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<title>Engineering Logs | Sardar Mukhshaf</title><link>https://sardarmukhshaf.com/blog/</link>
<description>Articles on backend architecture, DevOps, scalable systems, AI, and WebGL.</description><language>en-US</language>
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<item><title>Real Estate API: Domain Boundaries and Session Design in Spring Boot</title><link>https://sardarmukhshaf.com/blog/java-spring-boot-modular-monolith-migration/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/java-spring-boot-modular-monolith-migration/</guid><pubDate>Wed, 01 Jul 2026 00:00:00 GMT</pubDate><description>Review the Real Estate API&apos;s actual Java and Spring implementation, including dependency checks, registration roles, database-backed refresh sessions and S3 downloads.</description></item>
<item><title>NEZEN Developer Platform: Reviewing a Backstage, Tekton and Istio Blueprint</title><link>https://sardarmukhshaf.com/blog/internal-developer-platform-backstage-tekton-istio/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/internal-developer-platform-backstage-tekton-istio/</guid><pubDate>Thu, 25 Jun 2026 00:00:00 GMT</pubDate><description>Explore the NEZEN platform blueprint, its service scaffolding flow and the integration work needed before claiming a production-ready internal developer platform.</description></item>
<item><title>WhiteFriday Engine: Reviewing EKS Autoscaling and Load-Test Design</title><link>https://sardarmukhshaf.com/blog/scaling-karpenter-10000-pods-white-friday/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/scaling-karpenter-10000-pods-white-friday/</guid><pubDate>Mon, 15 Jun 2026 00:00:00 GMT</pubDate><description>Inspect the WhiteFriday scaling lab, distinguish virtual users from request rates, and validate Karpenter capacity, workload readiness and disruption behavior.</description></item>
<item><title>Silsila Pipeline: Artifact Evidence and Kubernetes Admission Controls</title><link>https://sardarmukhshaf.com/blog/zero-trust-software-supply-chain-sama-eks/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/zero-trust-software-supply-chain-sama-eks/</guid><pubDate>Mon, 01 Jun 2026 00:00:00 GMT</pubDate><description>Review Silsila&apos;s supply-chain blueprint, distinguishing SBOMs, signatures, admission policy and runtime detection from demonstrated regulatory compliance.</description></item>
<item><title>JavaScript in 2026: Shipped Features and Proposals</title><link>https://sardarmukhshaf.com/blog/javascript-es17-features-2026/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/javascript-es17-features-2026/</guid><pubDate>Mon, 04 May 2026 00:00:00 GMT</pubDate><description>Distinguish standardized JavaScript features from proposals, with grouping, Promise.try, and lazy iterator examples plus practical compatibility checks.</description></item>
<item><title>GPT-5, o1-pro and o3-mini: A Task-Based Model Selection Guide</title><link>https://sardarmukhshaf.com/blog/gpt-5-o1-pro-comparison-use-cases/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/gpt-5-o1-pro-comparison-use-cases/</guid><pubDate>Sun, 03 May 2026 00:00:00 GMT</pubDate><description>Compare these OpenAI model generations without confusing reasoning capability, API compatibility or task cost, and build a measurable routing policy.</description></item>
<item><title>Llama 4 vs Mistral Large 2: Architecture, Licensing and Deployment Tradeoffs</title><link>https://sardarmukhshaf.com/blog/llama-4-vs-mistral-large-2-2026/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/llama-4-vs-mistral-large-2-2026/</guid><pubDate>Sun, 03 May 2026 00:00:00 GMT</pubDate><description>Correctly compare Llama 4 mixture-of-experts models with dense Mistral Large 2, including active parameters, memory planning and release-specific licensing.</description></item>
<item><title>Modular Monoliths: Enforcing Boundaries in One Application</title><link>https://sardarmukhshaf.com/blog/modular-monoliths-2026-comeback/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/modular-monoliths-2026-comeback/</guid><pubDate>Sun, 03 May 2026 00:00:00 GMT</pubDate><description>Define module ownership, public interfaces, data access and dependency checks without treating deployment size or team headcount as architecture rules.</description></item>
<item><title>Platform Engineering: Build a Useful Internal Delivery Path</title><link>https://sardarmukhshaf.com/blog/platform-engineering-2026-trends/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/platform-engineering-2026-trends/</guid><pubDate>Sun, 03 May 2026 00:00:00 GMT</pubDate><description>Design developer self-service around real tasks, maintain Backstage templates and measure delivery outcomes without invented productivity claims.</description></item>
<item><title>Preventing Lost Updates and Async Race Conditions in JavaScript</title><link>https://sardarmukhshaf.com/blog/race-conditions-async-javascript-2026/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/race-conditions-async-javascript-2026/</guid><pubDate>Sun, 03 May 2026 00:00:00 GMT</pubDate><description>Reproduce an async lost update, choose database-level coordination, and build a local keyed queue that preserves errors and cleans up completed work.</description></item>
