Field-tested engineering notes across platform, cloud, data, and AI delivery.
Practical write-ups on platform engineering, DevSecOps, data architecture, and AI implementation patterns that teams can apply in production.
Showing 62 of 62 posts
LLM Reliability Engineering: Deterministic Pipelines for Agentic Systems
A practical engineering deep dive on llm reliability engineering with architecture patterns, implementation guidance, and production guardrails.
Tech Trends 2026: Agentic AI, Digital Trust, and Crypto Agility
A practical engineering deep dive on tech trends 2026 with architecture patterns, implementation guidance, and production guardrails.
Responsible AI in Delivery: Governance That Doesn’t Block Shipping
A practical engineering deep dive on responsible ai in delivery with architecture patterns, implementation guidance, and production guardrails.
PQC Rollout Planning: Hybrid TLS, Certificates, and Migration Strategy
A practical engineering deep dive on pqc rollout planning with architecture patterns, implementation guidance, and production guardrails.
eBPF Security: Tetragon-Style Runtime Detection for Containers
A practical engineering deep dive on ebpf security with architecture patterns, implementation guidance, and production guardrails.
Unified Telemetry: Logs, Metrics, Traces, Profiles Under One Roof
A practical engineering deep dive on unified telemetry with architecture patterns, implementation guidance, and production guardrails.
Multi-Cluster Kubernetes: Fleet Management Without Losing Your Mind
A practical engineering deep dive on multi-cluster kubernetes with architecture patterns, implementation guidance, and production guardrails.
Golden Paths with Backstage: Making the Paved Road the Fast Road
A practical engineering deep dive on golden paths with backstage with architecture patterns, implementation guidance, and production guardrails.
Runtime Supply-Chain Security: From SBOM to Runtime Signals
A practical engineering deep dive on runtime supply-chain security with architecture patterns, implementation guidance, and production guardrails.
FinOps Automation with Policy-as-Code: Budgets That Enforce Themselves
A practical engineering deep dive on finops automation with policy-as-code with architecture patterns, implementation guidance, and production guardrails.
Data Products That Scale: Ownership, SLAs, and Operability
A practical engineering deep dive on data products that scale with architecture patterns, implementation guidance, and production guardrails.
RAG Evaluation: Groundedness, Relevance, and Regression Tests
A practical engineering deep dive on rag evaluation with architecture patterns, implementation guidance, and production guardrails.
Model Context Protocols: Standardizing Tooling and Context for LLM Apps
A practical engineering deep dive on model context protocols with architecture patterns, implementation guidance, and production guardrails.
Agentic Workflows in Production: Orchestration, Memory, and Failure Modes
A practical engineering deep dive on agentic workflows in production with architecture patterns, implementation guidance, and production guardrails.
GreenOps: Cutting Carbon, Not Reliability
A practical engineering deep dive on greenops with architecture patterns, implementation guidance, and production guardrails.
Post-Quantum Readiness: Crypto Agility Without Panic
A practical engineering deep dive on post-quantum readiness with architecture patterns, implementation guidance, and production guardrails.
Workload Identity & SPIFFE: Zero-Trust Between Services
A practical engineering deep dive on workload identity & spiffe with architecture patterns, implementation guidance, and production guardrails.
Observability 2.0: eBPF + OpenTelemetry for Deep Visibility
A practical engineering deep dive on observability 2.0 with architecture patterns, implementation guidance, and production guardrails.
Apache Iceberg Everywhere: Interoperable Lakehouse Tables
A practical engineering deep dive on apache iceberg everywhere with architecture patterns, implementation guidance, and production guardrails.
Serverless GPU & Inference Routing: Patterns for Cost-Effective GenAI
A practical engineering deep dive on serverless gpu & inference routing with architecture patterns, implementation guidance, and production guardrails.
Confidential Computing: Protecting Data-in-Use in the Cloud
A practical engineering deep dive on confidential computing with architecture patterns, implementation guidance, and production guardrails.
Gateway API & Modern Ingress: Cleaning Up Kubernetes Networking
A practical engineering deep dive on gateway api & modern ingress with architecture patterns, implementation guidance, and production guardrails.
WebAssembly at the Edge: Faster Cold Starts, Smaller Footprints
A practical engineering deep dive on webassembly at the edge with architecture patterns, implementation guidance, and production guardrails.
Multimodal AI: Practical Use-Cases Beyond Demos
A practical engineering deep dive on multimodal ai with architecture patterns, implementation guidance, and production guardrails.
LLMOps: Monitoring, Rate Limits, and Safety Checks in Production
A practical engineering deep dive on llmops with architecture patterns, implementation guidance, and production guardrails.
AI Agents 101: Tools, Memory, Planning, and Guardrails
A practical engineering deep dive on ai agents 101 with architecture patterns, implementation guidance, and production guardrails.
SRE Incident Reviews: Blameless, Actionable, and Actually Useful
A practical engineering deep dive on sre incident reviews with architecture patterns, implementation guidance, and production guardrails.
Event-Driven APIs: AsyncAPI, Schemas, and Consumer-First Thinking
A practical engineering deep dive on event-driven apis with architecture patterns, implementation guidance, and production guardrails.
Data Contracts: Preventing Breaking Changes Across Teams
A practical engineering deep dive on data contracts with architecture patterns, implementation guidance, and production guardrails.
Reusable CI/CD: Pipeline Templates, Policy Checks, and Speed
A practical engineering deep dive on reusable ci/cd with architecture patterns, implementation guidance, and production guardrails.
