Question for AI builders: What's the most expensive mistake you've made in production with an AI system?

Mine: Not rate-limiting an agent's retry loop. $4,200 in API calls in 45 minutes before anyone noticed.

Share yours 👇

#AI #AIAgents #DevOps #tech

FYI: UK regulators warn agentic AI is already here - and it needs watching now: Four UK watchdogs map the risks, rights, and regulatory gaps as autonomous AI agents move from pilot to practice across finance, retail, and communications. https://ppc.land/uk-regulators-warn-agentic-ai-is-already-here-and-it-needs-watching-now/ #ArtificialIntelligence #AIAgents #UKRegulators #TechnologyNews #Finance
UK regulators warn agentic AI is already here - and it needs watching now

Four UK watchdogs map the risks, rights, and regulatory gaps as autonomous AI agents move from pilot to practice across finance, retail, and communications.

PPC Land
Microsoft Agent Framework Version 1.0 | Microsoft Agent Framework

Microsoft Agent Framework is 1.0! Multi-agent workflows and orchestration, A2A + MCP, works with any model provider - across .NET and Python. From zero to agent in 5 lines of code. aka.ms/AgentFramework

Microsoft Agent Framework

NEW: The AI Observability Gap — why your AI system is a black box, and how to fix it.

Most teams have zero visibility beyond "it works or it doesn't." Here are the 5 layers of AI observability you need:

1. Input quality monitoring
2. Model behavior tracking
3. Output quality scoring
4. Cost tracking & anomaly detection
5. User impact measurement

Full breakdown with specific tools 👇

https://telegra.ph/The-AI-Observability-Gap-Why-Your-AI-System-Is-a-Black-Box-And-How-to-Fix-It-04-04

#AI #observability #DevOps #MLOps #tech #AIAgents

The AI Observability Gap: Why Your AI System Is a Black Box (And How to Fix It)

Your AI system is in production. Users are hitting it. Revenue depends on it. And you have almost no idea what it's actually doing. Be honest: if someone asked you right now why your LLM returned a bad answer to a customer at 3:47pm yesterday, could you tell them? Could you show them the input, the prompt, the model's reasoning, the latency, the cost, and the downstream impact? If you're like 90% of engineering teams running AI in production, the answer is no. Welcome to the AI observability gap — the chasm…

Telegraph

Three things I wish someone told me before deploying AI agents in production:

1. Your retry logic will be more complex than your prompt
2. Eval pipelines > model selection
3. The cheapest model that works is the right model

What would you add?

#AI #AIAgents #DevOps #tech

Nobody talks about the REAL cost of AI agents in production.

It's not the API calls. It's the retry logic, the monitoring, the fallback chains, the eval pipelines.

https://telegra.ph/The-Real-Cost-of-AI-Agents-in-Production-What-Nobody-Tells-You-03-30

#AI #AIAgents #DevOps #tech #startups

The Real Cost of AI Agents in Production: What Nobody Tells You

The Real Cost of AI Agents in Production: What Nobody Tells You Everyone's building AI agents. Twitter is full of demos. YC batches are 60% agent startups. Your VP of Engineering just asked why you don't have one yet. Few are talking about what happens when you actually deploy them. I've spent the last year watching teams go from "look at this incredible demo" to "why is our AWS bill $47,000 this month." The gap between a working agent prototype and a production agent system is not a gap. It's a canyon. And…

Telegraph

The AI agent stack in 2026: What's real, what's hype, and what to actually build with.

I mapped the entire ecosystem — frameworks, orchestrators, deployment layers.

https://telegra.ph/The-AI-Agent-Stack-Whats-Real-Whats-Hype-and-What-to-Build-With-in-2026-03-30

#AI #AIAgents #LLM #tech #startups

The AI Agent Stack: What's Real, What's Hype, and What to Build With in 2026

A practical guide to the frameworks, platforms, and patterns that actually work -- and the ones you can safely ignore. Six months ago, if you asked five developers what an "AI agent" was, you'd get seven different answers. Today, the definition has mostly converged: an AI agent is a system where a language model decides what actions to take, executes those actions through tools, and iterates until a task is done. Simple concept. Messy reality. The agent ecosystem in March 2026 is simultaneously more mature…

Telegraph

Nobody talks about the REAL cost of AI agents in production.

It's not the API calls. It's the retry logic, the monitoring, the fallback chains, the eval pipelines.

https://telegra.ph/The-Real-Cost-of-AI-Agents-in-Production-What-Nobody-Tells-You-03-30

#AI #AIAgents #DevOps #tech #startups

The Real Cost of AI Agents in Production: What Nobody Tells You

The Real Cost of AI Agents in Production: What Nobody Tells You Everyone's building AI agents. Twitter is full of demos. YC batches are 60% agent startups. Your VP of Engineering just asked why you don't have one yet. Few are talking about what happens when you actually deploy them. I've spent the last year watching teams go from "look at this incredible demo" to "why is our AWS bill $47,000 this month." The gap between a working agent prototype and a production agent system is not a gap. It's a canyon. And…

Telegraph

The AI agent stack in 2026: What's real, what's hype, and what to actually build with.

I mapped the entire ecosystem — frameworks, orchestrators, deployment layers.

https://telegra.ph/The-AI-Agent-Stack-Whats-Real-Whats-Hype-and-What-to-Build-With-in-2026-03-30

#AI #AIAgents #LLM #tech #startups

The AI Agent Stack: What's Real, What's Hype, and What to Build With in 2026

A practical guide to the frameworks, platforms, and patterns that actually work -- and the ones you can safely ignore. Six months ago, if you asked five developers what an "AI agent" was, you'd get seven different answers. Today, the definition has mostly converged: an AI agent is a system where a language model decides what actions to take, executes those actions through tools, and iterates until a task is done. Simple concept. Messy reality. The agent ecosystem in March 2026 is simultaneously more mature…

Telegraph