<item><title>Arc for Developers: Profiles, Spaces and a Reliable Workflow</title><link>https://sardarmukhshaf.com/blog/arc-browser-2-review-developers/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/arc-browser-2-review-developers/</guid><pubDate>Sat, 02 May 2026 00:00:00 GMT</pubDate><description>Use Arc&apos;s documented profile and developer-mode features while keeping environment separation and browser testing grounded in actual behavior.</description></item>
<item><title>Neuromorphic Computing: Evaluating Loihi 2 and NorthPole</title><link>https://sardarmukhshaf.com/blog/neuromorphic-computing-chips-2026/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/neuromorphic-computing-chips-2026/</guid><pubDate>Sat, 02 May 2026 00:00:00 GMT</pubDate><description>Separate spiking research hardware from neural inference accelerators, and design fair energy and latency comparisons for candidate workloads.</description></item>
<item><title>GitOps Control Planes: Review Gates, Drift and Recovery</title><link>https://sardarmukhshaf.com/blog/gitops-at-scale-2026-patterns/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/gitops-at-scale-2026-patterns/</guid><pubDate>Fri, 01 May 2026 00:00:00 GMT</pubDate><description>Inspect the boundaries of Atlantis, Terraform and Argo CD, with a source-based look at the Thabit control-plane blueprint and its validation needs.</description></item>
<item><title>GPT-5 vs Claude 4 vs Gemini 2.5: An API Comparison</title><link>https://sardarmukhshaf.com/blog/gpt-5-vs-claude-4-vs-gemini-2-5-2026/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/gpt-5-vs-claude-4-vs-gemini-2-5-2026/</guid><pubDate>Fri, 01 May 2026 00:00:00 GMT</pubDate><description>Compare exact model variants, documented context limits and modalities, then evaluate coding quality and cost with a reproducible task-based method.</description></item>
<item><title>Investigating Rising Memory Use in Long-Running Node.js</title><link>https://sardarmukhshaf.com/blog/memory-fragmentation-long-running-nodejs/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/memory-fragmentation-long-running-nodejs/</guid><pubDate>Fri, 01 May 2026 00:00:00 GMT</pubDate><description>Separate Node.js heap usage, external allocations and RSS, correct the V8 diagnostics API, and investigate allocator fragmentation without relying on a false ratio.</description></item>
<item><title>React Upgrades: Compiler, Server Components and use</title><link>https://sardarmukhshaf.com/blog/react-20-announcement-breakdown/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/react-20-announcement-breakdown/</guid><pubDate>Fri, 01 May 2026 00:00:00 GMT</pubDate><description>Separate React runtime updates, compiler configuration, Server Components, and transitions before planning a migration. Includes a complete React 19 example.</description></item>
<item><title>Strangler Fig Migrations: Routing, Data Ownership and Rollback</title><link>https://sardarmukhshaf.com/blog/strangler-fig-pattern-migration-guide/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/strangler-fig-pattern-migration-guide/</guid><pubDate>Fri, 01 May 2026 00:00:00 GMT</pubDate><description>Replace legacy capabilities incrementally while preserving request contracts, coordinating data migration and defining a realistic rollback boundary.</description></item>
<item><title>Debugging CSS Specificity, Cascade Layers and Unexpected Overrides</title><link>https://sardarmukhshaf.com/blog/css-specificity-wars-debugging-guide/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/css-specificity-wars-debugging-guide/</guid><pubDate>Thu, 30 Apr 2026 00:00:00 GMT</pubDate><description>Trace the winning CSS declaration, distinguish specificity from cascade priority, and use layers and low-specificity selectors to keep component overrides predictable.</description></item>
<item><title>Cursor for Professional Development: A Practical Evaluation Guide</title><link>https://sardarmukhshaf.com/blog/cursor-ide-1-year-later-review/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/cursor-ide-1-year-later-review/</guid><pubDate>Thu, 30 Apr 2026 00:00:00 GMT</pubDate><description>Evaluate Cursor&apos;s agent workflow, project rules and repository fit without unsupported long-term-use claims or outdated pricing comparisons.</description></item>
<item><title>Gemini 2.5 Pro and Google AI Ultra: Model Limits vs Subscription Plans</title><link>https://sardarmukhshaf.com/blog/gemini-2-5-pro-vs-ultra-2026/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/gemini-2-5-pro-vs-ultra-2026/</guid><pubDate>Thu, 30 Apr 2026 00:00:00 GMT</pubDate><description>Separate Gemini 2.5 Pro API capabilities from Google AI subscription plans, and evaluate long context, caching and retrieval with the correct limits.</description></item>
<item><title>Perplexity and Gemini Search Grounding: Evaluating Sources and Citations</title><link>https://sardarmukhshaf.com/blog/perplexity-vs-gemini-search-2026/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/perplexity-vs-gemini-search-2026/</guid><pubDate>Thu, 30 Apr 2026 00:00:00 GMT</pubDate><description>Compare AI-assisted search by source support, freshness and uncertainty, and understand why AI citations do not replace ordinary SEO fundamentals.</description></item>
