Aletheia / CDI 2.0
CDI / Aletheia is evidence-review software in development, intended to make the line between source evidence, interpretation, uncertainty and unsupported claims easier to see. A private prototype exists; product acceptance, real-world reliability and sensitive-data readiness are not yet established.
- Evidence separated from interpretation
- Uncertainty made explicit
- Independent challenge before strong performance claims
Anchor and related AI research
Anchor develops source-linked continuity, memory and recovery tooling to reduce lost context and repeated mistakes. NeuroWeave, Deep Thought / Atlas and APE-X explore experimental simulation and reasoning approaches. Local and synthetic tests inform development; they do not establish general AI safety or improved model quality. Third Eye on AI makes this work and its limits understandable in public.
Family Control Centre
Family Control Centre has reached an integrated software alpha. The September 2 build passed 567 local software checks. We have implemented family coordination features and safeguards for changing household sessions, with the goal of making everyday responsibilities easier to manage. These are local software results; the app remains in development.
Acoustic visualization and selective-hearing research
Calibrator is developing accessible ways to make sound patterns easier to perceive, understand and focus on in complex environments, connecting acoustic insight with practical human use.
Human movement, energy and practical invention
Physical-product development explores better ways to capture ordinary movement, improve efficiency and turn overlooked energy into useful function.
The rule for every product
Define the human need. Build the response. Test it hard. Invite qualified challenge. Improve what fails and carry what works forward.