Public method · Decision reportingAuditLoop
Make decision boundaries, evidence, and human intervention points reviewable.
View AuditLoopWork-boundary engineering
Clear boundaries for AI-operated work.
Products, engineering artifacts, and research on approval, constrained tools, and reviewable evidence.
Public work
Selected work
Public products, methods, and experiments, labeled by status.
Product · Output validationYOLOZU
Evaluate existing vision predictions through a stable predictions interface.
View YOLOZUProduct · Narrow toolVSCode PDF Viewer Secure
An offline-first PDF viewer with restrictive defaults and explicit feature enablement.
View PDF Viewer SecureProposal · Implementation experimentAgents Secure Binding
A verifier-side acceptance profile for session-bound agent identity.
View Agents Secure BindingApproach
One workflow at a time
A narrow framework used across the public work.
Define decisions
Approval, escalation, and stop rules.
Design evidence
Tests, logs, and unresolved risks.
Constrain tools
File, network, retention, and data boundaries.
Research
Exploratory work
Research is labeled separately from services and products.
Kantian and control-theoretic work
Uncertainty, overconfidence, and control boundaries.
Thermo-Credit
Exploratory economic research on credit dynamics.
Company
Independent and founder-led
ToppyMicroServices OÜ is an Estonia-based company publishing technical products, engineering artifacts, and exploratory research.
Founder and operator: Akira (thinksyncs).