<item><title>Brain–Computer Interfaces: Research Status and Accessible Software</title><link>https://sardarmukhshaf.com/blog/brain-computer-interfaces-consumer-2026/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/brain-computer-interfaces-consumer-2026/</guid><pubDate>Tue, 28 Apr 2026 00:00:00 GMT</pubDate><description>Distinguish investigational implantable BCIs from consumer products, avoid invented SDK claims, and design clear input and confirmation boundaries for accessible software.</description></item>
<item><title>Claude Sonnet 4 vs Opus 4: Comparing the Original Claude 4 Models</title><link>https://sardarmukhshaf.com/blog/claude-4-sonnet-vs-opus-2026/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/claude-4-sonnet-vs-opus-2026/</guid><pubDate>Tue, 28 Apr 2026 00:00:00 GMT</pubDate><description>A documentation-based comparison of Sonnet 4 and Opus 4, with a practical method for assessing coding work, extended thinking and total task cost.</description></item>
<item><title>Debugging Memory Leaks in React 19</title><link>https://sardarmukhshaf.com/blog/debugging-react-19-memory-leaks/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/debugging-react-19-memory-leaks/</guid><pubDate>Tue, 28 Apr 2026 00:00:00 GMT</pubDate><description>Trace retained objects, clean up effects, and distinguish real leaks from normal allocation, stale requests, and compiler memoization in React 19.</description></item>
<item><title>eBPF Observability: Useful Coverage and Important Blind Spots</title><link>https://sardarmukhshaf.com/blog/ebpf-cloud-observability-2026/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/ebpf-cloud-observability-2026/</guid><pubDate>Tue, 28 Apr 2026 00:00:00 GMT</pubDate><description>Evaluate eBPF agents by protocol, runtime, permissions and measurement coverage, while preserving application-level tracing where it adds context.</description></item>
<item><title>Midjourney V7 and GPT Image: Comparing Image Generation Workflows</title><link>https://sardarmukhshaf.com/blog/midjourney-v7-vs-dalle-4-2026/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/midjourney-v7-vs-dalle-4-2026/</guid><pubDate>Tue, 28 Apr 2026 00:00:00 GMT</pubDate><description>Compare documented image-generation workflows while preserving exact typography, authentic project evidence and realistic expectations for editing.</description></item>
<item><title>Sagas: Durable Coordination and Correct Compensation</title><link>https://sardarmukhshaf.com/blog/saga-pattern-distributed-transactions/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/saga-pattern-distributed-transactions/</guid><pubDate>Tue, 28 Apr 2026 00:00:00 GMT</pubDate><description>Design multi-service workflows for partial failure, ambiguous payment outcomes, durable state, idempotency and recoverable compensation.</description></item>
<item><title>Supabase: PostgreSQL Access, RLS and Production Responsibilities</title><link>https://sardarmukhshaf.com/blog/supabase-2026-features-review/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/supabase-2026-features-review/</guid><pubDate>Tue, 28 Apr 2026 00:00:00 GMT</pubDate><description>Evaluate Supabase through data access rules, authentication lifecycle, realtime behavior, operational needs and a representative application test.</description></item>
<item><title>Terraform, Kubernetes and GitOps: Designing Safer Rollouts</title><link>https://sardarmukhshaf.com/blog/terraform-kubernetes-gitops-zero-downtime/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/terraform-kubernetes-gitops-zero-downtime/</guid><pubDate>Tue, 28 Apr 2026 00:00:00 GMT</pubDate><description>Define ownership, readiness, state locking and recovery across Terraform, Kubernetes and Argo CD without promising zero-downtime deployments.</description></item>
<item><title>TypeScript 6.0: Migration Changes and Older Features</title><link>https://sardarmukhshaf.com/blog/typescript-6-release-analysis/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/typescript-6-release-analysis/</guid><pubDate>Tue, 28 Apr 2026 00:00:00 GMT</pubDate><description>Review TypeScript 6 configuration changes, distinguish isolated declarations and using from new features, and plan an upgrade with explicit validation.</description></item>
<item><title>Preventing WebSocket Reconnection Storms</title><link>https://sardarmukhshaf.com/blog/websocket-reconnection-storm-fix/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/websocket-reconnection-storm-fix/</guid><pubDate>Tue, 28 Apr 2026 00:00:00 GMT</pubDate><description>Use bounded jittered retries, prevent duplicate reconnect timers, protect the upgrade boundary and restore application state after a WebSocket disconnect.</description></item>
<item><title>Claude Code and Copilot Workspace: What Changed and What to Compare Now</title><link>https://sardarmukhshaf.com/blog/claude-code-vs-copilot-workspace/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/claude-code-vs-copilot-workspace/</guid><pubDate>Sun, 26 Apr 2026 00:00:00 GMT</pubDate><description>Understand Copilot Workspace&apos;s retirement and compare current coding-agent workflows through permissions, reviewable changes and reproducible validation.</description></item>
