Research, products and partnerships / Queensland, Australia
NeuroForge is an Australian AI lab developing ERAIS and Fracture. We want AI to keep useful skills, add new ones and put the right amount of work into a task. Funding would help us test that approach and build useful tools on practical hardware.
We’re looking for partners to help test the technology and bring useful products into use. We haven’t published a fixed raise amount. Public information only; not an offer to issue securities.
How customers buy
We’re seeking our first paid engagements. Customers can discuss the work and agree a scope before it begins.
Help a business organise enquiries, refresh a report or find its documents. The customer gets a working setup and learns to maintain it.
A$110/hour including GST, billed for actual minutes with a written maximum.
See small-business servicesTest a team’s workflow on an agreed computer and deliver a demonstration and report to guide the next decision.
A$4,800 ex GST for the standard scope.
See the Fit TestThe opportunity
We’re developing ERAIS and Fracture alongside practical tools and services. We agree the scope and checks for research and deployment projects before starting.
01 / Architecture
ERAIS separates the repertoire available to a system from the work selected for a task. We’re measuring how that affects quality and resource use as the repertoire grows.
Next, we’ll compare quality and resource use against a suitable baseline. See how ERAIS relates to established approaches and the comparison we’re planning.
02 / Transition
Fracture has converted speech components and complete supported Minecraft checkpoints into native ERAIS execution. Recorded replays agree with full-compute references, and learned routing updates survive a restart. Quality, efficiency and deployment suitability still need verification for each workload.
03 / The company
Aligned support can add specialist research and engineering capacity, independent review and product delivery against defined evidence and customer milestones.
Want to help the experiments continue? Choose one-time or monthly support for the lab. This is separate from investment and does not buy shares or game access.
Native training, supported conversions, live experiments including Minecraft AI, and a public record of results.
The Discord source includes a knowledge mode with source and permission checks before delivery. A public native API completion and an installed Discord adapter response have been recorded on the shared ERAIS service. Knowledge-mode deployment, acceptance in a newly installed guild and signed Discord delivery are still pending.
QSEG27286 and SubjectNest’s 2027 Tools Competition Phase I entry were submitted on 29 September 2026; outcomes are pending. 77 Partners declined the Spring 2026 application and invited an Autumn 2027 update. Verification and validation work with researchers at a local regional university is ongoing. No award or executed university agreement is claimed.
An independent review checked the consistency of an earlier public record. An independent external validation company is studying Fracture serving performance and quality, with final results pending. This does not establish completed experimental validation, paid customers or institutional endorsement.
The founder
Lloyd Handyside draws on biology, physics, chemistry, big data, programming, industrial work and academic research exposure.
That range of experience shaped ERAIS. Lloyd uses AI across research, implementation and testing while setting the technical direction and evaluating the results.
Read the founder storyPotential milestone areas
Funding would support specialist work, infrastructure and delivery. The research checks, product readiness and customer milestones would be agreed before committing the budget.
Measure quality and the memory and processing each task uses. Check that conversions preserve the original model’s numerical results, and arrange independent research review.
Turn approved products and workflows into repeatable paid projects. Have customers check the results and keep evidence of what worked.
Use Fracture for supported conversions only. Each model and the service that runs it must pass the agreed tests.
Bring in research, security and operations specialists for agreed milestones. Make sure another operator can take over.
Current sequence
We need to check what conversions preserve, close quality gaps and finish the checks for supported products and partner setups. Those results will guide what we build or offer next.
NeuroForge is the lab; ERAIS is the shared architecture; Fracture converts supported existing models into capabilities ERAIS can use. Consumer products, repeatable smaller-business work, and larger research or deployment agreements remain distinct commercial routes.
Resolve the numerical-preservation and quality questions with frozen protocols and matched evidence.
Measure quality, resource use and continuation before making broader architecture claims.
Turn suitable workflows into bounded work with real buyer decisions and recorded delivery effort.
Complete security, lifecycle, installation, recovery and operator gates for each supported configuration.
Choose a funding, revenue, redesign or stop path from current evidence and delivery capacity.
Capital and research partnerships
Tell us what you’d like to fund or investigate, and what you would need to see before deciding. We’ll come back with what we think we can do and how we would check the result.