself in trial. Every step leaves a mark. Any step can be retraced.
The way of the blade
SAM sharpens prompts, skills and memory — and keeps a change only when the trial says it cuts cleaner than before.
The path
Six stations. Walked in order, every time.
- 01
Observe
Every console turn and imported trace is stored with the version that produced it.
- 02
Judge
JEV classifies weaknesses, drift and memory value as typed answers — not prose.
- 03
Propose
SAM drafts a bounded change to the prompt, skills or memory.
- 04
Test
Baseline and candidate run the same held-out suite against the same provider.
- 05
Promote
A deterministic gate promotes only measured gains with no category regression.
- 06
Remember
Every promotion and rollback writes an append-only receipt and an era checkpoint.
Three gates
Choose where to begin.
Gate I
Journey
Follow SAM chapter by chapter — origin, first trial, lesson, mastery — with the evidence behind every mark.
Enter Journey →Gate II
Dojo
Speak with an agent, see JEV's judgement of each reply, write a candidate, test it, promote it or roll it back.
Enter Dojo →Gate III
Clan
Raise child agents with their own role and memory, and hand them tasks that SAM routes and reviews.
Enter Clan →Bring your own agent
Connect any OpenAI-compatible endpoint or send traces by webhook. SAM tests improvements against it and hands back an export bundle.
Launch Forge
When an agent is ready, forge its token on Solana — configured with SAM, signed with your wallet, confirmed by the chain.