<item><title>CQRS and Event Sourcing: Separate the Decisions</title><link>https://sardarmukhshaf.com/blog/cqrs-event-sourcing-practical-guide/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/cqrs-event-sourcing-practical-guide/</guid><pubDate>Sun, 26 Apr 2026 00:00:00 GMT</pubDate><description>Understand command/query separation, event streams, projection lag and concurrency before choosing a more complex persistence model.</description></item>
<item><title>Diagnosing PostgreSQL Deadlocks and Retrying Transactions</title><link>https://sardarmukhshaf.com/blog/database-deadlock-detection-resolution/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/database-deadlock-detection-resolution/</guid><pubDate>Sun, 26 Apr 2026 00:00:00 GMT</pubDate><description>Reconstruct a PostgreSQL lock cycle, use consistent lock ordering, and retry a complete transaction without duplicating external side effects.</description></item>
<item><title>Drizzle and Prisma: Compare Queries, Migrations and Runtime Fit</title><link>https://sardarmukhshaf.com/blog/drizzle-orm-vs-prisma-2026/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/drizzle-orm-vs-prisma-2026/</guid><pubDate>Sun, 26 Apr 2026 00:00:00 GMT</pubDate><description>Evaluate TypeScript database tooling with representative SQL, migration review and deployment constraints instead of unverified performance rankings.</description></item>
<item><title>FinOps: Connect Cloud Costs to Workload Decisions</title><link>https://sardarmukhshaf.com/blog/finops-cloud-cost-optimization/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/finops-cloud-cost-optimization/</guid><pubDate>Sun, 26 Apr 2026 00:00:00 GMT</pubDate><description>Build useful cost attribution, evaluate capacity and interruption tradeoffs, and measure savings without sacrificing the workload&apos;s requirements.</description></item>
<item><title>Next.js and Three.js: Building a Crawlable, Measurable WebGL Experience</title><link>https://sardarmukhshaf.com/blog/nextjs-threejs-100-lighthouse-score-seo/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/nextjs-threejs-100-lighthouse-score-seo/</guid><pubDate>Sun, 26 Apr 2026 00:00:00 GMT</pubDate><description>Keep meaningful content available while progressively loading WebGL, with correct Next.js client boundaries and honest lab-versus-field performance measurement.</description></item>
<item><title>Open-Weight LLM Leaderboards: Reading Rankings Before Choosing a Model</title><link>https://sardarmukhshaf.com/blog/open-source-llms-leaderboard-2026/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/open-source-llms-leaderboard-2026/</guid><pubDate>Sun, 26 Apr 2026 00:00:00 GMT</pubDate><description>Interpret model rankings using exact checkpoints, evaluation settings, licensing and deployment constraints instead of an unsupported top-ten list.</description></item>
<item><title>GitHub Copilot in 2026: Coding, Review and Autofix Are Different Workflows</title><link>https://sardarmukhshaf.com/blog/github-copilot-x-evolution-2026/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/github-copilot-x-evolution-2026/</guid><pubDate>Sat, 25 Apr 2026 00:00:00 GMT</pubDate><description>Distinguish Copilot&apos;s coding agent, code review and security Autofix, and integrate them into a review process with clear ownership and validation.</description></item>
<item><title>Solid-State Batteries: Reading Prototype and Production Claims</title><link>https://sardarmukhshaf.com/blog/solid-state-batteries-ev-revolution-2026/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/solid-state-batteries-ev-revolution-2026/</guid><pubDate>Sat, 25 Apr 2026 00:00:00 GMT</pubDate><description>Compare solid-state battery claims by cell chemistry, test conditions and production stage, and keep realistic energy budgets for connected devices.</description></item>
<item><title>API Gateways: Routing, Policy and Reliable Aggregation</title><link>https://sardarmukhshaf.com/blog/api-gateway-pattern-2026-evolution/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/api-gateway-pattern-2026-evolution/</guid><pubDate>Fri, 24 Apr 2026 00:00:00 GMT</pubDate><description>Define gateway responsibilities, preserve service authorization, and plan timeouts, partial responses and route behavior before adding API composition.</description></item>
<item><title>Bun in Production: Compatibility Before Benchmarks</title><link>https://sardarmukhshaf.com/blog/bun-runtime-2-production-ready/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/bun-runtime-2-production-ready/</guid><pubDate>Fri, 24 Apr 2026 00:00:00 GMT</pubDate><description>Evaluate Bun with real dependencies, type checks, lifecycle tests, and a scoped HTTP example. Separate package-manager changes from runtime migration.</description></item>
<item><title>Debugging CORS Preflights Without Weakening API Security</title><link>https://sardarmukhshaf.com/blog/cors-preflight-performance-debugging/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/cors-preflight-performance-debugging/</guid><pubDate>Fri, 24 Apr 2026 00:00:00 GMT</pubDate><description>Separate preflight latency from API latency, trace browser CORS failures, and configure an explicit origin policy without confusing CORS with authentication.</description></item>
