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Neurosymbolic AI for the enterprise

Your AI had a great night. It just can't remember any of it.

The models got brilliant. The systems around them still wake up with no idea what happened. OCTOPUS is the harness around your models: context graphs that remember, decisions with receipts, and agent fleet management that finishes real work — governed every step of the way.

Remembers Shows its work Checks before it acts Stays in your tenant
Four pop-art silkscreen panels of the same octopus in sunglasses — pink on yellow, orange on cyan, yellow on pink, cyan on orange.

8 arms. 1 memory. 0 excuses.

The morning after

Smart models. Amnesiac systems.

Frontier models can reason brilliantly. The systems around them forget last week, can't explain why they acted, drift out of context, and run without guardrails. That's not intelligence at scale. That's a very articulate blackout.

Amnesia by default

Every session is a first date.

Yesterday's insight, last quarter's decision, the running thread of the work — gone the moment the window closes. Charming once. Expensive every time.

Black-box decisions

“Trust me” is not an audit trail.

No record of why the AI did what it did. Nothing to audit, nothing to challenge, nothing a regulator or a board would sign.

Ungoverned autonomy

Agents with no bouncer.

They act without bounds, without review, and without a coherence check before anything reaches a customer or a ledger. Great energy. Terrible door policy.

Brilliance without accountability isn't intelligence. It's a liability with a nice voice.

Fun
fact

An octopus has nine brains. One in the middle. One in every arm.

Each arm thinks on its own. The center keeps the story straight. Nature shipped neurosymbolic first. OCTOPUS works the same way: neural reasoning out in the arms, a context graph at the center as the system of record. Every move is smart, and every move is on the record.

9Brains
3Hearts
8Arms
1System of record
The arms

Four arms you'll feel first.

OCTOPUS isn't a wrapper around a model. It's the durable substrate that makes enterprise AI dependable — by design, not by hope.

Arm 01 · Memory

Memory that earns interest.

A typed, linked context graph holds what your organization knows — and keeps it. Context persists across every session, every agent and every team, so intelligence accrues instead of evaporating.

  • Shared, persistent memory across sessions and agents
  • Structured knowledge, not buried chat logs
  • Institutional knowledge that gets richer over time
Arm 02 · Decision tracing

Decisions with receipts.

Every recommendation, action and judgment is recorded, attributed and replayable. Ask any outcome what it knew, what it weighed and why it moved — and get an answer, not an alibi.

  • Full provenance and audit trail on every decision
  • Replayable reasoning, not after-the-fact guesses
  • Explainability your auditors and board will accept
Arm 03 · Context

Context, carded at the door.

The right context is assembled for every task and shape-checked against the schema before it reaches the model. No hallucinated state. No silent drift. No stale assumptions slipping in on someone's plus-one.

  • Validated context assembly, scoped to the task
  • Schema-enforced inputs catch drift before it spreads
  • Accuracy that holds as the work scales
Arm 04 · Agent fleet management

Agents that clock in — and finish.

Goal-driven agents complete work inside the bounds you set, behind gates that check coherence before anything ships. Autonomy where it's safe; a human on the decks where it counts.

  • A governed agent fleet that finishes tasks, not just chats
  • Coherence gates and approval flows on consequential moves
  • Autonomy that turns up like a dimmer, not a dare

How the fleet runs →

Fifteen minutes of fame is plenty. Fifteen minutes of memory isn't.

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The floor plan

A stack you can put in front of the board.

The model is the engine. OCTOPUS is the harness: neural reasoning over a context graph that serves as the system of record, in one governed stack. Data flows up from your systems into structured knowledge. Work flows back down through a governance plane that gates every consequential move. All of it inside your tenant — the VIP room, with your name on the door.

Your tenant estate — isolated boundary
Surfaceswhere work shows up
Briefings & monitoringDecisions & approvalsAgents & workflowsConsole, APIs & MCP
ReasoningNeural · LLM
Planning & draftingStructured deliberationAgent orchestrationExternal-model counsel
Contextassembled · validated
Structured context retrievalConversational intelligenceConversation memoryCross-domain retrieval
KnowledgeSymbolic · system of record
Context graphSemantic entity graphProduct & market intelligenceContent pipeline
Integrationhow data gets in
Connectors & MCPEntity extractionSignal clusteringCross-source reconciliation
Sourcesyour enterprise
DocumentsConversations & meetingsEmail & commsLive signals
↑ Requests & work↓ Grounding & evidence
Grounded, not guessed

It looks things up before it makes things up.

Most AI improvises from statistical patterns — and quietly makes things up. OCTOPUS checks the setlist first: it grounds every answer in your validated knowledge, retrieves with relationships intact, and verifies that what it did actually landed. Confident is never mistaken for correct.

Look up before you make up

Facts first. Flourish second.

Before it generates, the platform queries authoritative, validated structure — anchoring output to what is actually known, not plausible-sounding guesses.

Structured retrieval

Retrieval that keeps the plot.

Context comes back with its relationships intact, so reasoning stays precise — not the lossy, chopped-up approximation of ordinary retrieval.

Verify the effect

“Sent” is not “landed.”

An action isn't done because a call returned. OCTOPUS confirms the result actually landed before it reports success.

Trust as architecture

Don't trust us. That's the whole point.

Most AI vendors ask you to trust the output. OCTOPUS hands you the receipts — accountability built into the substrate, not bolted on after the audit.

Evidence-backed

No claim without a chain.

Every output is tied to the sources and reasoning that produced it.

Coherence-gated

Incoherent moves don't get past the rope.

Consequential actions pass a coherence check before they execute.

Fully audited

No séance required.

A complete, queryable record of what happened, when and why — ready for review at any time.

Your boundary

Isolation by design, not by memo.

Your knowledge stays in your estate, under your controls.

The Factory

One body. Many arms. All of them working.

The same trustworthy core runs the full range of intelligence your organization runs on — from briefings to decisions to the work itself.

Always-on briefings

Knows before you ask.

Proactive monitoring and scheduled intelligence that reaches you first.

Decision intelligence

Options weighed. Verdicts traced.

Structured deliberation and traceable verdicts for the choices that matter most.

Product & market intel

A live read on the room.

A living picture of your products, pricing and the market signals moving around them.

Ecosystem discovery

Finds who's worth knowing.

Continuous mapping of partners, opportunities and the actors in your orbit.

Content pipelines

Ink, on brand.

From idea to published asset, governed by your voice and grounded in your knowledge.

Conversational intel

Every meeting, remembered.

Meetings, threads and calls distilled into durable, queryable organizational memory.

Early access

Fifteen minutes of trust isn't a strategy.

We're onboarding a small group of teams who need AI they can actually depend on. Leave your work email. We'll remember it — it's kind of our thing.

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