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In developmentIntelligence

AIEAdaptive Intelligence Engine

The memory layer that can prove what it remembers, why, and that it forgot.

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In development · KINIX pilot first

  • DCS products, starting with KINIX
  • Hindi & Hinglish users
  • Developers, after the pilot
Languages it is built for: Hindi, Hinglish and English
3
Ignore, ask or apply, by how confident it is
3 tiers
For every change to what it remembers
1 receipt
Launch journeys that must pass live before public launch
6
01 · Why AIE

The problem isn’t too little memory. It’s wrong memory.

AI assistants that remember are no longer rare. What is rare is memory you can trust: one that keeps a preference to the right project, does not act on a guess, takes a correction the first time, and really forgets when asked.

AIE, the Adaptive Intelligence Engine, is a memory and confidence layer for DCS products. It learns a person’s preferences from conversation, applies them only when it is confident, lets the person correct or delete them, and gives a receipt for every change, in Hindi, Hinglish and English.

The memory layer that can prove what it remembers, why, and that it forgot.
02 · How it works

Learn, scope, ask, correct, forget.

  1. 01Learn

    From conversation

    Preferences are picked up as you work, with the source they came from.

  2. 02Scope

    Kept in the right place

    Session, then project, then global, so rules for one project don’t leak into another.

  3. 03Ask

    Confident, or it asks

    Below the bar it is ignored; in the middle it is shown and asked about; only above it is applied.

  4. 04Correct

    Fix it once

    A correction becomes a rule that stops the same mistake coming back.

  5. 05Forget

    Gone, and proven gone

    Deletion reaches every copy, and the change is receipted.

03 · Confidence

It acts only when it is sure.

Every remembered preference carries a confidence. The thresholds are fixed in the engine, not a setting.

AIE confidence tiers Fixed gates
Below 0.70
IgnoredNot used, not shown
0.70 – 0.89
Shown and askedYou confirm before it counts
0.90 and above
AppliedUsed, and you can see that it was
04 · Build status

What is in development, and what waits for the pilot.

Nothing below is claimed as live yet. A capability counts only when a launch journey passes on the live system, certified by someone other than its author.

  • Scoped memory

    Session, project and global, kept apart

    In development

  • Confidence tiers

    Ignore, ask or apply

    In development

  • Corrections

    Rules that stop a repeated mistake

    In development

  • Consent & private mode

    Checked on every server write

    In development

  • Verified forget

    Deletion across every copy, receipted

    In development

  • Time machine & export

    What it knew when, with proof

    In development

  • Bring your own keys

    After a security test and a customer ask

    Planned

  • Connectors & plugins

    After the pilot shows the need

    Planned
05 · Boundaries

What AIE is built to refuse to remember.

  • Other people’s preferences

    “My boss likes short emails” is not your preference, in English or in Hinglish.

  • Temporary instructions

    A one-time request stays in the conversation and never becomes a standing rule.

  • Its own guesses

    What the assistant assumed is not stored as something you said.

  • Injected instructions

    Text that tries to plant a memory from a document or a page is refused.

  • Sensitive categories

    Caste, religion, salary, immigration and health are blocked, in three scripts.

  • Anything it can’t classify

    If it can’t tell what a fact is, it doesn’t keep it.

06 · Who it is for

DCS products first, then developers.

  • KINIX

    The first pilot runs on one KINIX workflow, with a controlled group of users.

  • People who work in Hindi and Hinglish

    Memory that understands how India actually types, and asks when it is unsure.

  • Developers

    A public quickstart and SDK follow the pilot result.

07 · Honest status

Where AIE stands today.

From AIE roadmap v3, checked 20 Oct 2026.

  1. Built in source

    The memory, consent, correction and receipt work is built on a development branch and passes its tests.

  2. Next

    Staging, then six launch journeys run on the live system and certified by QA. Nothing counts as live before that.

  3. Then

    An independent security test and a fresh evaluation in Hindi, Hinglish and English, published with its method.

  4. Pilot

    One bounded KINIX pilot. Pricing only after the pilot’s cost data.

AIE makes no performance claims until its evaluation is published. The workspace at aie.dcsai.ai is an earlier internal build.

Every feature, on screen

Inside AIE

Pick a feature to see its screen, what it does, and how it works once you connect your own accounts and data. All values are demo data.

aieIllustration · demo data
MemoryIn development

My AI Profile · scoped memory

SessionUse short bullet replies today

Project AtlasDates as DD-MM-YYYY

GlobalReply in Hinglish when I write Hinglish

Leak checkProject Atlas rules not applied to Project Orbit

Statusin development

Scoped memory

Session, project and global rules kept apart.

Once you connect

When it opens, AIE sits inside a DCS product, starting with one KINIX pilot workflow. Preferences picked up in conversation are filed as session, project or global, so a rule for one project never leaks into another.

Works with

Part of one ecosystem

Start with AIE.

Request early access, or talk to us about enterprise and sovereign deployment.

Visit the AIE siteAll products