When Nothing Is Dropped but the Pipeline Still Can't Keep Up
A real-time system can finish a test with zero data loss and still fail the test.
Read note ↗Windows endpoint, systems engineering & AI-assisted engineering.
Engineering notes, investigations and selected work across Windows internals and endpoint security, realtime telemetry and reliability, and bounded AI-assisted engineering.
LATEST ENGINEERING NOTES
Technical investigations, failure modes, and architecture decisions.
When the Control Plane and the Code Disagree
Why an AI-assisted development system needs reconciliation, not only task execution.
Read note ↗Why AI Coding Agents Need Bounded Authority
Effective AI-assisted development depends on scope, permissions, context, validation, and recovery—not prompts alone.
Read note ↗SELECTED WORK
Case studies in systems, security, telemetry, and bounded AI-assisted engineering.
AI-Assisted Software Development Control Plane
A reusable operating model for disciplined, auditable software work with coding agents.
Endpoint Security & Windows Systems
Low-level Windows engineering across filtering, drivers, diagnostics, and kernel/user-mode boundaries.
Realtime Telemetry & Validation Systems
Instrumenting event pipelines so that freshness, backpressure, replay, and failure are observable rather than guessed.
TOPICS
Subjects covered in this workspace.
Systems & endpoint security
Windows internals, C/C++, endpoint agents, network filtering, kernel/user-mode systems, performance, and reliability.
AI-assisted & agentic engineering
Agent-assisted development, control planes, task decomposition, quality gates, evidence packets, validation automation, and human approval boundaries.
Telemetry & reliability
Realtime telemetry, event processing, diagnostics, bounded queues, replay, failure analysis, and validation pipelines.
CONTACT
Public contact and project links are listed here.
lev.kantorovich@gmail.comLinkedIn ↗GitHub ↗USA · Pacific Time (PT) · Open to US opportunitiesResume →Contact →