Adaptive Structural Intelligence
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 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.
ALMANAC drug-synergy (best 0.643)
baseline it beats
domains with results
species protocols
research entries
discoveries
prototypes
open hypotheses
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
Each entry is shown at the level of evidence it has. Full papers are released to approved researchers; abstracts are public.
Loading research…
Discoveries & Technologies
Technologies, inventions and frameworks Echo has produced — each shown at its development stage, from concept to validated.
Loading discoveries…
Species Library
Echo applies the same 21-layer governance framework to animal health, one species at a time. Every protocol is conceptual until validated for that species.
Loading species…
Projects · Live tracker
Cerebrix runs multiple efforts at once. This is the live state of each — updated as work moves.
Loading projects…
Blog
Results, discoveries and what we're building, as it happens. RSS feed
Loading posts…
Subscribe
Occasional updates on results, discoveries and validation. No spam; unsubscribe any time.
Work with Echo
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.
Bring a hard problem in any domain. Echo models it, generates and tests approaches, and you receive a structured analysis with recommendations.
Calibrated predictions with honest uncertainty analysis, for a decision, a system, or a research question.
Assessment and advisory using Echo's governance framework, the same system that detects misalignment in any adaptive AI.
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
Cerebrix's founding ambitions, the benchmark the system is built to clear. Commercial work funds the mission, not the other way round.
Model disease across biological life as a governance problem and compute what restores it.
Design low-energy, buildable prototypes and score climate tipping points.
The same governance framework detects misalignment in any adaptive system, including Echo itself.
Contact
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