AI finally has an operating system.
Three breakthroughs — compression, memory and orchestration — built on one design principle: everything returns. Language is designed to return to its exact size, facts to return on demand, and each task to return finished and checked.
Your effort returns as finished work; your time returns. Built to be an operating system AI can run on and people can trust — core guarantees are specified with the B-Method and machine-checked, with independent verification in progress.
Core guarantees are specified with the B-Method — the formal-engineering approach used on safety-critical systems such as the Paris Métro signalling. MyReturn's own proofs are scoped to its memory guarantees and are under independent verification.
Language compressed to a fraction of its size — then designed to return to its exact original size, word for word. Small enough to store, fast to move, dense enough for models to train on.
Large-scale, governed memory. Every fact you give it is designed to return exactly as you left it — and erased records are not retrievable through the system's normal interfaces, with formal verification of deletion in progress.
One goal becomes hundreds of tasks across AI and humans — each designed to return checked and accepted, routed to whoever is cheaper to run. Less work re-run, fewer hours wasted.
We didn't break Shannon.
We stepped around the byte stream.
A new compression layer for language. Corrected language is held in a compact intermediate form, then designed to return to the exact original text on demand — and a model can train on that denser form natively.
domain-specific language (in testing)
See how far your own data compresses.
Drop a file or paste text — Shape Path compresses it, shows the saving, then reconstructs it word for word so you can confirm the text returned unchanged.
Memory designed to always return.
And to prove it.
Every model forgets between sessions, and none can prove what it knows. Memory makes recall a governed system, with guarantees specified and machine-checked using the B-Method (independent verification in progress) — exact recall over orbit mapping, not a model straining to hold tokens in context.
Plug a model into large-scale memory.
Connect a model to a public corpus of a billion-plus tokens, mapped onto Memory, and see it recall and reason across all of it — each answer designed to trace back to its source.
One goal in.
Hundreds of verified tasks out.
Swarm turns a high-level business goal into hundreds of executed subtasks — routed to the optimal AI or human, executed, and stitched back together. Replicants learn by shadowing experts and only take a role once validated. Each task is designed to return checked and accepted, or not return at all.
From idea towards incorporated, compliant and trading.
Domain modules are intended to help automate much of the lifecycle of a business — with human gates wherever notarisation, signature or physical presence is legally required. Where used, regulated legal templates are intended to be reviewed by a qualified lawyer in the relevant jurisdiction before use, and re-checked as laws change. MyReturn is not a law firm and does not provide legal advice.
Intended to support incorporation end to end — name research, document drafting, registry filing, tax IDs and bank prep, orchestrated automatically where possible.
targeted
May help with real-time VAT/GST, free-trade-agreement optimisation, product-safety marks and import screening.
Intended to apply the strictest applicable regime per customer — warranty terms, withdrawal rights, full audit trail.
Intended to help draft jurisdiction-specific contracts and mandatory clauses — with every regulated template reviewed by a qualified lawyer in the relevant jurisdiction before use.
Validation & readiness.
Our full validation and readiness details are still being finalised. Memory+Swarm is specified with the B-Method — the same formal engineering used for safety-critical systems — and the complete verification record will be published here soon.
Built like critical infrastructure.
Specified like mathematics.
Memory+Swarm is specified with the B-Method — the same formal engineering used for safety-critical systems — so core guarantees are machine-checked, not only tested. The memory proof obligations — do not lose a live fact, do not return an erased one, do not cross subjects — pass in simulation today, with full implementation and independent third-party validation underway.
13 theorems and three non-negotiable invariants, specified and under machine-checked verification — not just test coverage.
Performance benchmarking planned against an industry-standard suite.
Erasure behaviour to be reviewed by an independent auditor.
Academic research collaboration and oversight (partners to be announced).
Cryptographic claims reviewed by a specialised third-party firm in mid-2026.
Planned sovereign deployment in an Australian data centre.
Today's most advanced AI still can't run a business.
Today's leading AI models are extraordinary tools — but four structural gaps keep AI stuck on isolated tasks instead of operating an enterprise.
Models forget between sessions. They can't keep perfect recall over months — or prove what they know and delete it when the law demands.
Real work means stitching together dozens of models, tools and people — today that takes a team of engineers and constant manual oversight.
AI can't watch an expert work and replicate that expertise. Every new task needs fresh prompt engineering or costly retraining.
Starting a company abroad means months of legal registration, tax, trade and employment work — and hundreds of thousands of dollars.
Everything returns.
It is in the name. A MyReturn system is designed so nothing is lost and nothing is left unchecked — three layers, one principle.
Language is compressed for storage and transport, then designed to return to its precise original state — reconstructed, not approximated.
It is built not to forget. Every fact it holds is designed to return on demand — complete and sound — and only what it has erased stays gone (formal verification in progress).
Work is decomposed, executed and stitched back together — a task is designed to return checked and accepted, or not return at all.
Let's put your business on the system.
Tell us a little about you and we'll be in touch about partnerships, pilots and early access. Enquiries are sent to our team.