<item><title>Multimodal AI: Designing and Evaluating a Video Evidence Pipeline</title><link>https://sardarmukhshaf.com/blog/multimodal-models-2026-showdown/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/multimodal-models-2026-showdown/</guid><pubDate>Fri, 24 Apr 2026 00:00:00 GMT</pubDate><description>Build a multimodal evaluation around timestamps, supported inputs and traceable evidence rather than unsupported video, audio and 3D benchmark claims.</description></item>
<item><title>OpenAI o3 vs DeepSeek V4: How to Compare Reasoning Workflows</title><link>https://sardarmukhshaf.com/blog/openai-o3-vs-deepseek-v4-reasoning/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/openai-o3-vs-deepseek-v4-reasoning/</guid><pubDate>Fri, 24 Apr 2026 00:00:00 GMT</pubDate><description>Compare exact reasoning-model versions, tool contracts and verified task outcomes without unsupported competition scores or cost claims.</description></item>
<item><title>Istio, Linkerd and Cilium: Compare the Required Traffic Behavior</title><link>https://sardarmukhshaf.com/blog/service-mesh-2026-istio-vs-linkerd/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/service-mesh-2026-istio-vs-linkerd/</guid><pubDate>Fri, 24 Apr 2026 00:00:00 GMT</pubDate><description>Compare mesh architectures, authorization coverage, L7 routing and operating costs through a representative workload instead of unsourced rankings.</description></item>
<item><title>Apple Vision Pro: WebXR Capabilities and Spatial Interaction</title><link>https://sardarmukhshaf.com/blog/apple-vision-pro-2-developer-impact/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/apple-vision-pro-2-developer-impact/</guid><pubDate>Wed, 22 Apr 2026 00:00:00 GMT</pubDate><description>Separate documented Vision Pro hardware and visionOS browser features from unsupported claims about room mapping, gaze access and performance.</description></item>
<item><title>Backend for Frontend: Stable Contracts for Different Clients</title><link>https://sardarmukhshaf.com/blog/bff-pattern-frontend-backend/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/bff-pattern-frontend-backend/</guid><pubDate>Wed, 22 Apr 2026 00:00:00 GMT</pubDate><description>Choose when a client-specific backend helps, define aggregation and session boundaries, and avoid duplicating domain rules across interfaces.</description></item>
<item><title>Code Generation Models: Building a Reproducible Evaluation</title><link>https://sardarmukhshaf.com/blog/code-generation-models-2026-ranked/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/code-generation-models-2026-ranked/</guid><pubDate>Wed, 22 Apr 2026 00:00:00 GMT</pubDate><description>Evaluate coding models and agents using reproducible repository tasks, held-out checks and total review effort rather than unsupported rankings.</description></item>
<item><title>Measuring and Diagnosing Event Loop Delay in Node.js</title><link>https://sardarmukhshaf.com/blog/event-loop-lag-nodejs-production/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/event-loop-lag-nodejs-production/</guid><pubDate>Wed, 22 Apr 2026 00:00:00 GMT</pubDate><description>Measure Node.js event loop delay with perf_hooks, distinguish it from request latency, and choose bounded remedies for synchronous work without inventing benchmark results.</description></item>
<item><title>Immutable Infrastructure: Artifacts, Replacement and Recovery Boundaries</title><link>https://sardarmukhshaf.com/blog/immutable-infrastructure-2026/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/immutable-infrastructure-2026/</guid><pubDate>Wed, 22 Apr 2026 00:00:00 GMT</pubDate><description>Use reproducible artifacts and controlled replacement while accounting for mutable data, admission policy, node disruption and rollback compatibility.</description></item>
<item><title>Local LLMs: Choosing a Runtime and Estimating Memory</title><link>https://sardarmukhshaf.com/blog/local-llms-2026-comparison-guide/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/local-llms-2026-comparison-guide/</guid><pubDate>Wed, 22 Apr 2026 00:00:00 GMT</pubDate><description>Plan local model inference with realistic weight-memory estimates, runtime support, context costs and a verified data boundary.</description></item>
<item><title>Quantum Computing: A Practical Guide for Web Developers</title><link>https://sardarmukhshaf.com/blog/quantum-computing-developers-2026/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/quantum-computing-developers-2026/</guid><pubDate>Wed, 22 Apr 2026 00:00:00 GMT</pubDate><description>Separate quantum research from practical cryptography migration. Build a dependency inventory, understand post-quantum standards, and explore a small circuit.</description></item>
<item><title>TanStack Router: Typed Routes and Validated URL State</title><link>https://sardarmukhshaf.com/blog/tanstack-router-v1-review/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/tanstack-router-v1-review/</guid><pubDate>Wed, 22 Apr 2026 00:00:00 GMT</pubDate><description>Use typed navigation and runtime search validation while planning loading, errors, deep links and the real costs of a router migration.</description></item>
