Open Kernel Modules in Practice: What NVIDIA's Open GPU Driver Changes for Platform Teams
Open GPU kernel modules improve debuggability and auditability for fleet operators, not performance. Here is who benefits and who can ignore them.
From the Front Lines of Tech
Sharing strategic insights and lessons from over 20 years of building scalable systems, leading high-performing teams, and navigating complex technology shifts.
Agent Reliability Patterns: Retries, Idempotency and Observability in Agentic Loops
Agent reliability patterns fail when retries re-run side effects. Design idempotency keys and step-level tracing into the loop from day one.
· StrategyMCP Server Security: Tool Poisoning, Hijacked Calls and Access Control
MCP server security starts with one question: who can change a tool definition? Treat descriptions as untrusted input and add per-tool authorization.
Local-First MCP: Air-Gapped Tool Calling with llama.cpp
Local-first MCP with llama.cpp makes offline tool-calling agents viable, and a 32k context budget forces tool discovery at runtime, not upfront.
· StrategyAgentic Coding Security: Governing AI-Written Code in the SDLC
Agentic coding security starts by treating agent-written code as a supply-chain input: track provenance, scope permissions and keep audit trails.
· StrategyOpen Weights Reshaped the Model Moat: Where Does the Value Actually Compound
Open weights reshaped the model moat for commodity-tier workloads. The assets that compound are first-party data, workflow ownership, and distribution, not parameter scale. A framework for what to actually protect.