🌍 Sustainable AI: 10 Actionable Strategies AI is advancing at an incredible pace — copilots, agentic workflows, and large-scale deployments are becoming the norm. But as AI adoption accelerates, so does the conversation around responsibility, efficiency, and…
🌍 The Hidden Cost of AI at Scale: It's Time for a Sustainable AI Playbook Most reports focus on the cost of a single prompt in terms of energy — but that misses the bigger picture. The real challenge? Billions of prompts running daily. Multi-agent workflows…
🚫 Never Start with Code — That’s Not How You Work with AI. It’s tempting. You open your favorite AI assistant. You type: “Build a login page with OTP. And it delivers. Fast. But here’s the truth: 👉 Starting with code is the fastest way to build the wrong…
We scroll. We consume. We share. But how much of what we engage with is truly original thought—and how much is just a reflection of a reflection? In this episode, we explore the AI content loop: how insights are compressed, repackaged, and rephrased until…
We scroll. We consume. We share. But how much of what we engage with is truly original thought—and how much is just a reflection of a reflection? In this episode, we explore the AI content loop: how insights are compressed, repackaged, and rephrased until…
Sam Altman recently shared that some people are now using ChatGPT like therapy or life coaching. While he welcomed this exploration, he also warned about a small group of users who struggle to separate fiction from reality. The message is clear: AI should…
⚠️ While LLM providers keep increasing context window sizes, designing for long context windows isn’t the right approach. Here’s why: 🔹 Inefficiency at Scale Bigger windows mean more tokens per request. That adds overhead without delivering proportional gains…
GPT-5 is teaching us patience… and maybe even reflection. I’ve been using GPT right from the early days, but their latest thinking model got me thinking. How do I describe GPT-5? It doesn’t rush to fill silence. It doesn’t leap to the first answer. Instead,…
This episode will explore how Agentic AI systems “think” and “reason”—examining the difference between open-ended exploration (creative, generative, speculative) and closed-ended reasoning (focused, deterministic, goal-specific). We’ll discuss: • When to use…
The true test of Agentic AI isn’t how much it can do — it’s how efficiently, responsibly, and sustainably it can do it. 🎙️ Tune in to my latest episode of Agentic AI: The Future of Intelligent Systems — “Designing Lean Agentic AI: Principles for Sustainable…
This episode will explore how Agentic AI systems “think” and “reason”—examining the difference between open-ended exploration (creative, generative, speculative) and closed-ended reasoning (focused, deterministic, goal-specific). We’ll discuss: When to use…
Google’s latest paper on measuring the environmental impact of AI at scale is an important step forward. It’s the first time we’re seeing production-grade reporting of Gemini Apps serving metrics—and credit to Google for bringing this transparency to the…
Faster. Leaner. Cost-Effective. Cleaner. That’s what I’m seeing while experimenting with Rust on Google Cloud Run — now officially supported. The early results: ✅ Cold starts are fast ✅ Memory usage stays low ✅ CPU time is efficient ✅ Container sizes are…
If the internet transformed how businesses connect, AI agents will transform how businesses think. Nobody talks about internet protocols or servers anymore. We just use them—silently powering how every business runs. That’s where AI agents are heading.…
In this episode of Agentic AI: The Future of Intelligent Systems, we explore the practical principles behind designing sustainable agentic AI—focusing on goal clarity, planning depth, tooling, and retry strategies. How can we create autonomous systems that…
In this episode of Agentic AI: The Future of Intelligent Systems , we explore the practical principles behind designing sustainable agentic AI—focusing on goal clarity, planning depth, tooling, and retry strategies. How can we create autonomous systems that…
Agentic AI is moving fast, with new frameworks, orchestration models, and multi-agent workflows appearing every month. Organizations that rely only on off-the-shelf setups risk locking into vendor-driven decisions that may not fit their cost, carbon,…
This 10-Step Agentic AI Lifecycle shows how to build production-ready AI agents that balance performance, cost, carbon, and compliance. It moves beyond toolchains into adaptive, goal-driven systems that can reason, collaborate, and operate with measurable…
OpenAI GPT-5 introduced two powerful new parameters via the Responses API: → reasoning.effort – controls how deeply GPT-5 thinks before generating a response → text.verbosity – adjusts how detailed and long the final output is I ran an experiment using a…
I’m making the Lean Agentic AI repository available to help teams design agentic systems that are efficient, sustainable, and scalable from day one. Agentic AI has massive potential — but without a lean approach, it can quickly spiral into runaway cost,…
As agentic AI becomes central to how organizations innovate and automate, sustainability must move from the sidelines to the core of AI design. In this episode of Agentic AI: The Future of Intelligent Systems, we explore how to build AI systems that are not…
When Sam Altman shared that GPT-5 felt “dumber” for a chunk of the day due to a broken autoswitcher (routing logic), it wasn’t just a technical hiccup. It exposed a deeper issue affecting how AI systems operate at scale. This wasn’t merely a one-off glitch —…
Has the recent GPT-5 upgrade started making your existing projects hallucinate? You’re not alone. Anyone using the ChatGPT web interface has likely felt the impact. I have multiple inflight projects that were running smoothly until the upgrade starts…
🚦 When GPT-5 Felt “Dumber” — The Hidden Risks of Model Routing A single “autoswitcher” glitch recently made GPT-5 behave differently. It wasn’t just a tech hiccup — it exposed something deeper about how AI systems decide which model answers you. In the latest…
As agentic AI becomes central to how organizations innovate and automate, sustainability must move from the sidelines to the core of AI design. In this episode of Agentic AI: The Future of Intelligent Systems , we explore how to build AI systems that are not…