Request received.
Thanks — your details are on their way to our team. We'll be in touch shortly.
Privacy Policy
This policy explains what personal information MyReturn (“we”, “us”) collects through this website, how we use it, and your rights. It is written to align with the Australian Privacy Act 1988 (Cth) and the EU/UK General Data Protection Regulation (GDPR) where applicable. This policy is operated by MyReturn Pty Ltd (ABN 74 687 486 086).
1. Information we collect
When you submit the “Request access” form, we collect the details you provide: your full name, email address, phone number (including country code), company, and industry. We may also collect limited technical information your browser sends automatically (such as IP address and basic device/log data). We do not knowingly collect special-category or sensitive information through this site.
2. How we use your information
We use the information you provide solely to respond to your enquiry and to communicate with you about partnerships, pilots and early access. We do not sell your personal information, and we do not use it for automated decision-making that produces legal or similarly significant effects.
3. Legal bases (GDPR)
Where the GDPR applies, we rely on your consent (given when you tick the consent box and submit the form) and our legitimate interests in responding to enquiries and developing our business relationships. You may withdraw consent at any time (see “Your rights”).
4. Third-party processors
Form submissions are delivered to us using FormSubmit (formsubmit.co), a third-party form-to-email service. When you submit the form, the information you entered is transmitted to and processed by FormSubmit in order to deliver it to us by email. This processing is subject to FormSubmit’s own terms and privacy practices. If form delivery fails, the site may instead open your own email client so you can send the details directly to us; in that case the message is handled by your email provider.
5. International transfers
Our service providers may process your information in countries other than your own, which may have different data-protection laws. Where required, we take steps intended to ensure your information remains protected when transferred internationally.
6. Retention
We keep enquiry information only for as long as needed to respond to and manage our relationship with you, and then delete or de-identify it, unless a longer period is required by law.
7. Your rights
Subject to applicable law, you may request access to, correction of, or deletion of your personal information, object to or restrict certain processing, and withdraw consent. To make a request, email help@myreturn.com.au. You may also complain to your data-protection authority — in Australia, the Office of the Australian Information Commissioner (OAIC); in the EU/UK, your local supervisory authority.
8. Security
We take reasonable steps to protect personal information from misuse, loss, and unauthorised access. No method of transmission or storage is completely secure, and we cannot guarantee absolute security.
9. Cookies & local storage
This site does not use advertising or tracking cookies. Any browser storage used is limited to what is necessary for the site to function.
10. Changes & contact
We may update this policy from time to time; the “last updated” date will change accordingly. Questions about this policy or your information can be sent to help@myreturn.com.au.
Terms of Service
These terms govern your use of the MyReturn website and any enquiry you submit through it. By using this site you agree to these terms. These terms are operated by MyReturn Pty Ltd (ABN 74 687 486 086).
1. About this site & its current status
MyReturn is in active development. Content on this site describes capabilities that may be current features, features in testing, or planned functionality (design intent and roadmap). Descriptions are provided for information only, may change, and are not commitments that any feature will be available, perform in a particular way, or produce particular outcomes.
2. No professional advice
MyReturn is not a law firm, accountancy practice, or financial-services provider, and nothing on this site is legal, financial, tax, or other professional advice. References to incorporation, compliance, or legal documents describe intended product functionality; regulated steps are completed by qualified professionals where required by local law, and you remain responsible for obtaining your own professional advice.
3. No guaranteed outcomes
We do not guarantee any financial return, performance level, security outcome, or result. Statements about compression ratios, recall, scale, uptime, or verification reflect design intent or in-progress testing and are not promises of future performance.
4. Acceptable use
You agree to use this site lawfully, not to submit false information, and not to attempt to disrupt, probe, or gain unauthorised access to the site or its systems.
5. Intellectual property
The content, branding, and design of this site are owned by MyReturn or its licensors and may not be copied or reused without permission, except as allowed by law.
6. Disclaimers
To the maximum extent permitted by law, this site and its content are provided “as is” and “as available”, without warranties of any kind, express or implied. Nothing in these terms excludes, restricts, or modifies any consumer guarantee or right that cannot lawfully be excluded, including under the Australian Consumer Law.
7. Limitation of liability
To the extent permitted by law, MyReturn is not liable for any indirect, incidental, or consequential loss arising from your use of, or reliance on, this site. Where liability cannot be excluded, it is limited to the extent permitted by law.
8. Privacy & third-party services
Our handling of personal information is described in our Privacy Policy. The site relies on third-party services (including the FormSubmit form-to-email service) whose own terms apply to their parts of the service.
9. Governing law, changes & contact
These terms are governed by the laws of [New South Wales, Australia — to be confirmed]. We may update these terms from time to time; continued use of the site means you accept the updated terms. Questions can be sent to help@myreturn.com.au.
GDPR & data protection.
Our full GDPR and data-protection documentation is still being finalised. Memory's exact-forgetting guarantees are built for compliance from the ground up — the detailed policy will be published here soon.