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AIエージェントフレームワーク選定2026 — LangGraph・CrewAI・Microsoft Agent比較 - Qiita はじめに 2026年、エンタープライズ向けAIエージェントの導入は急加速しています。Gartnerは「2026年末までに40%のエンタープライズアプリケーションがタスク固有のAIエージェントを統合する」(2025年の5%未満から大幅増)と予測しており、市場は急拡大中です...

AIエージェント開発、フレームワーク選定で消耗してない?🤖

2026年4月版の比較記事が参考になる。

・LangGraph:グラフ型・ステートフル・長期タスク向き
・CrewAI:ロールベース・チーム型・v1.13.0でGPT-5対応
・MS Agent:Azure/MS連携強み

実装コストを下げたいなら「型」の安全性で選ぶのが結局の近道。みんなは何使ってる?🤔

#AI #Agent #Python #LangGraph #CrewAI #エンジニア #開発手法
https://qiita.com/kai_kou/items/20deef9f7691c5af668b

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#325: First Steps With LangGraph - Python Friday

#Python Friday #325: First Steps With #LangGraph - #ai

pythonfriday.dev/2026/04/325-...

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壊れるなら1箇所で壊せ — LangGraph多段AIエージェントのステート肥大化とエラー伝播を防ぐ3原則 - Qiita TL;DR Human-in-the-Loop(HITL): 自動化の暴走を防ぐため、各段に停止・承認・再開のポイントを設ける 3段以内の連鎖: AIエージェントを「3段以上」連鎖させると、状態爆発と推論精度の劣化(Lost in the Middle)が発生する...

「多段エージェントが壊れる」原因は設計の敗北です。

LangGraphで3段以上繋ぐと状態肥大化とエラー伝播で詰む。解決策は3つ:

1. 各段にHuman-in-the-Loop停止ポイントを配置
2. ステートを巨大化させず原則単一管理
3. 例外で落とさずエラー情報もステートに載せる

結局、複雑さの管理がエンジニアの腕の見せ所ですね。

#AIエージェント #LangGraph
qiita.com/YushiYamamoto/items/921b...

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「多段エージェントが壊れる」なら、それは設計の敗北です。

LangGraphでエージェントを3段以上つなぐと、ハルシネーションの伝播とState肥大化で運用不能になる。

結論は「壊れるなら1箇所で壊せ」。
Stateにエラー情報を含めて集約し、各段にHITL(人間介入)ポイントを設けるのが本番運用の鉄則。

皆さんはマルチエージェントをどう監視してますか?

#LangGraph #AIエージェント

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LangGraphでのエージェント開発、PoCから本番運用に落とし込むには「状態(State)の管理」が肝。

特に多段エージェントの場合、ハルシネーションの伝播を防ぐため「壊れるなら1箇所で壊す」設計が重要です。例外で処理せずStateにエラー情報を集約する、HITL(人間による承認)を挟むなど、堅牢なパイプライン構築が成功の鍵。

皆さんのエージェント運用、どのような設計を意識していますか?

#AIエージェント #LangGraph #エンジニアリング

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I've been getting into #agents and learning about #langchain and #langgraph. Are there any other tools or frameworks you would recommend?

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AI Agents in 2026: LangGraph vs CrewAI vs Smolagents with Real Benchmarks on Local LLMs 35% CAGR market growing beyond $9 billion. Tool-use benchmarks across 5 local models. Cost data from IBM and McKinsey. Four frameworks tested head-to-head on real agentic workflows with Ollama.

AI Agents in 2026: LangGraph vs CrewAI vs Smolagents with Real Benchmarks on Local LLMs

35% CAGR market growing beyond $9 billion. Tool-use benchmarks across 5 local models. Cost data from IBM and McKinsey. Four f…

#AI #Agents #LangGraph

pooya.blog/blog/ai-agents-framework...

