Nenoka durgam, nadoka swargam, ne nadiche margam anithara sadhyam........
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This week's AI pulse: The landscape of AI models continues its rapid transformation with major releases from OpenAI, alongside innovative developments in agentic infrastructure and practical tools for developers. 1. Know this Headline: OpenAI Unveils GPT-5.6 Family and Integrates Codex into ChatGPT Why it matters: OpenAI launched its GPT-5.6 models (Luna, Terra, Sol) featuring a million-token context window and improved agentic performance, alongside a new pricing structure (Source 5). Concurrently, OpenAI is folding Codex into the ChatGPT app (Source 3), strategically taking aim at competitors like Claude Cowork. These moves signify OpenAI’s push for broader model accessibility and agentic capabilities within its flagship application, challenging developers to re-evaluate their model choices and integration strategies. Action: Assess how the new GPT-5.6 models and the integration of Codex into ChatGPT could optimize your current AI workflows or enable new agentic use cases...
How a knowledge graph, two cron jobs, and an LLM replaced my morning routine Surya Jayanti · April 2026 I manage a platform with 400+ repositories across multiple GitHub orgs. Every morning used to mean: 30+ merged PRs releases I didn’t track wiki updates I missed 22 blogs worth of industry noise So I built three AI systems that read everything for me, analyze it against my codebase, and send a briefing before my first coffee. This is how it works. 1. The Knowledge Graph: Teaching an LLM Your Codebase LLMs are great generalists, but they don’t understand your platform. Ask them about your services and they’ll confidently hallucinate. I call this the hallucination gap . The fix: build a structured representation of your codebase. Why not just RAG? Chunk-and-embed gives you fragments. But real insights live between files : imports → dependencies Kafka producers → consumers service calls → system wiring So instead of dumping code, I extract relationships. 4-Layer Model ...
I really loved this book, I may go and find more books by author Mel Robbins. Here are some quotes that made me stop and read again. When you stop managing everyone else, you will realize you have a lot more power than you thought. You have just unknowingly been giving it away. If your friends are not inviting you out to brunch this weekend, let them. If the person you have really attracted to is not interested in a commitment, let them. If your kids do not want to get up and go to that thing with you this week, let them. So much time and energy is wasted on forcing other people to match your expectations. The truth is, if somebody else you're dating, a business partner, a family member, is not showing up how you need them to show up, do not try to force them to change. Let them be themselves because they are revealing who they are to you. Just let them, and then you get to choose what you do next. All human beings have a hardwired need for control. Feeling in control ...
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