Members-only Membership content From prediction to decision: Smaller models will reshape how we build AI The bottleneck in AI systems isn't model intelligence anymore, but decision agility. Mallika Rao, engineering manager and former Netflix infrastructure lead, breaks down why smaller, task-specific models are outrunning foundational ones, and what that means for every team building at scale....
Members-only Membership content Demystifying AI agents: going beyond the buzzwords "Agent" is the most overused word in AI right now. But strip away the hype and what are you actually working with? Adobe principal scientist Deepak Pai breaks down the real building blocks of agentic systems and when they're worth reaching for....
Members-only Membership content The 3 reasons your AI never makes it to production Most companies don't have an AI problem. They have a throughput problem. And I think that distinction matters a lot when you start talking about how to actually get AI working in production....
Members-only Membership content Becoming AI ready: Building a company with 12 AI agents as my first hires I left Google ten days ago to found my own company. It's been quite a journey figuring out how things work outside of the mothership, and I'm genuinely excited to share what I've learned from both sides of the house......
Members-only Membership content Agentic AI: The pathway architecture to GenAI From Vannevar Bush's 1945 Memex to today's LLMs — agentic AI is the missing layer that finally makes the vision of human knowledge navigation real....
Members-only Articles How generative AI is revolutionizing drug discovery and development Discover how generative AI is transforming drug discovery, medical imaging, and patient outcomes to accelerate advancements with AstraZeneca...
Members-only Membership content Rapid prototyping with GenAI: From idea to interactive PoC in days We’ve been promised a world where one prompt builds perfect software. But the real limitation isn’t the tech, it’s everything AI can’t see....
Members-only AI in industry Fighting financial crime with hybrid AI Here’s how consulting leader Valentin Marenich and his team built a hybrid AI system that combines machine learning, generative AI, and human oversight to deliver real-world results in a highly regulated environment....
Members-only Membership content Unlocking the power of data: How we built text-to-SQL with agentic RAG at Rocket Mortgage Your company’s data holds answers, but accessing them is often the hard part. Here’s how Rocket Mortgage built a text-to-SQL system with agentic RAG to make data accessible to everyone....
Members-only Articles How synthetic data can multiply your judgment and scale your AI products Synthetic data isn’t just a buzzword, it’s one of the most powerful ways to scale and improve AI systems using less human effort, not more....
Members-only Agentic AI Unlocking your retail insights with LLMs Turning messy retail data into actionable insights. See how we use large language models to uncover what drives customer decisions and optimize every interaction....
Members-only Agentic AI Why I’m (hopefully) never building another agent Practical lessons from building AI agents at scale, from tool design and evals to UX, rollout strategy, and what’s next....
Members-only LLMs Real-world LLMOps: Two case studies in healthcare AI deployment Two real-world healthcare LLMOps case studies: what worked, what broke, and the practical lessons for deploying LLMs safely in production....
Members-only Agentic AI Beyond chatbots: How to build agentic AI systems AI is moving from chatbots to agents: systems that plan, use tools, and act autonomously. Why 2025 marks the real inflection point....
Members-only Agentic AI Building your agentic stack: A roadmap to real integration Building an agentic AI stack is chaotic, but strong architecture and data foundations stay constant. Here’s what truly matters for long-term success....