Iternal Product Line — Agentic AI Memory Self-hosted · Your perimeter · Governed
Ultramemory

Your AI agents forget everything. Make them remember.

Every agent you have deployed starts each session amnesiac — relearning context you already paid for, repeating finished work. Ultramemory gives the fleet one durable, governed memory inside your own environment.

What your organization learns stops evaporating and starts compounding into an institutional asset you own — not a vendor’s.

The Offer A two-to-four-week pilot on one real agent workflow, in your own environment, producing your numbers on cost, consistency, and control.
Zero
Memory content leaves your perimeter
Bounded
Recall per task — cost stays roughly flat as knowledge grows
4
Governed sharing scopes, set memory by memory
Append-only
Tamper-evident record of every access
UM·01 — The Forgetting Tax The problem · what amnesia costs

You are paying for the same learning, over and over.

Every agent your teams deploy starts each session amnesiac, repeating work you already paid for. The investment does not compound — it resets.

A corporate ledger dissolving into drifting particles — institutional knowledge evaporating at the end of every session
Tax line 01

Nothing compounds

Recurs

A person gets more valuable over time because they remember; your agents start every session back at zero.

Charged to Every new session
Tax line 02

Spend repeats itself

Recurs

Agents rebuild the same context on every task — re-reading the same material and paying for it again.

Charged to Every task
Tax line 03

Knowledge walks out the door

Recurs

When a session ends its context is gone, and existing memory features are single-user silos in a vendor’s cloud.

Charged to Every exit, every switch

The agent you reset every morning

Loss · resets daily
Context Re-briefed from scratch each morning
Prior work Re-reads the same material every task
Corrections Forgets the fix you made last week
Consistency Contradicts what it said last session
Cost curve Pays again for work already paid for

The agent that has been here a year

Asset · compounds
Context Knows the account history already
Prior work Recalls the few facts the task needs
Corrections Applies the correction made once in March
Consistency Answers the same question the same way twice
Cost curve Never pays for the same learning twice
The difference is not the model · it is whether anything is allowed to persist
UM·02 — What compounds when agents remember The gain · four outcomes

Give the fleet a memory and the economics invert.

Instead of paying to relearn, you build an asset that gets more valuable with every use.

Translucent ledger blocks stacking upward like a staircase beside a measuring rule, the top block glowing — knowledge compounding into an asset
Gain 01

A compounding knowledge asset

Every agent interaction can add to a shared, governed memory that is reused across sessions instead of discarded.

Gain 02

Bounded cost as knowledge grows

Agents retrieve only the few memories a task needs, so per-task cost stays roughly flat as knowledge grows.

Gain 03

Consistency customers and auditors can trust

Agents answer from one institutional source of truth instead of improvising a fresh answer every session.

Gain 04

Continuity across models and vendors

The memory is an asset you own, so changing models or vendors never resets what your agents learned.

UM·03 — The Memory Workflow Remember · Recall · Refine · Retire

How remembering becomes a governed business process.

Memory is not a switch you flip; it is a process you run — four stations, with governance settled before relevance is ever considered.

The lifecycle

Four stations · one continuous loop
01

Remember

Write

Agents record what actually mattered — the decision, the correction, the constraint — with an owner and sharing rule attached.

02

Recall

Retrieve

Each task pulls only the few memories that bear on it, found by meaning and by exact term.

03

Refine

Supersede

Facts are corrected by supersession: the new version takes effect everywhere at once, and the old is kept.

04

Retire

Controlled forgetting

Memories can be pinned, demoted, expired, or erased on request; forgetting is a governed action, not a gap.

The loop is continuous: what one agent refines becomes what every agent recalls next.

Every recall passes governance before relevance

Four gates · fail-closed
Input Everything your organization knows
01 Ownership gate
Your business unit only

The request is bound to its owning business unit first — a floor the database engine enforces.

02 Permission gate
What this agent may see

Sharing rules are checked memory by memory, not folder by folder, and the gate fails closed.