Tracing in Anger: Debugging Production with OpenTelemetry
A practical engineering deep dive on tracing in anger with architecture patterns, implementation guidance, and production guardrails.
Kubernetes Autoscaling: HPA, VPA, and Cluster Autoscalers in Practice
A practical engineering deep dive on kubernetes autoscaling with architecture patterns, implementation guidance, and production guardrails.
AI Pair Programming: How to Add Copilots Without Breaking SDLC
A practical engineering deep dive on ai pair programming with architecture patterns, implementation guidance, and production guardrails.
Prompt Injection & Data Leakage: Security Basics for LLM Apps
A practical engineering deep dive on prompt injection & data leakage with architecture patterns, implementation guidance, and production guardrails.
Evaluating LLM Apps: Quality, Cost, Latency, and Hallucinations
A practical engineering deep dive on evaluating llm apps with architecture patterns, implementation guidance, and production guardrails.
RAG Architecture Patterns: Retrieval That Stays Correct
A practical engineering deep dive on rag architecture patterns with architecture patterns, implementation guidance, and production guardrails.
Vector Databases Explained: Embeddings, Indexes, and Tradeoffs
A practical engineering deep dive on vector databases explained with architecture patterns, implementation guidance, and production guardrails.
GenAI for Engineering Teams: Where LLMs Actually Help
A practical engineering deep dive on genai for engineering teams with architecture patterns, implementation guidance, and production guardrails.
MLOps Foundations: Shipping Models Like Software
A practical engineering deep dive on mlops foundations with architecture patterns, implementation guidance, and production guardrails.
Cost Optimization Deep Dive: Right-Sizing, Spot, and Savings Plans
A practical engineering deep dive on cost optimization deep dive with architecture patterns, implementation guidance, and production guardrails.
Shift-Left DevSecOps: Fast Scans That Developers Won’t Hate
A practical engineering deep dive on shift-left devsecops with architecture patterns, implementation guidance, and production guardrails.
Secrets Done Right: Vault Patterns for Rotation and Least Privilege
A practical engineering deep dive on secrets done right with architecture patterns, implementation guidance, and production guardrails.
Multi-Cloud Networking Patterns: Connectivity Without Complexity
A practical engineering deep dive on multi-cloud networking patterns with architecture patterns, implementation guidance, and production guardrails.
Streaming Meets Lakehouse: CDC Pipelines Without Chaos
A practical engineering deep dive on streaming meets lakehouse with architecture patterns, implementation guidance, and production guardrails.
Data Quality Gates with Great Expectations: Trust Without Guessing
A practical engineering deep dive on data quality gates with great expectations with architecture patterns, implementation guidance, and production guardrails.
Platform Engineering: Building Internal Products, Not Snowflakes
A practical engineering deep dive on platform engineering with architecture patterns, implementation guidance, and production guardrails.
Terraform at Scale: Modules, Drift, and Safer Refactors
A practical engineering deep dive on terraform at scale with architecture patterns, implementation guidance, and production guardrails.
SLSA Provenance: Making Builds Verifiable and Reproducible
A practical engineering deep dive on slsa provenance with architecture patterns, implementation guidance, and production guardrails.
Kubernetes Policy as Code with Kyverno/OPA: Guardrails at Scale
A practical engineering deep dive on kubernetes policy as code with kyverno/opa with architecture patterns, implementation guidance, and production guardrails.
SBOMs in the Real World: From Compliance Checkbox to Useful Artifact
A practical engineering deep dive on sboms in the real world with architecture patterns, implementation guidance, and production guardrails.
Dependency Explosions: Preventing the Next Log4Shell-Style Incident
A practical engineering deep dive on dependency explosions with architecture patterns, implementation guidance, and production guardrails.
FinOps for Engineers: Cost as a First-Class SLO
A practical engineering deep dive on finops for engineers with architecture patterns, implementation guidance, and production guardrails.
eBPF for Observability: Seeing the Kernel Without Sidecars
A practical engineering deep dive on ebpf for observability with architecture patterns, implementation guidance, and production guardrails.
Serverless Containers: The Sweet Spot Between FaaS and Kubernetes
A practical engineering deep dive on serverless containers with architecture patterns, implementation guidance, and production guardrails.
Software Supply-Chain Security After SolarWinds: Practical Controls
A practical engineering deep dive on software supply-chain security after solarwinds with architecture patterns, implementation guidance, and production guardrails.
Data Mesh Fundamentals: Domain Ownership Meets Platform Thinking
A practical engineering deep dive on data mesh fundamentals with architecture patterns, implementation guidance, and production guardrails.
Service Mesh Reality Check: When Istio Helps (and When It Hurts)
A practical engineering deep dive on service mesh reality check with architecture patterns, implementation guidance, and production guardrails.
OpenTelemetry 101: Unified Tracing, Metrics, and Logs
A practical engineering deep dive on opentelemetry 101 with architecture patterns, implementation guidance, and production guardrails.
Zero Trust for Cloud Workloads: Identity as the New Perimeter
A practical engineering deep dive on zero trust for cloud workloads with architecture patterns, implementation guidance, and production guardrails.
Kubernetes Operators: Automating Day-2 Operations with CRDs
A practical engineering deep dive on kubernetes operators with architecture patterns, implementation guidance, and production guardrails.
GitOps in Practice: Drift-Free Delivery with Argo CD
A practical engineering deep dive on gitops in practice with architecture patterns, implementation guidance, and production guardrails.
Lakehouse Architecture: Faster, Cheaper, Open Analytics
A practical engineering deep dive on lakehouse architecture with architecture patterns, implementation guidance, and production guardrails.