Agent security
Agents Secure Binding
Bind delegated agent identity to the accepted session. Check that the grant, agent key and local policy agree.
Released v1 verifier; v2 profile in prerelease.
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).