Guides
What Does “Full-Stack” AI Actually Mean?
Full-stack AI goes beyond models. A verified Google blog post explains what full-stack development means for AI systems, covering the laye...
Aug 22, 202611 min
Articles tagged: Pydantic
12 articles
AI agents
How Much Memory Does Your Agent Actually Need?
Agent memory is not a fixed resource. A verified IBM research post on Hugging Face examines adaptive hidden Markov models to answer how mu...
Aug 19, 202611 min
AI agents
Deploy Local Agents Everywhere with LFM2.5-2.6B
Discover how LFM2.5-2.6B enables lightweight, privacy-preserving AI agents on edge devices. This compact model delivers strong reasoning a...
Aug 5, 202611 min
AI tools
The AI Was the Easy Part: What Is a Forward-Deployed Engineer in a Supply Chain?
In supply chains, the hardest challenges aren't building AI models—it's understanding messy, real-world operations. Forward-deployed engin...
Aug 4, 202612 min
AI tools
Pydantic + OpenAI: The Cleanest Way to Get Structured Outputs from LLMs
Learn how to combine Pydantic models with OpenAI's API to reliably extract structured, validated data from LLM responses—eliminating parsi...
Jul 17, 20268 min
AI agents
What Building Shippy Taught Us About Building Agents
Lessons from developing Shippy, an AI agent for logistics, reveal that modular design, human-in-the-loop validation, and handling real-wor...
Jul 16, 20267 min
AI agents
Introducing Dynamic Subagents in Deep Agents
Dynamic subagents enhance AI agent systems by enabling real-time delegation of specialized tasks. This modular approach improves scalabili...
Jun 30, 20267 min
AI tools
We Built a Routing Layer to Cut Our AI Costs. It Broke the Product.
A team built a custom AI routing layer to reduce API costs, but it introduced latency, errors, and unpredictable behavior that degraded th...
Jun 30, 20267 min
AI agents
Tail Control: The Counterintuitive Engineering of Reliable Agentic Workflows
Reliable AI agents often fail due to over-engineering the 'head' (reasoning). Tail control flips this: by constraining the agent's actions...
Jun 29, 20268 min
Guides
LLMs Inside the Product: A Practical Field Guide
A hands-on guide to integrating large language models into products, covering architecture patterns, prompt engineering, cost optimization...
Jun 17, 20266 min
AI agents
How to Build a Custom Agent Harness
Learn to create a flexible agent harness that orchestrates AI models, tools, and memory. This guide covers architecture, implementation st...
Jun 13, 20266 min
AI agents
How Benchling builds agents when the smartest AI isn't smart enough
A clear and practical article about artificial intelligence for a professional audience.
Jun 12, 20267 min