When Codex is the right shape for the problem, when Claude Code is, and how I split 5 specialist agents between them on dense AI capacity work.
The post When to Use One Model and When to Use a Team of Agents appeared first on Towards Data Science.
A viral debate over loops versus graphs points to a bigger shift in how we build AI systems. Hereβs what graph engineering actually means, how it differs from prompt, context, and loop engineering, and why it matters.
The post Graph Engineering for AI Agents: From Prompts and Loops to Workflows appeared first on Towards Data Science.
Why the skill-inflation panic is aimed at the wrong thing, and what it costs to make agent knowledge a build artifact instead of a file.
The post From Static to Dynamic Skills: A Different Model for Agent Knowledge appeared first on Towards Data Science.
I built a system that automatically discovers, verifies, and applies relevant requirements from earlier interactions without asking the user where they came from.
The post Coding Agents Don't Need Longer History β They Need Intent Continuity appeared first on Towards Data Science.
Why autonomous agents expose a new explainability problem in fraud detection
The post What SHAP Can't Explain About Agentic AI Fraud appeared first on Towards Data Science.
Moving from static model assignment to intelligent, task-level LLM selection.
The post Optimizing LLM Inference Costs in Multi-Agent Systems with Adaptive Model Routing appeared first on Towards Data Science.
How we split a tightly coupled Python pipeline into independently deployable services
The post When One Process Becomes Too Much: Splitting a Pipeline into MCP Services appeared first on Towards Data Science.
I saved my day with a mere $52 bill. But you don't have to repeat my mistake.
The post I Vibe-Coded an App in Just Two Hours (And Regretted It the Next Day) appeared first on Towards Data Science.
How to catch a payload that looks correct but isn't, using a watchdog pattern with working Python.
The post Why Most Multi-Agent Systems Fail Even When Evaluation Passes appeared first on Towards Data Science.
A practical framework for reducing uncertainty before agents accelerate implementation
The post How to Solve the Right Problem in the Age of Agentic AI appeared first on Towards Data Science.
What each one solves, and runnable code you can paste into a notebook.
The post 5 AI Skills That Will Keep Data Scientists Relevant in 2027 appeared first on Towards Data Science.
The five MLOps monitoring assumptions agents break, and which inherited signals now pass failed runs as healthy.
The post AgentOps Is Not MLOps: What Breaks in Your Monitoring Stack When Agents Go to Production appeared first on Towards Data Science.
Quick and simple tips to help you write better agent instructions
The post 8 Tips for Writing Effective Agent Instructions appeared first on Towards Data Science.
How to apply the latest context engineering guidelines to your day-to-day data science work
The post Context Engineering Is Changing. Hereβs What It Means for Data Scientists appeared first on Towards Data Science.
Four skills worth adding to your workflow today if you don't want to be left behind
The post 4 Claude Skills Every Data Scientist Needs in 2026 appeared first on Towards Data Science.
How we stopped reviewing every agent action and started routing human attention where it actually mattered
The post Human-in-the-Loop Without Killing Throughput appeared first on Towards Data Science.
A hands-on guide to defining specialist agents and coordinating their work in the Codex CLI
The post From One Agent to a Team: Understanding Codex Subagents appeared first on Towards Data Science.
How to run the backend locally with Docker or in the cloud
The post Connecting My LangGraph AI Agent to Postgres appeared first on Towards Data Science.
As AI handles more of the execution, what work should belong to agents vs humans and why does that distinction matter?
The post Agentic AI Is Rewriting The Analytics Stack But There's One Skill It Still Can't Touch appeared first on Towards Data Science.
A practical guide to getting better code, not just more code
The post How to Work with AI Coding Agents appeared first on Towards Data Science.
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