AI Agents
Building a Multi-Agent System That Actually Ships: Orchestration Patterns for 2026 Enterprise Teams
The four orchestration patterns that turn multi-agent prototypes into reliable, observable, and cost-controlled production systems.
Topic
#production-ai
Everything tagged “production ai” across News, Learn, Research and Interviews.
MLOps & Infrastructure
LLM Observability in 2026: The Metrics That Actually Keep Production Agents Cost-Effective and Reliable
Production AI agents need observability that tracks token cost per session, failure cascades, and eval loops. Here are the metrics that keep them reliable and profitable.
Prompt Engineering
Prompt Engineering for Production LLM Agents: A 2026 Field Guide to Reliability
A: "Eval drift" is usually a symptom, not a cause, and the real problem is almost always a mismatch between your golden dataset and production reality. Three concrete gaps account for most "passes in
Tutorials
Building a Secure Multi-Tenant LLM Gateway: A Step-by-Step Production Playbook
The critical nuance is that "data residency" is not just about where the model runs — it's about where the data transits. Logs, telemetry, and audit trails also carry request content and must be pin
MLOps & Infrastructure
LLM Evaluation in Production: Building the Evals Pipeline Your ML Team Can Actually Trust
How to build an LLM eval pipeline your team can actually trust in production — from golden sets to regression gates.
MLOps & Infrastructure
LLM Observability & Evaluation in Production: Tracing, Evals, and Guardrails
Shipping an LLM application that works in a demo is easy. Keeping it reliable, safe, and on budget at production scale is an entirely different discipline. Mode...
MLOps & Infrastructure
From Jupyter to Production: The Modern LLM Deployment Pipeline in 2026
From Jupyter to Production: The Modern LLM Deployment Pipeline in 2026
AI Agents
AI Agent Orchestration Patterns: Comparing LangGraph, AutoGen, and CrewAI in Production
AI agent orchestration is the coordinated management of multiple AI agents working together toward shared objectives. It is the control layer that sits above individual agents, handling task deleg...
Tools & Frameworks
LangGraph vs AutoGen vs CrewAI: Comparing Production Agent Frameworks in 2026
Head-to-head comparison of LangGraph, AutoGen, and CrewAI for production AI agent development: features, performance, and use cases.
Deep Learning
Why Diffusion Models Are Quietly Replacing GANs in Production Computer Vision
If you have ever debugged a GAN in production, you know the pain. You train for three days. The discriminator starts winning. The generator collapses...