<item><title>AI Image Models: Stable Diffusion, Ideogram and FLUX</title><link>https://sardarmukhshaf.com/blog/ai-image-models-2026-detailed-review/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/ai-image-models-2026-detailed-review/</guid><pubDate>Mon, 20 Apr 2026 00:00:00 GMT</pubDate><description>Compare documented image workflows, raster versus vector output, and practical approval checks for website assets, typography, and character consistency.</description></item>
<item><title>Chaos Engineering: Designing Bounded Failure Experiments</title><link>https://sardarmukhshaf.com/blog/chaos-engineering-production-guide/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/chaos-engineering-production-guide/</guid><pubDate>Mon, 20 Apr 2026 00:00:00 GMT</pubDate><description>Write a failure hypothesis, choose a controlled target, define stop conditions and verify recovery before considering production experiments.</description></item>
<item><title>Circuit Breakers: Failure Windows, Probes and Safe Recovery</title><link>https://sardarmukhshaf.com/blog/circuit-breaker-pattern-resilience/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/circuit-breaker-pattern-resilience/</guid><pubDate>Mon, 20 Apr 2026 00:00:00 GMT</pubDate><description>Configure circuit breakers around real failure semantics, bound recovery probes, and combine them with deadlines and concurrency limits.</description></item>
<item><title>The EU AI Act: An Engineering Preparation Guide for 2026</title><link>https://sardarmukhshaf.com/blog/eu-ai-act-compliance-developers/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/eu-ai-act-compliance-developers/</guid><pubDate>Mon, 20 Apr 2026 00:00:00 GMT</pubDate><description>Understand the AI Act&apos;s staged application and prepare a system inventory, evidence trail and review process without mistaking technical checks for legal compliance.</description></item>
<item><title>Event-Driven Services with Node.js and Kafka: Ordering and Recovery</title><link>https://sardarmukhshaf.com/blog/event-driven-microservices-nodejs-kafka/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/event-driven-microservices-nodejs-kafka/</guid><pubDate>Mon, 20 Apr 2026 00:00:00 GMT</pubDate><description>Design a Node.js event workflow with a transactional outbox, idempotent database effects and explicit Kafka offset handling.</description></item>
<item><title>Fusion Energy Milestones: Target Gain Is Not Grid Electricity</title><link>https://sardarmukhshaf.com/blog/fusion-energy-milestone-2026/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/fusion-energy-milestone-2026/</guid><pubDate>Mon, 20 Apr 2026 00:00:00 GMT</pubDate><description>Separate fusion target gain, facility energy balance and planned electricity delivery, with documented NIF, SPARC and Helion examples for infrastructure readers.</description></item>
<item><title>Fixing GraphQL N+1 Queries with Request-Scoped DataLoaders</title><link>https://sardarmukhshaf.com/blog/graphql-n-plus-one-query-fix/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/graphql-n-plus-one-query-fix/</guid><pubDate>Mon, 20 Apr 2026 00:00:00 GMT</pubDate><description>Count resolver database calls, preserve batch result ordering, isolate loader caches by request, and verify authorization and pagination alongside query reduction.</description></item>
<item><title>shadcn/ui: Owning Components Without Losing Consistency</title><link>https://sardarmukhshaf.com/blog/shadcn-ui-2026-ecosystem-review/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/shadcn-ui-2026-ecosystem-review/</guid><pubDate>Mon, 20 Apr 2026 00:00:00 GMT</pubDate><description>Understand source ownership, Base UI and Radix options, theme tokens and the accessibility work that remains after adding a component.</description></item>
<item><title>Small Language Models: Designing for Memory, Quality and Device Limits</title><link>https://sardarmukhshaf.com/blog/small-language-models-efficiency-2026/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/small-language-models-efficiency-2026/</guid><pubDate>Mon, 20 Apr 2026 00:00:00 GMT</pubDate><description>Evaluate smaller language models with correct model sizes, realistic memory accounting and a browser deployment plan that handles download and GPU failures.</description></item>
<item><title>Bulkheads: Bound Concurrency Without Hiding Shared Limits</title><link>https://sardarmukhshaf.com/blog/bulkhead-pattern-isolation-guide/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/bulkhead-pattern-isolation-guide/</guid><pubDate>Sat, 18 Apr 2026 00:00:00 GMT</pubDate><description>Apply resource isolation carefully, distinguish idle connection timeouts from deadlines, and test a small admission limiter with explicit overload behavior.</description></item>
<item><title>DNA Data Storage: What an Archival Workflow Must Preserve</title><link>https://sardarmukhshaf.com/blog/dna-data-storage-practical-2026/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/dna-data-storage-practical-2026/</guid><pubDate>Sat, 18 Apr 2026 00:00:00 GMT</pubDate><description>Understand DNA archival storage, distinguish prototypes from deployable services, and preserve the metadata needed to recover files beyond the storage medium.</description></item>
