Adaptive Structural Intelligence

Intelligence designed to discover what it doesn't know.

Cerebrix builds Echo, a founder-owned research system that turns hard problems in any scientific domain into mathematics it can model, test and transfer. One engine across medicine, materials, energy, climate and computation.

Results

Echo produces results across domains. Here's one you can check yourself.

Echo has generated results across medicine, materials, energy, climate and computation, at every evidence level from computational to concept. The one to start with, because it's reproducible on public data, is drug-combination synergy.

r = 0.575

ALMANAC drug-synergy (best 0.643)

0.429

baseline it beats

5+

domains with results

On held-out NCI-ALMANAC cell lines, on real public data. The rest of Echo's results are shown at their evidence level below. Moving them from computational to independently validated is what we're building.

Research Library

Every published result.

Each entry is shown at the level of evidence it has. Full papers are released to approved researchers; abstracts are public.

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Discoveries & Technologies

What the engine has built.

Technologies, inventions and frameworks Echo has produced — each shown at its development stage, from concept to validated.

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Projects · Live tracker

What we're working on.

Cerebrix runs multiple efforts at once. This is the live state of each — updated as work moves.

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Blog

Updates from Cerebrix.

Results, discoveries and what we're building, as it happens. RSS feed

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Get new posts by email.

Occasional updates on results, discoveries and validation. No spam; unsubscribe any time.

Work with Echo

Put the engine to work on your problem.

Echo solves hard problems across domains. These are the ways to work with it today. Every engagement is Echo's analysis, expert-reviewed, scoped and quoted up front.

Problem solving

Bring Echo a Problem

Bring a hard problem in any domain. Echo models it, generates and tests approaches, and you receive a structured analysis with recommendations.

Forecasting

Scientific forecasting

Calibrated predictions with honest uncertainty analysis, for a decision, a system, or a research question.

AI governance

AI governance services

Assessment and advisory using Echo's governance framework, the same system that detects misalignment in any adaptive AI.

Licensing & partnership

Technology licensing

License early-stage models and processes Echo has generated (including agricultural technologies) to develop and validate, or partner on an outcome-based basis where you share in verified results.

The mission

Three problems. One engine.

Cerebrix's founding ambitions, the benchmark the system is built to clear. Commercial work funds the mission, not the other way round.

Cure disease

Model disease across biological life as a governance problem and compute what restores it.

Restore the climate

Design low-energy, buildable prototypes and score climate tipping points.

Keep AI safe

The same governance framework detects misalignment in any adaptive system, including Echo itself.

Contact

Start a conversation.

Work with Echo, collaborate on research, license a technology, or discuss investment. Every route reaches the founder directly.

kyle@cerebrix.com.au · Kyle Whitbrook, Founder · Adelaide, South Australia