MKMudassir Khaninmudassirworks.hashnode.dev·2d ago · 10 min readMulti Agent LLM Systems: Testing Strategies That Actually Catch Real FailuresIf you have shipped even a moderately complex agentic system, you have probably run into this: the unit tests pass, you deploy, and the agent starts doing something you did not anticipate. It chains t00
MKMudassir Khaninmudassirworks.hashnode.dev·5d ago · 9 min readNext.js 16 Caching Demystified: What Changed, What Broke, and How to Fix ItNext.js 16 caching is an entirely opt in system. You add the use cache directive to the pages, components, or functions you want cached, and everything else runs fully dynamic. That is the new model i00
MKMudassir Khaninmudassirworks.hashnode.dev·Jun 17 · 8 min readNext.js rendering patterns: CSR, SSR, RSC, and Partial Prerendering explainedWhen you start a new Next.js project with the App Router, you immediately face a set of decisions about how your pages and components should render. Choose wrong and you are trading SEO for interactiv00
MKMudassir Khaninmudassirworks.hashnode.dev·Jun 12 · 8 min readAI Agent Compliance: Mapping SOC 2, ISO 42001, and the EU AI ActIf your team is building or deploying an AI agent, you are already inside a compliance surface, even if no one has named it yet. The same autonomous decision making that makes agents powerful also mea10
MKMudassir Khaninmudassirworks.hashnode.dev·Jun 10 · 5 min readClaude Fable 5: Features, Pricing, and FallbacksAnthropic has released claude-fable-5, its most capable widely released model. Fable 5 is a Mythos class model made safe for general use, with a 1M token context window, adaptive thinking, and a safet01B
