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`` A real debugging log: fabrication bugs, deployment gaps, and false test passes found and closed across 6 rounds of adversarial testing. System pr…
canonical_url: https://valentiuskryptix.com/3-surprising-failures-from-testing-my-ai-auditing-agent/ A chatbot answers questions. An agent is differ…
Sub-100ms Cargo & Food Safety Triage: Eliminating 72% of Routing LLM Calls in National Supply Chains Part 3 of the "Jev-First Routing for LangGr…
Manufacturing AI at Scale: Slashing Agent Latency and Cutting 74% of LLM Routing Calls in Industrial Safety Dispatch Part 2 of the "Jev-First Routin…
Before you start: LangGraph doesn't install on Python 3.15 yet. One of its dependencies (ormsgpack) has no build for 3.15. Keep production agents on…
Building AI Agents with LangGraph: From Fundamentals to Production A comprehensive guide to building reliable, stateful AI agents using LangGraph —…
Give an agent a budget and sooner or later it reaches the edge of it. A research agent has spent 4.20 of its 5.00 USD cap, and the next step (one mo…
A simple planning request triggered 105 calls to the same goal tool. The system did not crash immediately. It kept spending tokens until the turn li…
If you run agents with tools, this day always comes: "I need to change this tool's arguments — will the agent survive?" Tool schema changes are a da…
TL;DR : We built a 9-node LangGraph agent that investigates fraud cases end-to-end. It uses TigerGraph Community Edition as the knowledge graph subs…
How I Built (and Broke) a Production Multi-Agent AI System Most agent demos work great — right up until you run them past the happy path. This is th…
The market for AI agents reached a new maturity phase in 2026: Instead of individual, monolithic agents, companies are increasingly relying on multi…
You already have an n8n workflow that functions. It receives a request, calls APIs, uses an LLM, makes decisions, updates a database, and returns a…
We live in an era where our watches know more about our hearts than we do. But there’s a massive gap between receiving a "High Heart Rate" notificat…
AI agents do not need to hallucinate to make the wrong decision. They can read accurate information, reason correctly, and still take the wrong acti…
AI agents are getting very good at doing things . They can search databases, call APIs, modify tickets, draft code, update records, trigger workflow…
Executive Summary: Linear prompt chains break down under multi-step autonomous workloads. Building true 24/7 background agent daemons requires cycli…
The False Dichotomy The agent ecosystem is split into two camps: Camp Loops (Boris Cherny, OpenAI Agents SDK, LangGraph): > "Agents are loops. Pl…
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'…