Memory should be yours.
Every conversation starts from zero, because your context lives in someone else's cloud.
Deep-tech research, from India
Intelligence that belongs to you.
AI that speaks your language, remembers what you choose, and stays on your side — on your own device. For you, and for what you build.
Why Ritam
The more systems we use, the less understood we become.
“I noticed you keep starting over. You shouldn’t have to.”
Language should be native.
Hindi, Telugu, Tamil, Bengali, Marathi and the languages India actually speaks — including the mixes — not dialects of English waiting to be translated.
Reasoning should be visible.
An answer you can't follow is a guess you're asked to trust. Every step should be there to see.
Intelligence should stay close.
The most useful AI is the one that can live where your life happens.
Our vision
Intelligence that grows with you and never leaves you.
Intelligence that gets sharper, and cheaper, the longer it stays with you — because it keeps what you teach it, on a device you hold. Understanding that compounds. Reasoning you can follow. Control that never leaves you.
“What you told me last spring still matters. I kept it, because you asked me to.”
What we are building toward
Three commitments that shape everything we make.
Cost
Intelligence that compounds.
Built to need less each time you use it — because it remembers, and never has to re-learn you.
Memory
A memory that forgets on purpose.
Every fact carries its date. What goes stale falls away on its own; what you choose to keep stays yours. Not a bigger archive — a truer one.
Model
Change the model. Keep yourself.
The memory is yours and permanent. The model is a part you can swap — and everything you taught it comes along.
How it works
Five parts. One order.
Ritam is ṛta — the order that holds things true. Every part of the system conducts itself the same way.
Reasoning
Thinks in order.
Step by step, in the open. Says what it knows, what it assumed, and when it isn't sure.
Model
Small, native, yours.
Built for the languages people actually speak, and small enough to run where you are.
Memory
Remembers by consent.
Facts with dates, kept on your device. Lets go of what's stale; never forgets you without you.
Trust
Evidence, always.
Every answer points to the facts it used. Keys are made on your device and stay there.
Agents
Autonomy, earned.
Observe, suggest, prepare, act — each step granted by you, never assumed.
The loop
The same order, everywhere: reason in the open, remember by consent, act only when granted.
Two kinds of knowing
The Person. The Organisation.
People who live with clarity lead with clarity. One intelligence, two scales.
A companion that holds your whole story.
Your work, your people, your health, your money — understood together, remembered across years. It notices what matters before you ask, and forgets only what you allow.
Your institution's memory, finally within reach.
Decisions and expertise pile up in layers and get lost. Ritam brings that knowledge to every decision, with its evidence attached, inside your own walls.
Security
Decided first. Not added later.
Intelligence that knows you this well has to be built so that only you can reach it. That is a design decision we make at the start, not a feature we add at the end.
On your device
Runs where you are.
Your memory and reasoning live on the device you hold. What leaves it is your decision, every time.
Keys
Made by you. Kept by you.
Keys are created on your device and never leave it. Built so that no one else — including us — can read what you keep.
Control
Yours to see, export and erase.
Everything Ritam remembers about you can be read, taken with you, or deleted. Forgetting is a right, not a request.
Organisations
Inside your own walls.
Your organisation's intelligence runs in an environment that is yours alone. Nothing is shared between organisations, ever.
Our research
The substrate.
Underneath every Ritam product sits one foundation: where your memory, the reasoning behind each answer and its evidence live together — and stay yours.
Models will come and go. The substrate is what compounds: the layer underneath that makes any model yours. We are building it as research first, in the open, with one goal — the same foundation in production under everything we make.
“Change the model. Keep the memory. Nothing you taught me is lost.”
Research today · production is the goalResearch directions
Our question is not how big intelligence can get. It is how close it can stay.
Evidence
Reasoning with receipts.
Every answer carries the facts it used, so you can check it instead of believing it. Not just the answer — the trail.
Language
Code-mixed by design.
Hinglish, Tenglish and every mix in between are how India actually speaks. We treat the mix as the language, not as something to be translated first.
Scale
Small enough to stay.
We are working out how much intelligence fits in the device in your hand — and stays there, with you.
Research notes
Written as we go.
Short, plain, and only about what we have actually done.
The people
Small on purpose. Open by design.
Ritam is built by a small, founder-led team in India — researchers and engineers who would rather show working things than talk about them.
“We build in the languages we speak, on the devices we carry, for the people we know.”
Rishi Malineni · FounderResearch-led
Every product starts as a question.
It stays research until it is proven, and we say which is which.
In the open
Published as it lands.
Notes, code and results go out as they happen, so you can hold us to them.
Close to people
Built where it will be used.
In the languages India speaks, on the devices people already own.
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