Architecture

Autonomy is an
engineering problem

Stallari treats agent work the way distributed systems treat money: receipted, gated, compensated — and owned by you. Five ideas carry the whole system.

Receipts

Every piece of work is a receipt

When an agent acts on your behalf, Stallari records it as a track — a durable work record with a lifecycle: opened, claimed, worked, closed. Each entry in a track's history is chained to the one before it, so the record can be audited but never quietly rewritten.

Retried and replayed work is deduplicated by design. A dispatch that fires twice lands once.

Composition

Multi-step work unwinds, never half-finishes

Larger jobs run as a graph of steps — gather, then draft, then publish — each step emitting its own receipt under the parent run. When a step fails, Stallari walks back through the completed steps and compensates them, in reverse.

When a compensation itself fails, that failure surfaces loudly as its own record. The one thing the system never does is fail silently.

Memory

Recall follows associations, not keywords

Agent memory in Stallari is a graph, not a filing cabinet. Memories used together become associated, and associations strengthen with use — the same principle your own recall runs on.

When an agent needs context, retrieval blends semantic similarity, exact match, and the association graph — so what surfaces is what's relevant, not just what matches.

Judgement

Decide and record — never decide and forget

Every tool an agent can reach carries a risk class, from read-only to high-risk. Consequential actions pass through a gate that checks what this dispatch is allowed to do; the highest-risk actions stop and wait for your explicit approval.

Every run leaves a trace — each agent, each tool call, each decision, and what it cost. "What happened while I slept" is always a question with an answer.

Custody

Two kinds of state, one owner

Stallari draws a hard line through its own storage. Your corpus — notes, documents, knowledge — stays plain, human-readable markdown, synced by whatever you already use. Stallari's own state — memories, tracks, traces — is encrypted on your machine, and it never crosses into your corpus.

Agent memory is exportable in a signed, portable format. Intelligence that accrues to you survives any vendor switch — including away from Stallari.

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