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Aitele Research — For investorsEdition 01 — 2026
§ For investors

Invest in research that ships.

Aitele Research is a commons of 10 labs that turns research into working technology and ventures. You can invest in the commons itself, back a lab's research programme, take a stake in a venture, or fund a technology release on its way to market — and one conversation covers all four.

Start a conversation See what's open
§ I — Four ways to invest

Choose what you back.

Every route is a private arrangement, agreed in writing — what follows is how each usually works, not a fixed offer.

01Invest in

Aitele Research

What you back
The commons itself — the labs, the selection of Fellows, and the engine that turns research into ventures and releases.
How it's structured
A private arrangement with Aitele Research LLP — a capital contribution or another agreed instrument — set out in a written agreement.
What you hold
A return on what Aitele Research LLP earns — such as licensing and services income — on terms agreed in writing. (The fellows' pool is separate: it runs the commons and goes to the fellows.)
Express interest →
02Invest in

A lab

What you back
One lab's research programme, aimed at the open problems it lists publicly.
How it's structured
A multi-year research commitment to a single lab, scoped with its lead and the stewards.
What you hold
An early look at what the lab produces, with agreed rights to co-invest in the ventures it spins out or to license its releases.
Express interest →
03Invest in

A venture

What you back
A venture founded by the commons, at the stage it's at — from under-research to live.
How it's structured
Equity in the venture, alongside its founders and Aitele, under the commons compact.
What you hold
A stake in the venture itself, with the information and rights set in its round.
Express interest →
04Invest in

A technology release

What you back
A released technology — software, a model, a protocol — on its way from release to market.
How it's structured
A licence, a commercialisation partnership, or funding to take a release from beta to production.
What you hold
Licence rights, a revenue share or deployment terms, agreed release by release.
Express interest →
§ II — What's open

The ventures, labs and releases.

Ventures · 15

All ventures →

Labs · 10

All labs →
  • AI & Machine Learning

    What if the data built the network?

    3 open problems listed

    Back this lab →
  • Defense Systems

    AI that holds when the link doesn't.

    4 open problems listed

    Back this lab →
  • Stochastic Computing

    Computing with probability as the primitive.

    3 open problems listed

    Back this lab →
  • Market Computation

    Markets as computational substrates.

    3 open problems listed

    Back this lab →
  • Blockchain Technology

    Proof of origin that survives transformation.

    3 open problems listed

    Back this lab →
  • Astronomy

    A uniform standard of evidence for other worlds.

    3 open problems listed

    Back this lab →
  • Intelligent Machines

    The brain for the next robot.

    4 open problems listed

    Back this lab →
  • Computational Biology

    From sequence to therapy.

    3 open problems listed

    Back this lab →
  • Quantum Computation

    Useful computation before fault tolerance.

    3 open problems listed

    Back this lab →
  • Tantra Vidyā

    The classical sciences of sound, breath and time — made computable.

    4 open problems listed

    Back this lab →

Technology releases · 9

All releases →
  • Srota Inference Enginev1.1production

    The disk-streaming LLM inference engine inside Laghu — it streams model weights from disk under a memory ceiling you set, so models larger than your free RAM can still run.

    AI & Machine Learning

    Fund this →
  • Graha-Swara EngineL1beta

    Computes, minute by minute, the nostril (svara) and suṣumnā windows that the Śiva Svarodaya and Jyotiṣa lead one to expect from a birth chart and the live sky.

    Tantra Vidyā

    Fund this →
  • Graha-Tattva EngineT1beta

    Apportions the five tattvas — vāyu, agni, pṛthvī, jala, ākāśa — within each svara from ṣaḍbala, daśā lords and the Moon, inside the bounds the text gives.

    Tantra Vidyā

    Fund this →
  • Kawachv0.1.0alpha

    The blockchain technology behind Pramaan: tamper-evident software releases and licences verified entirely offline, unlocked inside the customer's TPM chip, and fingerprinted so a leaked copy names its source.

    Blockchain Technology

    Fund this →
  • AXON Agent Enginev0.1.0beta

    The cross-device agent engine inside Sandhi — your desktop and Android devices joined into one end-to-end encrypted network, with the reasoning on your own desktop.

    AI & Machine Learning

    Fund this →
  • Dwaar Rhythm Loginv1beta

    Behavioural login for Abhedya's Arsenal Command — an operator types a public phrase and the key is their keystroke rhythm, verified against the enrolled cohort, with a passphrase fallback.

    Defense Systems

    Fund this →
  • StochastiCorev0.1alpha

    An open-source GPU architecture whose arithmetic datapath runs on stochastic computing — multiplication becomes a single AND gate, scaled addition a multiplexer.

    Stochastic Computing

    Fund this →
  • Kalqi OSv0.1alpha

    Operating system for market computation — encodes mathematical problems as trading orders and decodes solutions from fill patterns.

    Market Computation

    Fund this →
  • RSN Corev0.4beta

    Reverse Synthetic Neural Network framework — synthesize full transformer architectures from data in seconds, without training.

    AI & Machine Learning

    Fund this →
§ III — How investing works

Five steps, no surprises.

  1. 01

    Tell us what interests you

    Send the form below — or write to hello@aiteleresearch.com. It reaches the stewards directly.

  2. 02

    A first conversation

    A steward replies by email to set up a call: what you're looking for, and what's genuinely open.

  3. 03

    The information pack

    The research record, the venture or release in detail, its numbers where there are any, and the compact — under a confidentiality agreement where it includes anything non-public.

  4. 04

    Terms in writing

    Agreed terms, an agreement and its legal fee. Bring your own advisers; we'd encourage it.

  5. 05

    Close, then updates

    Once signed, you hear from the people doing the work as it moves — the wins and the setbacks.

§ IV — Questions

What investors ask first.

Is there a minimum investment?
No fixed minimum. Tell us your range in the form and we'll tell you honestly what fits it — and what doesn't.
Can I invest from outside India?
Yes, subject to the rules that apply to you and to us — for investment into India, the FEMA and FDI rules. We work through them with you and your advisers before anything is signed.
Can I see the numbers before deciding?
Yes. After the first conversation we share an information pack. Where it includes non-public information we ask for a confidentiality agreement first.
I'd rather give than invest.
Philanthropic support — monthly patronage, backing a specific open problem, or endowing a named fellowship — goes through the same form: choose Philanthropic support. Patrons don't acquire intellectual property; they sustain the work and are publicly thanked if they wish.
How are ventures owned?
A fellow keeps at least 60% of their venture. The commons' share is at most 40% — less when it is less involved — and goes into the commons pool, which pays the commons' running costs and shares the rest among all the fellows. The same cap applies to ventures built with outside founders. Outside investors come in through each venture's own rounds. How the commons works →
What happens to my details?
We use them only to reply and to prepare for our conversation. They're never shared or added to a mailing list.
§ V — Start a conversation

Tell us what you'd like to back.

Your enquiry goes straight to the stewards. You'll get a confirmation by email at once, and a steward replies personally to set up a first conversation.

The entity
Aitele Research LLP · India
About you
Your interest

We use your details only to reply and to prepare for our conversation. They're never shared.