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⚡ AI Lessons

Dev.to · soy
🤖 AI Agents & Automation
⚡ AI Lesson
1d ago
Claude Code v2.1.226 Released — Plus AI Agents, Research & Web Interfaces
Today's digest highlights the release of Claude Code v2.1.226. We also cover Google's advancements in...

Dev.to · ZGI | AI Agent Platform
🤖 AI Agents & Automation
⚡ AI Lesson
1d ago
Open Source Isn't a Marketing Strategy. It's How We Build ZGI.
AI agent demos are easy to build. Production systems are not. Once an agent moves beyond answering...

Dev.to · Jack M
🤖 AI Agents & Automation
⚡ AI Lesson
1d ago
AI Agent Distress Signal: Let Stuck Workflows Ask for Help
Design an AI agent distress signal with escalation rules, run context, budget limits, queues, and recovery playbooks so stuck workflows ask for help before wast

Dev.to · berthelius
🤖 AI Agents & Automation
⚡ AI Lesson
1d ago
Designing MCP tools an agent won't misuse
Typed inputs stop malformed calls. They don't stop an agent from calling the wrong tool with a well-formed, wrong argument. Here's how to design an MCP tool sur

Dev.to · Nexius Labs
🤖 AI Agents & Automation
⚡ AI Lesson
1d ago
Agent-Ready Work Is the Bottleneck Nobody Sees
Companies are adding AI agents faster than they are redesigning work for them. Giving an agent...

Dev.to · Nexius Labs
🤖 AI Agents & Automation
⚡ AI Lesson
1d ago
Can Your Application Be Operated Safely by AI Agents?
If your software cannot be used by your agents, it is not ready for the next operating model. Most...

Dev.to · Bracketly
🤖 AI Agents & Automation
⚡ AI Lesson
1d ago
Five AI Companies Just Agreed on a Plugin Format — Here's a Free Validator for It
Five AI Companies Just Agreed on a Plugin Format — Here's a Free Validator for It On...

Dev.to · Shashank Shah
🤖 AI Agents & Automation
⚡ AI Lesson
1d ago
Switchboard: building a tool router so your AI agent stops drowning in MCP tools
Keyword search picks the right tool for an AI agent 21% of the time. The router we built picks it 88%...

Dev.to · Nexius Labs
🤖 AI Agents & Automation
⚡ AI Lesson
1d ago
Your AI Agent Costs Too Much Because Its Job Is Undefined
Model prices matter, but the largest waste often starts before the first token is billed. Undefined...

Dev.to · Ajnas N B
🤖 AI Agents & Automation
⚡ AI Lesson
1d ago
Evidence-linked memory for coding agents: a reproducible alternative to replaying project history
Coding agents often inherit project context in one of two ways: replay a long transcript or project...

Dev.to · Nexius Labs
🤖 AI Agents & Automation
⚡ AI Lesson
1d ago
How to Route AI Work Across Open and Frontier Models
A business does not have one AI job. It has many small decisions with different privacy, latency,...

Dev.to · DaymondHyper
🤖 AI Agents & Automation
⚡ AI Lesson
1d ago
I Gave Claude Code an AGENTS.md Contract and Stopped Babysitting It
Claude Code follows instructions too well, and that's the whole problem. When nothing tells it what...

Dev.to · Andrew Kew
🤖 AI Agents & Automation
⚡ AI Lesson
1d ago
Shadow AI in your pipeline is a non-human identity problem, not a chatbot problem
Shadow AI — AI tools in the software lifecycle without approval, ownership, or monitoring — has a new...

Dev.to · Bishwadeep Talukdar
🤖 AI Agents & Automation
⚡ AI Lesson
1d ago
Building a Multi-Agent AI System with Self-Healing Error Recovery
Building single-prompt LLM pipelines often hits a ceiling when dealing with complex, multi-step...

Dev.to · MORINAGA
🤖 AI Agents & Automation
⚡ AI Lesson
1d ago
Notable this week: NOOA, Prime Agent, Qwen3.8-Max, DeepSeek V4-Flash official
Five releases from August 3–9, 2026 worth bookmarking: NVIDIA's agent framework, a self-improving RLM harness, two frontier models, and a fast-rising GitHub rep

Dev.to · HyperNexus
🤖 AI Agents & Automation
⚡ AI Lesson
1d ago
Beyond Logs: Event Sourcing as the Foundational Memory for Next-Gen AI Agents
Beyond Logs: Event Sourcing as the Foundational Memory for Next-Gen AI Agents Event sourcing...

Dev.to · DaymondHyper
🤖 AI Agents & Automation
⚡ AI Lesson
1d ago
Cursor Rules: How to Stop Your AI Agent From Writing Slop
You just installed Cursor, opened a TypeScript file, and asked the agent to fix a bug. Ten seconds...

Dev.to · Sumeet Naik
🤖 AI Agents & Automation
⚡ AI Lesson
1d ago
Serve Markdown to AI Agents from Hugo on Cloudflare Pages (Free Plan)
AI agents, LLM crawlers, and CLI tools don't want your HTML. They want the content, i.e. the...

Dev.to · Kiaan K
🤖 AI Agents & Automation
⚡ AI Lesson
1d ago
I Built an AI-Powered Stock Research Assistant 🚀
Hi everyone! 👋 I’m a high school student interested in AI, programming, and quantitative research,...

Dev.to · LunarDrift
🤖 AI Agents & Automation
⚡ AI Lesson
1d ago
Build a Two-Phase Tool Boundary for a Tencent RTC Voice Companion
A reproducible TypeScript pattern for preventing a real-time AI voice companion from executing consequential tools before the user confirms—complete with explic

Dev.to · Kasi Yaswanth
🤖 AI Agents & Automation
⚡ AI Lesson
1d ago
Day 30/30: Building End-to-End Support Ticket Triage
Implementing a stateful support ticket triage agent using LangGraph and MCP

Dev.to · Machine coding Master
🤖 AI Agents & Automation
⚡ AI Lesson
1d ago
Stop Infinite ReAct Loops: Deterministic Cycle Detection in Spring AI with Java 21 Record Patterns
Stop Infinite ReAct Loops: Deterministic Cycle Detection in Spring AI with Java 21 Record...

Dev.to · v. Splicer
🤖 AI Agents & Automation
⚡ AI Lesson
1d ago
Surviving the AI Bubble With Two Pieces of Junk From Amazon
Everyone is building agents. You should build escape hatches. We are living through the...

Dev.to · jamilxt
🤖 AI Agents & Automation
⚡ AI Lesson
1d ago
Building a Production AI Agent in Spring Boot: The LLM Judge That Scores Your Agent (Part 8)
Last week I ran a demo of the agent for a colleague who was deciding whether to bet a feature on it....
DeepCamp AI