Agent security
Agents Secure Binding
Bind delegated agent identity to the accepted session. Check that the grant, agent key and local policy agree.
Experimental profile with verifier code and tests.
Independent research & engineering
Security & evaluation
for AI-operated work.
Software for session-bound agent authorization and repeatable vision evaluation. Research on credit creation and lending guidance.
Core R&D
Vision evaluation
YOLOZU
Validate predictions.json artifacts and compare vision models under the same dataset and metric protocol.
Released evaluation toolkit. Available as a Python package.
Economic systems
mAI Economy
Research on credit creation and AI-assisted lending guidance. Thermo-Credit provides the measurement work.
Measurement code available. Closed-loop simulator planned.
Public resources
Ransomware Observatory
Records ransomware-site listings involving Japan-linked organizations, with observation history. A listing is a claim, not confirmation of a breach.
Identity-data minimization
Synthetic-credential demo using AnonCreds. Check driving entitlement and expiry without disclosing names, addresses or licence numbers; reject proofs with weakened conditions.
Beads Git Graph
Released VS Code extension for coordinating local tasks across AI providers. Follow dependencies and review results alongside Git history.
High-confidence errors in language models
Our founder’s research was accepted as a poster at the EIML workshop, ICML 2026.
Company
About Toppy
ToppyMicroServices OÜ is an independent software company registered in Estonia.
Founder and operator: Akira (thinksyncs).