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LangChain, LangGraph Flaws Expose Files, Secrets, Databases in Widely Used AI Frameworks Cybersecurity researchers have disclosed three security vulnerabilities impacting LangChain and LangGraph that, if successfully exploited, could expose filesystem data, environment secrets, and conversation history. Both LangChain and LangGraph are open-source frameworks that are used to build applications powered by Large Language Models (LLMs). LangGraph is built on the foundations of

iT4iNT SERVER LangChain, LangGraph Flaws Expose Files, Secrets, Databases in Widely Used AI Frameworks VDS VPS Cloud #LangChain #LangGraph #Cybersecurity #DataSecurity #AIFrameworks

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Amazon Bedrock Session Management: AI Context Persistence Amazon Bedrock Session Management APIs: State Persistence in Generative AI...

Amazon Bedrock Session Management: AI Context Persistence Amazon Bedrock Session Management APIs: State Persistence in Generative AI Conversations A few weeks ago, while discussing GenAI agents in ...

#aws #awsbedrock #sessionmanagement #langgraph

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Amazon Bedrock Session Management: AI Context Persistence Amazon Bedrock Session Management APIs: State Persistence in Generative AI...

✍️ New blog post by Gerardo Arroyo

Amazon Bedrock Session Management: AI Context Persistence

#aws #awsbedrock #sessionmanagement #langgraph

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🚀 Kensho just dropped a LangGraph-powered multi‑agent framework that lets AI agents fetch and ground trusted S&P Global data in real‑time. Think smarter data routing for finance. Curious? Dive in! #LangGraph #MultiAgent #FinancialData

🔗 aidailypost.com/news/kensho-...

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AI Agents in 2026: LangGraph vs CrewAI vs Smolagents with Real Benchmarks on Local LLMs 35% CAGR market growing beyond $9 billion. Tool-use benchmarks across 5 local models. Cost data from IBM and McKinsey. Four frameworks tested head-to-head on real agentic workflows with Ollama.

AI Agents in 2026: LangGraph vs CrewAI vs Smolagents with Real Benchmarks on Local LLMs

35% CAGR market growing beyond $9 billion. Tool-use benchmarks across 5 local models. Cost data from IBM and McKinsey. Four f…

#AI #Agents #LangGraph

pooya.blog/blog/ai-agents-framework...

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AI Agents in 2026: LangGraph vs CrewAI vs Smolagents with Real Benchmarks on Local LLMs 35% CAGR market growing beyond $9 billion. Tool-use benchmarks across 5 local models. Cost data from IBM and McKinsey. Four frameworks tested head-to-head on real agentic workflows with Ollama.

AI Agents in 2026: LangGraph vs CrewAI vs Smolagents with Real Benchmarks on Local LLMs

35% CAGR market growing beyond $9 billion. Tool-use benchmarks across 5 local models. Cost data from IBM and McKinsey. Four f…

#AI #Agents #LangGraph

pooya.blog/blog/ai-agents-framework...

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Moda’s Design Agent is stepping out of its custom LangGraph loop. What does this mean for visual layouts, context engineering, and the future of AI agents? Dive into the shift and see how Deep Agents and LLMs are reshaping design. #DesignAgent #LangGraph #DeepAgents

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Agents & Arbiters - An Adventurer’s Guide to Multi-Agent Collaboration with LangGraph.js | NDC Toronto 2026 Building interactive systems with conventional coding means trying to anticipate every possible user action and writing the right response. This quickly becomes nigh impossible. You end up lost in a m...

NDC Toronto 2026: Master Multi-Agent AI! 🤖

Join Guy Royse for: "Agents & Arbiters - An Adventurer’s Guide to Multi-Agent Collaboration with LangGraph.js."

Build and orchestrate powerful AI agents.

📅 ndctoronto.com/agenda

🎟️ ndctoronto.com/tickets

🍁 May 5-8! #NDCToronto #AI #LangGraph

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Picking an AI Agent Framework in 2026 A hands-on comparison of nine Python frameworks — with code, data, and no marketing spin.

"Picking an AI Agent Framework in 2026" by Tony

#ai #agents #langgraph #crewai #strands-agents

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Understanding Graph in LangGraph: A Simple Conceptual Guide to Graph-Based AI Workflows Large Language Models (LLMs) are powerful, but real-world AI applications rarely rely on a single prompt and ...

#langgraph #artificial-intelligence #machine-learning #llm #genai

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Building 🤖 AI agents is 🧑‍🔬 engineering, since you are working with state, tools, failure modes.