03 Relevance rank
What matters for this task

Only what survives both gates is ranked — relevance is the last question asked, not the first.

04 Bounded handful
Into the agent’s hands

The agent receives a capped slice of the most relevant memories, never the store behind them.

Output A capped slice — bounded, logged, revocable

Bar widths are schematic, not measured; the hatched remainder never reaches the agent.

The test that keeps us honest

There is an obvious alternative to memory: hand the model a bigger prompt and hope. Every release has to beat that on a repeatable offline test — answer quality and cost. Where it cannot, it does not ship.

UM·04 — WALLED BY DESIGN FOUR SCOPES · FAIL-CLOSED · ON THE RECORD

Shared memory, with walls that hold.

Remembering more must never mean governing less. Every memory carries its own sharing rule, enforced by the system that stores it.

Four glass-walled vault chambers on a dark floor plan, each holding differently lit documents, connected by one governed conduit through gated walls
Scope vault The sharing rule is set memory by memory, not once for the whole store 4 governed scopes
Private One agent

An agent keeps working notes for its own tasks; nothing else reads them.

Team A working group

A group shares the corrections, constraints and history that keep its answers consistent.

Organization The shared floor

Everyone starts from the standards, policies and hard-won practice already established here.

Named roles Need to know

Legal, finance and HR material stays with the named roles and goes no wider.

The walls are load-bearing: isolation is enforced by the database engine itself — a floor an application mistake cannot bypass.

  1. G·01

    Nothing leaves your perimeter

    Ultramemory runs entirely inside your own environment, and even the processing that makes search work stays within your walls.

    No egress
  2. G·02

    Untrusted input is quarantined

    Unverified material is held out of recall until it is reviewed, so the memory base cannot be quietly poisoned.

    Held for review
  3. G·03

    Corrections stick, erasure is real

    Corrections supersede the old fact for every agent from then on, and erasure destroys content while the tamper-evident record survives.

    Versioned
  4. G·04

    Every access is on the record

    Writes, reads and disclosures land in an append-only ledger, so you can always answer who could see what.

    Append-only
UM·05 — THE ORGANIZATIONAL HIVE MIND TALENT · CULTURE · CONTINUITY

Your best operator’s method becomes everyone’s starting point.

The know-how that makes your strongest people strong lives in their heads. Shared memory makes it everyone’s starting point.

Illustrative figure: on the left, five sealed glass cells each trap one dim orb whose light circles inside its own walls; on the right, the same five orbs are joined by channels into one luminous blue spine crossed by two cyan scope gates.
The 100x problem

Your best operator’s method becomes the default starting point for everyone who follows.

Projects stop being silos

Lessons cross project lines under rules that still say who may see what.

Culture

Sharing becomes the fleet’s default behavior instead of an act of individual discipline.

The onboarding ramp Illustrative
  1. 01 Day one

    A new hire starts, and their agents already know how this organization works.

  2. 02 Institutional recall

    Their agents draw on decisions, corrections and constraints the team recorded long before they arrived.

  3. 03 Veteran level

    They operate from the accumulated practice of everyone before them instead of spending a year rebuilding it.

Illustrative concept, not measured data. The shape is the point — no timeline is implied.
One pillar of a larger system

Ultramemory is the memory pillar of Iternal’s agentic enablement suite, alongside governed skills management and AI-workforce tooling. Each is adoptable on its own.

UM·06 — What Ships Today 7 shipping today

What is running now — and exercisable in your pilot.

7 lines from the register, every one running in the product today and provable in your own environment.

Scroll the register sideways for status

Ultramemory capability register
RefCapabilityStatus
01 Durable, shared memory any number of agents attach to — onboarding is a configuration step, not a build. Ships
02 Sharing rules on every individual memory — plus business units walled off from each other at the database engine. Ships
03 Bounded recall — only the relevant few memories per task, never the whole store. Ships
04 All processing inside your environment — memory content is never sent to an outside service. Ships
05 Versioned corrections and controlled forgetting — right-to-erasure with the audit record intact. Ships
06 Tamper-evident, append-only record of every access — with source-to-answer traceability. Ships
07 A repeatable offline test — proving memory beats simply giving the model a bigger prompt. Ships
UM·07 — The Pilot Two to four weeks

A contained proof, on one real workflow, inside your own environment.

