9 min read
The Affordable AI Agents
As AI agents transition from isolated developer experiments into production-scale workflows, engineering organizations are waking up to a…
- Agent
- LLM
Writing
Articles
Pragmatic field notes on AI agents, MLOps, cloud architecture, and engineering systems.
2026
9 min read
AI Agents as an Operating System: Rediscovering the Linux Philosophy
We are building the most advanced AI systems in history, yet the best way to control them relies on paradigms from the 1970s. I see…
- Agent
- LLM
9 min read
Building with A2UI: Extending the Expressiveness of AI Agent Interfaces
Building AI-First apps with A2UI: from the Agent-View-Controller (AVC) pattern to managing latency. A practical case study with Featest.
- Agent
- LLM
8 min read
Finding the Holy Grail of AI Agent UIs: From AI-Orchestrated Development to A2UI
Discover how A2UI solves the AI Agent UI bottleneck. A deep dive into replacing chatbots with agents that project their own native UIs.
- Agent
- LLM
2025
6 min read
Combo-Banana: Building Custom Image Workflows in Record Time
Build custom AI image workflows fast with Combo-Banana. Empower designers to automate tedious editing tasks with Google Nano-Banana.
- LLM
- Project
4 min read
Vibe Youtubing with NotebookLM: The MLOps Coding Course Gets a Video Upgrade in Under 48 Hours
I’m incredibly excited to announce the launch of the first video series for my MLOps Coding Course, covering the introduction and the…
- LLM
- Demo
7 min read
Happy Birthday XP: Celebrating Gemini Deep Think (and My Daughter’s 6th Birthday)
A father tests Gemini AI’s coding skills to create a magical birthday for his 6-year-old. See the staggering results from Deep Think!
- LLM
- Demo
8 min read
Slides-To-Translate: When IT Says No, Build a $0.04 Solution on Your Lunch Break
It is a classic tale of corporate life. A colleague of mine at Decathlon had a mammoth task: translate a 155-slide presentation into…
- LLM
- Demo
6 min read
It’s Not Artificial: Recreating a Conversational Format with Gemini’s Multi-Speaker Text to Speech
A guide to creating conversational AI with Gemini. Generate custom educational audio with multiple voices using a simple Python script.
- LLM
- Demo
12 min read
Scaling the Summit: Challenges for Serving LLMs at Scale on GCP
Navigate the challenges of scaling LLMs on GCP and get benchmark insights for cost-effective, reliable, and quick LLM serving.
- LLM
- Cloud
6 min read
The Great Data Divergence: Why Generative AI Demands a New Approach Beyond the Data Lake
Explore the shift from slow data pipelines to real-time API management for building Gen AI systems and modern enterprise data architecture.
- LLM
- Cloud
7 min read
CAG vs. RAG: Choosing the Right Strategy for Your AI Application
CAG vs RAG for Generative AI: Compare latency, cost & complexity. Choose the best LLM context strategy for your app.
- LLM
- RAG
7 min read
Structured LLM Outputs Made Easy: Building a Slack Digest Agent with Pydantic AI
As developers and AI practitioners, many of us belong to vibrant online communities, like the MLOps Community on Slack. These platforms are…
- Agent
- LLM
- Python
6 min read
Lessons Learned from the Gemini Long Context Kaggle Competition 🧠
Explored Gemini’s long context in a Kaggle competition. Key lessons learned about its potential and limitations for real-world…
- LLM
- Demo
2023
9 min read
Forging a Personal Chatbot with OpenAI API, Chroma DB, HuggingFace Spaces, and Gradio 🔥
If you have checked the Internet in 2023, you’re likely familiar with Generative AI. The launch of ChatGPT has sparked a surge in interest…
- LLM
- RAG
- Demo
14 min read
Fixing the MLOps Survey on LLMs with ChatGPT API: Lessons Learned
Large Language Model (LLM) is such an exciting topic. Since the release of ChatGPT, we saw a surge of innovation ranging from education…
- LLM
- MLOps
- Demo