@t-redactyl.bsky.social has released a free course to guide you through the process using #Python, #LangGraph, #MCP, #Ollama. No NLP background needed.
👉 https://bit.ly/4sCA3Hu

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GitHub - swarmclawai/swarmclaw: Self-hosted AI agent orchestration dashboard with OpenClaw integration, multi-provider support, LangGraph workflows, and chat platform connectors. Self-hosted AI agent orchestration dashboard with OpenClaw integration, multi-provider support, LangGraph workflows, and chat platform connectors. - swarmclawai/swarmclaw

“The orchestration dashboard for OpenClaw. Manage a swarm of OpenClaws + 14 other AI providers, orchestrate LangGraph workflows, schedule tasks, and bridge agents to 10+ chat platforms — all from one self-hosted UI.”
#OpenClaw #AI #LangGraph

github.com/swarmclawai/...

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AIdeas: TrustTriage - Developers Shouldn't Need a Law Degree to Ship Compliant Code Compliance gaps don't hide in single documents - they hide between them, across your policies, frameworks, and architecture diagrams simultaneously. TrustTriage uses agentic AI reasoning to autonomously traverse your privately ingested documents, cross-examine your internal policies against the compliance frameworks you must adhere to, and surface gaps that no checklist, keyword search, or simple retrieval system can find.

"AIdeas: TrustTriage - Developers Shouldn't Need a Law Degree to Ship Compliant Code" by Shubhankar Gaur

#aideas-2025 #workplace-efficiency #ai-agents #ai-ml #langgraph

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Собственная облачная LLM на 16 ГБ VRAM — часть 1: базовая сборка, tools и MCP Привет, Хабр! На фоне ажиотажа вокруг ней...

#langchain #langgraph #python #vllm #qwen3 #localai #selectel #MCP #ии-агенты #API-сервис

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Building ChemReel AI: Turning Chemistry Experiments into AI-Generated Videos with Amazon Nova and LangGraph Learn how we built ChemReel AI — an application that lets Class 12 students type a chemistry experiment name and receive a fully AI-generated step-by-step video walkthrough, powered by Amazon Nova Pro for text generation, Amazon Nova Reel for video synthesis, and LangGraph for intelligent pipeline orchestration.

"Building ChemReel AI: Turning Chemistry Experiments into AI-Generated Videos with Amazon Nova and LangGraph" by syedslmn

#langchain #langgraph #amazon-nova

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How to Protect Sensitive Data by Running LLMs Locally with Ollama Whenever engineers are building AI-powered applications, use of sensitive data is always a top priority. You don't want to send...

#AI #ollama #langchain #langgraph

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How to Protect Sensitive Data by Running LLMs Locally with Ollama Whenever engineers are building AI-powered applications, use of sensitive data is always a top priority. You don't want to send...

#AI #ollama #langchain #langgraph

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I am trying to learn more about #langgraph and building multi-agent systems, to build some cool projects

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Ever wonder how AI agents stay in sync? LangGraph’s new pattern uses JSON schemas and a shared state to orchestrate parallel agents like a well‑tuned band. Dive into the details of state orchestration and multi‑agent coordination. #LangGraph #SharedState #AgentCoordination

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IBM Docling: turn complex docs into structured data for #RAG & #AI pipelines. Keep tables, lists & layout intact. Feed #LangChain & #LangGraph easily. ⚡📝
#AI #DocumentUnderstanding #OpenSource #VectorDB

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Create an Agent That Generates Agent Spec: Turning Business Requirements into Open Agent Spec… Translating plain English into portable agent and workflow configurations for WayFlow or LangGraph

Un assistant qui transforme un cahier des charges en configs d’agent prêtes à exécuter (WayFlow, LangGraph, etc.) medium.com/oracledevs/c... #agent #langgraph #wayflow

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How to Develop AI Agents Using LangGraph: A Practical Guide AI agents are all the rage these days. They’re like traditional chatbots, but they have the ability to utilize a plethora of tools in t...

#AI #langgraph #agentic #AI

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How to Develop AI Agents Using LangGraph: A Practical Guide AI agents are all the rage these days. They’re like traditional chatbots, but they have the ability to utilize a plethora of tools in t...

#AI #langgraph #agentic #AI

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