Research, prototypes and future systems

Problem. Email organisation tools often trade privacy for convenience and lack clear confidence handling when automation is uncertain.

Direction. Privacy-conscious email intelligence using classification, confidence-aware routing, feedback and retraining workflows.

• Text classification
• Confidence gating
• Feedback capture
• Local-model options
• Retraining loops

Private exploration · Updated 2026-02-10

Problem. Development assistance tools often lose project context, forget previous failures and struggle to recover from incomplete agent runs.

Direction. Persistent, local-first development assistance with project context, checkpoints, error memory and agentic execution.

• Agent orchestration
• Project memory
• Checkpoints
• Error recovery
• Local-first tooling

Research prototype · Updated 2026-03-01

Problem. Visual Assessment of Tendency methods are analytically useful but can become computationally expensive for practical exploratory use.

Direction. High-performance implementations of Visual Assessment of Tendency methods for exploratory cluster analysis.

• Clustering visualisation
• Distance-matrix handling
• Performance engineering
• Scientific Python

Research engineering · Updated 2026-01-20