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AN INFORMATION AND INNOVATION COMPANY

A world where information can be checked, not just believed.

Information is a click away. Whether it can be relied on is not. We build the agents companies run in production, and the layers under them: every fact carries a state and a source, the runtime reads it before it answers, and the gateway meters every model call. Three services today; public information later.

BUILT IN RUSTPATENT PENDINGOPEN SOURCE COREIN PRODUCTION
WHAT WE BUILD

The agent proposes. It cannot write truth.

An agent can propose a fact; only the write gate can store one. Every write arrives with its source and leaves with one of four states. A low-confidence write never overwrites a confirmed fact, and a required fact that is missing comes back UNKNOWN, so the agent is blocked from inventing it. What reaches your users is what your evidence supports.

How Eruka works
AGENT PROPOSESONE WRITE GATEGOVERNED STORECONFIRMED · SOURCE ATTACHEDINFERRED · FLAGGED AS INFERREDUNCERTAIN · SENT FOR REVIEWUNKNOWN · REFUSED AT THE GATE, GAP NAMED
  1. CONFIRMED · SOURCE ATTACHED
  2. INFERRED · FLAGGED AS INFERRED
  3. UNCERTAIN · SENT FOR REVIEW
  4. UNKNOWN · REFUSED AT THE GATE, GAP NAMED
THE PRIMITIVE UNDER EVERYTHING

Four states, assigned at write time.

Eruka assigns one of four states to every fact, with its source, at write time. It is not a filter applied to output afterwards.

CONFIRMED

Traced to an approved source. Can be stated.

WHAT THE AGENT MAY DO

Cite with confidence.

INFERRED

Derived from confirmed facts, not sourced directly. Flagged as such.

WHAT THE AGENT MAY DO

Use, but say it is inferred.

UNCERTAIN

Weak or conflicting support, or gone stale.

WHAT THE AGENT MAY DO

Hedge, or send to a human for review.

UNKNOWN

A required fact that is missing. Not the absence of data, the presence of a detected gap.

WHAT THE AGENT MAY DO

The system is blocked from inventing an answer.

One write gate, provenance on every fact, an append-only record. A confirmed fact is never silently overwritten by the AI.

HOW IT REACHES YOU

Three services carry the platform to you.

SOLD NOW
  • Hosted intelligence backendYou own the front end and the user data. We supply the intelligence as a stateless, signed API, for product companies with their own engineering team.
  • Eruka governance add-onAn audit trail, a gap report and a review queue for quarantined writes on your own agents. A written guarantee that a confirmed fact is never silently overwritten.
  • Custom governed agents, full-stackWe design, build, host and run the application end to end, and keep it running on a retainer. For education distributors, corporate learning providers, and healthcare and wellness platforms.

Governance is always a separate line, so it is something you can point to.

Services
OPEN SOURCE AND EVIDENCE

The core is open, so the claims can be checked.

Sixteen projects, all Rust, all public, several on crates.io. The part of the company anyone can verify without asking us for anything.

THE STANDING RULE
No performance number leaves the company until it reproduces on a pinned test harness.
Open source

Talk to us.

build@dirmacs.com, or the form.