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Executive Summary: Linear prompt chains break down under multi-step autonomous workloads. Building true 24/7 background agent daemons requires cycli…
Привет, Хабр. Меня зовут Сергей Врулин, я Team Lead в команде агентов VK AI Space — корпоративной платформы для создания и запуска AI-агентов. В июл…
Привет, Хабр. Меня зовут Сергей Врулин, я Team Lead в команде агентов VK AI Space — корпоративной платформы для создания и запуска AI-агентов. В июл…
The False Dichotomy The agent ecosystem is split into two camps: Camp Loops (Boris Cherny, OpenAI Agents SDK, LangGraph): > "Agents are loops. Pl…
Привет, Хабр! На связи команда GigaChain. В этой статье мы расскажем, как итеративно настраивали обвязку (harness) Deep Agents под особенности GigaC…
Every developer has been there: you clone a promising repository, and the README is either missing, three years stale, or says "docs coming soon." E…
Enterprise ERP platforms like Odoo get customized constantly — every business adds its own fields (x_studio_client_tax_id, x_vendor_code_v2, whateve…
A step-by-step guide to grounding a LangGraph agent in Microsoft Foundry IQ agentic retrieval — without rebuilding your RAG pipeline. Why this integ…
Привет, на связи команда GigaChain! Мы занимаемся агентными системами и развиваем набор open source-решений для подключения агентов к GigaChat API.…
Hi. While making my agents orchestrate, remember, resume or anything for that matter, I found myself thinking about how naturally we do some of thes…
We've all been there - you've built an agentic AI system using LangGraph and MCP, and it's been humming along just fine, until one day, a third-part…
I still remember the day our support bot, powered by a LangGraph agent workflow, started behaving erratically. Customers would ask for help with the…
Managed agent frameworks address a specific infrastructure challenge: streams that don't timeout, memory that persists across sessions, and auth tha…
So you've finally gotten your LangGraph + MCP agent working on your local machine - it's responding to queries, adapting to new information, and gen…
Agentic benchmarks rank models differently than chat benchmarks do, and the gap between the two scores is now wide enough to matter for real deploym…
I recently spent a frustrating afternoon debugging a LangGraph-based agentic AI system that was supposed to book flights for users. The system would…
Note: This article was written in July 2026 using LangChain 0.3.x. APIs may change in future versions — check the LangChain docs if something doesn'…
Handoffs are useful when a specialist agent needs to take over a task. They also make cost easier to hide, because the bill is spread across graph n…
LangGraph isn't cheaper than LangChain — unless you opt out of its defaults Cost-audit series, episode 4. This series began with an AI agent that bu…
Мы попытались автоматизировать первую линию SOC . Захотелось объединить гибкость ЛЛМ и надежность сигнатурных движков. Поместилось все это в&nb…
Современные AI-агенты строятся достаточно разнообразно. Где-то берут готовые приложения, которые выросли в полноценные фреймворки с преднастроенными…
I recently spent hours debugging a support bot that was supposed to handle customer inquiries about orders, shipments, and returns. The bot was buil…
In a previous example, we used StateBackend , where files belonged to a specific LangGraph conversation thread. This time, we are using something di…
You've just deployed a new support bot built with LangGraph, and it was working great for the first few hours. But then, out of nowhere, it started…
I recently spent hours debugging a support bot built with LangGraph and MCP, only to realize that the issue wasn't with the agent's reasoning itself…
Two days before my hackathon deadline, I re-read the judging criteria for the track I was submitting to and found a sentence I'd apparently skipped…
I recently spent hours debugging a support bot built with LangGraph and MCP, only to realize that the issue wasn't with the code itself, but with th…
LangGraph gives you fine-grained control over agent state and routing logic in code. Microsoft Foundry gives you managed hosting, identity, tracing,…
Day 2 · by Kunal Hore ( @KunalOnTech ) Quick Jump Quick Recap of Day 1 Why I'm Learning This Publicly Today's Map 1. The Router 2. The Conditional E…
I recently spent a frustrating afternoon debugging a support bot built with LangGraph, watching it consistently forget the context of the conversati…