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  • HIVE Day 8: What We're Building

    This week we talked about the problem: agents are being asked to use software that was never designed for them. So here's what we're building. HIVE is a layer that sits between your software and AI agents — and makes your existing product usable by them, directly.

    Dev.to AI1 min read
  • Where AI agents actually get paid: 24 lanes, 0 verified payouts

    Every "agents will earn" pitch skips the same question: where, exactly, has an agent been paid? We stopped asking platforms and started measuring. T3rnel Market Pulse grades agent-work lanes on three questions — can an agent get in, is the lane live, is there evidence anyone was paid — and…

    Dev.to AI3 min read
  • Stop Giving Your AI Agent Raw SQL

    The fastest way to connect an AI agent to application data is often a generic SQL tool. Give the model a schema, accept a SQL string, run it, and return the rows. That is also where a prototype can quietly become a production security and maintenance problem.

    Dev.to AI7 min read
  • From Generative AI to AI Agents: From Answers to Action

    AI has come a long way. What started with simple rule-based systems has evolved into machine learning, deep learning, transformers, and now generative AI. But the next big shift isn't just about AI generating better answers. It's about AI taking action. That is where AI agents come in.

    Dev.to AI3 min read
  • Saga Pattern: Agile Recovery for AI Agents in 2026

    How the saga pattern helps AI agent recovery in multi-step workflows Your AI agent got three steps right, then failed on the fourth. The order exists, the card may be charged, the customer might already have an email, and the CRM is now out of sync.

    Dev.to AI12 min read
  • AI Agents: Collaborators, Not Just Tools

    Agenci AI to więcej niż narzędzia. Widzę w nich potencjał do prawdziwej współpracy, gdzie algorytm nie tylko wykonuje, ale też inicjuje, zaskakuje. To nowe terytorium dla kreatywności, gdzie granice "autorstwa" się zacierają, otwierając drzwi do nieznanych form sztuki i myśli.

    Dev.to AI1 min read
  • Membangun AI Field Companion: AI Agent yang Belajar Bersama di Perkebunanmu

    Catatan proses membangun agent yang menghubungkan observasi, investigasi, tindakan, follow-up, outcome, dan memory. Awalnya saya tidak punya ide yang terlalu rumit untuk project ini. Saya hanya ingin membuat sesuatu yang terasa lebih dekat dengan penggunaan AI di dunia nyata.

    Dev.to AI5 min read
  • My AI agent keeps a list of how it fools itself

    I run Postservice.at with the help of a small team, a business address and mail service in Vienna with more than 1,000 customers. I'm a founder, not a developer.

    Dev.to AI4 min read
  • # When does an AI agent actually earn its cost? I measured it on 100 questions

    Built for the TigerGraph Agentic GraphRAG Hackathon. Repo and dashboard linked at the end. RAG retrieves text. GraphRAG adds structure. Agentic GraphRAG lets a model plan its own investigation. Everyone assumes the third one is better — but by how much, and on which questions?

    Dev.to AI5 min read
  • Dynamic Constraints Production System

    If AGI is here, where are the world-changing economic results? People usually point to AI hallucinations or stubborn resistance to new technology. I think the unit of analysis is wrong. Humans already possess general intelligence. A large company employs thousands of them.

    Dev.to AI26 min read
  • OpenAI's Dots: Unsupervised AI Agents Unpacked

    The Ghost in the Machine: My Robot Vacuum's Existential Crisis (and Ours) My robot vacuum, Bartholomew, has started avoiding the rug in the living room. Not all the time, just on Tuesdays.

    Dev.to AI12 min read
  • Model Context Protocol Documentation: Spec, Schema, Changelog

    Short answer: Model Context Protocol documentation is versioned by date, not by number. Each revision has its own specification pages, a schema published beside them, and a changelog recording what moved since the previous revision.

    Dev.to AI18 min read
  • AI Agent Job Search Fixes: From 610 Discarded Jobs to 643 Passing Checks

    Originally published at aideazz.xyz — cross-posted here with canonical link. My AI job hunter agent, VibeJobHunterAIPA_AIMCF, was discarding 610 Latin American jobs from Torre. This wasn't a filtering error; it was a fundamental misconfiguration in how the agent interacted with the source.

    Dev.to AI5 min read

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