Agent security
Agents Secure Binding
Check whether an AI agent’s signed permission matches its current connection.
Released v1 verifier; v2 profile in prerelease.
Independent research & engineering
Security & evaluation
for AI-operated work.
We build tools to check AI agents’ authority and compare vision models. We also study how bank lending shapes the economy.
Core R&D
Vision evaluation
YOLOZU
Compare vision models using the same data and scoring rules.
Released evaluation toolkit. Available as a Python package.
Economic systems
mAI Economy
Research into how AI could guide bank lending. Thermo-Credit tracks the mix of borrowers.
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.
Licence expiry checks
No licence image, name or address is shared. A demo using fictional records.
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.
About Toppy
ToppyMicroServices OÜ is an independent software company registered in Estonia.
Founder and operator: Akira (thinksyncs).