<item><title>Edge AI Inference: Choosing Between Browser, Device and Hosted Execution</title><link>https://sardarmukhshaf.com/blog/edge-ai-inference-deployment-2026/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/edge-ai-inference-deployment-2026/</guid><pubDate>Sat, 18 Apr 2026 00:00:00 GMT</pubDate><description>Plan edge inference around real hardware support, model memory, data flows and measured latency, with the correct ONNX Runtime WebGPU entry point.</description></item>
<item><title>JWT Revocation: Expiry, Session State and Denylists</title><link>https://sardarmukhshaf.com/blog/jwt-token-blacklist-strategy/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/jwt-token-blacklist-strategy/</guid><pubDate>Sat, 18 Apr 2026 00:00:00 GMT</pubDate><description>Choose a JWT revocation boundary, validate claims before using token identifiers, and account for refresh rotation, cache consistency and revocation-store failures.</description></item>
<item><title>Semiconductor Supply in 2026: Capacity Does Not Mean Interchangeability</title><link>https://sardarmukhshaf.com/blog/semiconductor-shortage-resolution-2026/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/semiconductor-shortage-resolution-2026/</guid><pubDate>Sat, 18 Apr 2026 00:00:00 GMT</pubDate><description>Understand what new semiconductor fabs do and do not solve, and assess component availability using process, packaging and qualification constraints.</description></item>
<item><title>Speech Synthesis Models: Comparing Voice Quality and Interaction Requirements</title><link>https://sardarmukhshaf.com/blog/speech-synthesis-models-2026/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/speech-synthesis-models-2026/</guid><pubDate>Sat, 18 Apr 2026 00:00:00 GMT</pubDate><description>Evaluate ElevenLabs and OpenAI speech synthesis using pronunciation, streaming, interruption and voice controls instead of unsupported naturalness scores.</description></item>
<item><title>Tauri v2: Native Capabilities and Cross-Platform Tradeoffs</title><link>https://sardarmukhshaf.com/blog/tauri-v2-cross-platform-review/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/tauri-v2-cross-platform-review/</guid><pubDate>Sat, 18 Apr 2026 00:00:00 GMT</pubDate><description>Understand Tauri&apos;s webview model, command boundary and capability configuration before comparing it with an Electron application.</description></item>
<item><title>Vision-Language Models: Evaluating OCR, Charts and Interface Analysis</title><link>https://sardarmukhshaf.com/blog/vision-language-models-comparison/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/vision-language-models-comparison/</guid><pubDate>Sat, 18 Apr 2026 00:00:00 GMT</pubDate><description>Compare visual AI by task, preserve source evidence and combine screenshot interpretation with deterministic checks for documents and user interfaces.</description></item>
<item><title>Audio Models Compared: Transcription, Translation and Audio Understanding</title><link>https://sardarmukhshaf.com/blog/audio-llms-whisper-vs-competitors/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/audio-llms-whisper-vs-competitors/</guid><pubDate>Wed, 15 Apr 2026 00:00:00 GMT</pubDate><description>Compare documented Whisper, SeamlessM4T and Qwen2-Audio capabilities, and design an evaluation that separates transcription from translation and audio reasoning.</description></item>
<item><title>Embedding Models for RAG: How to Evaluate Retrieval Quality</title><link>https://sardarmukhshaf.com/blog/embedding-models-retrieval-quality-2026/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/embedding-models-retrieval-quality-2026/</guid><pubDate>Wed, 15 Apr 2026 00:00:00 GMT</pubDate><description>Compare embedding and reranking choices with a controlled retrieval experiment, relevant-document labels and explicit handling of permissions and missing answers.</description></item>
<item><title>Light Field Displays: A Practical Web Integration Guide</title><link>https://sardarmukhshaf.com/blog/holographic-displays-mainstream-2026/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/holographic-displays-mainstream-2026/</guid><pubDate>Wed, 15 Apr 2026 00:00:00 GMT</pubDate><description>Understand Looking Glass quilts, WebXR integration, display calibration, and the performance tradeoffs of rendering multiple views.</description></item>
<item><title>Multi-Cloud: Define the Requirement Before Adding a Provider</title><link>https://sardarmukhshaf.com/blog/multi-cloud-strategy-2026/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/multi-cloud-strategy-2026/</guid><pubDate>Wed, 15 Apr 2026 00:00:00 GMT</pubDate><description>Evaluate portability, recovery and provider specialization with explicit data, identity, networking and operating boundaries.</description></item>
<item><title>Partytown: Moving Selected Scripts Without Losing Functionality</title><link>https://sardarmukhshaf.com/blog/partytown-web-workers-review/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/partytown-web-workers-review/</guid><pubDate>Wed, 15 Apr 2026 00:00:00 GMT</pubDate><description>Understand Partytown&apos;s worker communication paths, integration requirements and compatibility checks before changing third-party script execution.</description></item>
