Portfolio
- MDCP™ Platform
Deterministic computing platform for safety-critical systems
- MDLCE™ Compliance Engine
Liability closure for regulated industries
- CardioCore™ Medical Kernel
IEC 62304 medical device software kernel
- Open Source Projects
C-Sentinel monitoring and c-from-scratch course
Content
- Insights
Deterministic computing and safety-critical systems
- AI Architecture
Production ML systems from infrastructure experience
- Why Deterministic Computing?
Core principles and value proposition
Technical Overviews
- Tick Scheduler
Interactive deterministic scheduling demonstration
- Incident Replay
Deterministic incident reconstruction
- Race Conditions
Visual explanation of race condition elimination
- ROI Calculator
ASIL-D certification cost calculator
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Insights Articles (21)
- From Proofs to Code: Mathematical Transcription in C
How mathematical contracts become deterministic implementations
January 12, 2026 23:25 · Formal Methods
- The Hidden Cost of Non-Determinism
Understanding the financial impact of debugging race conditions and Heisenbugs
January 12, 2026 19:50 · Business Case
- ISO 26262 and ASIL-D: The Role of Determinism
How deterministic architecture can support automotive functional safety certification
January 12, 2026 19:20 · Certification
- The Hidden Cost of 'Consistent Environments': What Docker Actually Guarantees
Why shipping 450MB to avoid inconsistency may be solving the wrong problem
January 12, 2026 18:30 · Systems Architecture
- The Zero-Variance Problem: When Mathematics Meets Machines
Why perfect consistency creates impossible calculations—and how to handle it
January 11, 2026 22:50 · Formal Methods
- Composition Without Compromise: Connecting FSMs
How verified components combine to create verified systems
January 11, 2026 22:22 · Formal Methods
- Why Your ML Model Gives Different Results Every Tuesday
The hidden sources of non-determinism in machine learning, and why they matter more than you think
January 09, 2026 21:20 · Deterministic Computing
- Closure, Totality, and the Algebra of Safe Systems
Why three mathematical properties can determine whether your system fails safe or fails silent
January 08, 2026 21:20 · Formal Methods
- Heartbeats and State Machines: Proving Existence in Time
How deterministic finite state machines can model liveness detection with verifiable properties
January 08, 2026 17:40 · Formal Methods
- IEC 62304 Class C: What Medical Device Software Actually Requires
How deterministic architecture can support the most stringent safety classification for medical device software
January 08, 2026 17:15 · Medical Devices
- Statistics as State Transitions
How finite state machines can provide a deterministic foundation for anomaly detection
January 7, 2026 21:00 · Formal Methods
- Why EMA Beats SMA for Safety-Critical Monitoring
How exponential moving averages provide the mathematical properties that safety-critical systems require
January 7, 2026 · Systems Architecture
- Semantic Security Monitoring in Deterministic Systems
How structured observability can support incident investigation and regulatory compliance
January 07, 2026 · Safety Engineering
- MDCP vs. Conventional RTOS
Side-by-side comparison of MDCP deterministic platform against VxWorks, QNX, FreeRTOS, and conventional real-time operating systems
January 5, 2026 · Technical Comparison
- NVIDIA's ASIL-B Linux Kernel: The Path to ASIL-D and Deterministic Execution
NVIDIA's achievement is impressive — and it clarifies the architectural considerations for Level 4/5 autonomy
December 24, 2025 · Autonomous Systems
- Reproducibility and the Economics of Debugging
How non-deterministic execution can amplify engineering cost and schedule risk
December 23, 2025 · Engineering Economics
- The Mathematics of Deterministic Scheduling
How tick-based execution addresses non-determinism at the fundamental level of computation
December 23, 2025 · Formal Methods
- Cryptographic Execution Tracing and Evidentiary Integrity
How deterministic systems with cryptographic sealing can strengthen post-incident analysis
December 23, 2025 · Deterministic Computing
- DO-178C Level A Certification: How Deterministic Execution Can Streamline Certification Effort
How tick-based architecture and minimal code footprint can reduce certification effort and timelines in aerospace programs
December 23, 2025 · Safety Certification
- Reproducibility and Post-Incident Analysis in Implantable Cardiac Devices
How execution traceability can influence investigation, liability, and regulatory outcomes
December 23, 2025 · Medical Devices
- The MycoEco Kernel: Lock-Free Determinism at Scale
How event-based architecture enables deterministic multi-core execution without locks
December 23, 2025 · Systems Architecture
AI Architecture Articles (6)
- Why Floating Point Is Dangerous: The Case for Deterministic AI in C
When 'mostly reproducible' isn't good enough for systems that matter
January 14, 2026 20:00 · AI Architecture
- Debugging Model Behavior in Production
When the model works in staging but fails in prod, here's how to find out why
January 13, 2026 21:40 · AI Architecture
- When You Don't Need a Feature Store
Most teams solve a problem they don't have yet
January 13, 2026 21:15 · AI Architecture
- Model Serving Architecture Patterns
Understanding latency, throughput, and the trade-offs between them
January 13, 2026 20:35 · AI Architecture
- Production AI Systems: What 30 Years of UNIX Taught Me
The infrastructure principles that kept systems running still apply to ML
January 13, 2026 19:51 · AI Architecture
- The Observability Gap in ML Systems
Why your model serving cluster fails at 3AM and you can't figure out why
January 13, 2026 19:15 · AI Architecture