- · 7 min read
Own the Model Your Business Runs On: Go Open-Weight
The Fable ban proved any model you rent can be switched off overnight. Why open-weight parity now makes owning your load-bearing model the resilient move.
#open-weight #ai #self-hosting #resilience #llm - · 8 min read
Why Most Agent Projects Fail Before the Model Becomes the Bottleneck
Agent projects fail from missing coordination, not weak models — nothing tracks state, retries, or handoffs. Five orchestration patterns, one shared loop.
#ai #agents #orchestration #production-engineering #software-architecture - · 10 min read
Sovereign AI Is Not One Decision. It's Five.
A Friday directive cut deployed model access mid-prompt and made me redraw 'sovereign AI' as five separable layers — chips, training, weights, inference, data-flow law — not one decision.
#ai #sovereign-ai #india #inference #geopolitics - · 8 min read
The 'AI Loops' Fight Isn't About AI Loops
The 'design loops, not prompts' slogan is half-rebrand, half-real. The loop is an old shape — what changed is the controller, the feedback, and the halt condition.
#ai #agents #ai-loops #claude-code #control-loops - · 8 min read
Why Your AI Code Agents Keep Veering Off Track (And How to Fix It)
AI coding agents go off the rails for an upstream reason, not a model one. The two-layer fix: spec-driven development for process, and a Karpathy-style LLM wiki for context.
#ai #agents #spec-driven-development #context-engineering #claude-code - · 7 min read
Context Engineering: The Future of AI Systems
How context engineering evolved from prompt design into the operating system for production AI.
#ai #context-engineering #systems #production - · 8 min read
The Art and Science of Prompt Engineering
A field report on how systematic prompt design turns inconsistent AI outputs into reliable production systems.
#ai #prompt-engineering #productivity - · 8 min read
Google's LangExtract: A Critical Review from the Trenches 🪖
Hands-on evaluation of Google's LangExtract library for turning messy meeting transcripts into traceable structured data.
#ai #data #dev #productivity - · 3 min read
How I Built a Gen AI PoC in Just 1 Day Using Cursor
A detailed walkthrough of building a generative AI proof-of-concept application in just one day using Cursor IDE and modern AI tools.
#ai #cursor #gen-ai #prototyping - · 5 min read
How to get AWS Developer Associate certified in just 5 weeks 😎
A comprehensive guide to achieving AWS Developer Associate certification in just 5 weeks with proven strategies and study techniques.
#aws #certification #study-guide #career - · 6 min read
Women who inspire me
Celebrating the remarkable women who have shaped my journey and continue to inspire me every day.
#women #inspiration #role-models #personal-growth #leadership - · 7 min read
Say "Yes!" to new experiences
Embracing new opportunities and stepping outside your comfort zone can lead to incredible personal growth and unforgettable memories.
#growth #experiences #adventure