<item><title>Kubernetes Sidecars: Lifecycle, Shared Resources and Failure Behavior</title><link>https://sardarmukhshaf.com/blog/sidecar-pattern-service-mesh-deep-dive/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/sidecar-pattern-service-mesh-deep-dive/</guid><pubDate>Wed, 15 Apr 2026 00:00:00 GMT</pubDate><description>Understand native sidecar startup and shutdown, explicit volume sharing, secret reloads and the resource costs of per-pod helpers.</description></item>
<item><title>Engineering Careers After Tech Layoffs: Building Evidence for the Next Role</title><link>https://sardarmukhshaf.com/blog/tech-layoffs-recovery-2026/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/tech-layoffs-recovery-2026/</guid><pubDate>Wed, 15 Apr 2026 00:00:00 GMT</pubDate><description>Read employment forecasts carefully and build a practical job-search portfolio around relevant decisions, contribution and verifiable engineering evidence.</description></item>
<item><title>Vercel, Netlify and Cloudflare: Choosing a Runtime</title><link>https://sardarmukhshaf.com/blog/vercel-v4-edge-platform-review-2026/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/vercel-v4-edge-platform-review-2026/</guid><pubDate>Wed, 15 Apr 2026 00:00:00 GMT</pubDate><description>Compare deployment runtimes, dependency support, data placement, and realistic testing criteria across Vercel, Netlify Edge Functions, and Cloudflare.</description></item>
<item><title>Remote Work Tools: A Practical Workflow for Distributed Engineering</title><link>https://sardarmukhshaf.com/blog/remote-work-tools-evolution-2026/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/remote-work-tools-evolution-2026/</guid><pubDate>Sun, 12 Apr 2026 00:00:00 GMT</pubDate><description>Choose remote collaboration tools around decisions, handoffs and focused work, with a practical example of an asynchronous engineering review.</description></item>
<item><title>Self-Healing Materials: What Monitoring Software Can Actually Establish</title><link>https://sardarmukhshaf.com/blog/self-healing-materials-engineering-2026/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/self-healing-materials-engineering-2026/</guid><pubDate>Sun, 12 Apr 2026 00:00:00 GMT</pubDate><description>Distinguish crack sealing from structural recovery and design useful evidence records for material trials and infrastructure monitoring.</description></item>
<item><title>Kubernetes Operations: Scaling, Network Policy and Falco</title><link>https://sardarmukhshaf.com/blog/kubernetes-1-33-cloud-native-2026/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/kubernetes-1-33-cloud-native-2026/</guid><pubDate>Fri, 10 Apr 2026 00:00:00 GMT</pubDate><description>Review Karpenter node constraints, default-deny NetworkPolicy, Istio mTLS, and Falco detection with scoped examples and a practical validation checklist.</description></item>
<item><title>Software for Biology: Reliable Data and Experiment Workflows</title><link>https://sardarmukhshaf.com/blog/synthetic-biology-developer-tools-2026/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/synthetic-biology-developer-tools-2026/</guid><pubDate>Fri, 10 Apr 2026 00:00:00 GMT</pubDate><description>Build traceable laboratory integrations while separating structure predictions, registry records and physical experimental results.</description></item>
<item><title>Photonic Computing and Interconnects: What Engineers Should Compare</title><link>https://sardarmukhshaf.com/blog/optical-computing-breakthrough-2026/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/optical-computing-breakthrough-2026/</guid><pubDate>Wed, 08 Apr 2026 00:00:00 GMT</pubDate><description>Distinguish optical data movement from optical computation and evaluate photonic systems using consistent bandwidth, power and workload boundaries.</description></item>
<item><title>PostgreSQL vs MongoDB: Choosing Data Boundaries and Consistency Rules</title><link>https://sardarmukhshaf.com/blog/postgres-vs-mongo/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/postgres-vs-mongo/</guid><pubDate>Sun, 22 Feb 2026 00:00:00 GMT</pubDate><description>Compare PostgreSQL and MongoDB using monetary types, transaction boundaries, relationships and schema evolution, with a practical payment-workflow example.</description></item>
<item><title>Learning from Engineering Failures: Four Scenarios and Better Controls</title><link>https://sardarmukhshaf.com/blog/lessons-from-failed-projects/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/lessons-from-failed-projects/</guid><pubDate>Wed, 18 Feb 2026 00:00:00 GMT</pubDate><description>Examine accounting, capacity, secret exposure and configuration drift through clearly hypothetical failure scenarios and verifiable corrective actions.</description></item>
<item><title>Scaling a Node.js Backend: Event-Loop Health, Backpressure and Capacity</title><link>https://sardarmukhshaf.com/blog/nodejs-backend-that-scales/</link><guid isPermaLink="true">https://sardarmukhshaf.com/blog/nodejs-backend-that-scales/</guid><pubDate>Sun, 15 Feb 2026 00:00:00 GMT</pubDate><description>Diagnose Node.js scaling limits through event-loop delay, dependency queues and bounded work, without assuming fixed throughput or automatic safety from a runtime change.</description></item>
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