No platform bet, no big-bang rollout. Three steps, a finish line agreed in advance, your decision.

A miniature three-node agent workflow sealed under a glass bell jar beside a measuring gauge and a closed ledger — a contained pilot
The pilot timeline Illustrative
Wk 01 · Stand up Inside your own perimeter
Wk 02–05 · One workflow remembers Success defined before you begin
Decision — your numbers Expand, or stop

Schematic phase shape — typical weeks, not a contractual timeline.

01
Step

Stand it up in your environment

Ultramemory is installed inside your own perimeter, on infrastructure you control. Your team watches it run and verifies that memory content never leaves.

About one week
02
Step

Give one real workflow a memory

Pick one agent workflow that matters and let it remember. Success is defined up front: less repeated work, consistent answers, a complete record.

Two to four weeks
03
Step

Decide with evidence

You finish with your own numbers on cost, consistency, and control — not a vendor’s. Expand if the evidence supports it, or stop.

At the decision point
One workflow Your environment Your numbers Nothing locked in
UM·08 — Questions CEOs Ask Six questions

The six questions that come up first.

Short answers, no hedging.

Q·01

How is Ultramemory different from the memory features in AI tools we already use?

The memory built into today’s AI tools is designed for one user, siloed inside one project, and stored in the vendor’s cloud — outside your IT organization’s control. Ultramemory is the opposite on all three counts: it is shared across your whole agent fleet under governed rules, it carries knowledge across projects and teams, and it runs entirely inside your own environment as an asset you own.

Q·02

Does a shared memory mean everyone sees everything?

No. Every individual memory carries its own sharing rule — private to one agent, shared within a team, shared organization-wide, or restricted to named roles — and business units are walled off from each other by the database engine itself. Permission is checked before relevance is ever considered, and if the permission system is unavailable, the answer is no. Sales memories never mesh with engineering memories unless someone with authority decides they should.

Q·03

What happens when a memory turns out to be wrong?

It gets corrected, and the correction sticks. Updates never silently overwrite: a new version supersedes the old one, the prior version is kept for the record, and contradictions are resolved rather than accumulated. Every agent that recalls the topic from then on gets the corrected fact — you fix something once instead of re-explaining it in every session.

Q·04

Can we meet right-to-be-forgotten obligations?

Yes. Forgetting is a governed action, not a gap. A memory can be demoted, expired, or permanently erased on request — erasure destroys the content itself while a tamper-evident marker and the audit record stay intact. That resolves the usual tension between erasure obligations and the need to show auditors an unbroken record.

Q·05

Are we locked in — to Iternal, or to a model vendor?

The memory is a self-hosted asset that lives in your environment, not ours. It is not tied to any one AI model or provider, so when you adopt a better model or change vendors, your agents keep everything they have learned. Knowledge trapped inside a vendor’s product is exactly the problem Ultramemory removes.

Q·06

What does it take to try it?

A contained pilot: stand the system up inside your own environment in about a week, give one real agent workflow a memory for two to four weeks, and define success up front — measurably less repeated work, consistent answers across sessions, and a complete record of what was learned and who could see it. At the end you decide with your own numbers, and nothing is locked in either way.

Question not on this list? Put it on the pilot agenda

The Bottom Line

Stop paying to relearn. Start compounding what your AI knows.

Your agents are already paying the forgetting tax. A larger model does not fix it — the problem is not intelligence. It is that nothing is kept. Memory turns that spend into an asset you own.

A vast dark archive hall with rows of tall columns and one luminous thread running down its center into the distance

Claims on this page trace to the Ultramemory engineering record as of July 2026 · Anything labeled illustrative is a concept, not a measurement.