Many teams treat evals as a last-mile check. @mondaydotcom Service made them a Day 0 requirement for their AI service agents. Using LangSmith, the monday Service team has been able to: Achieve 8.7x faster evaluation feedback loops (from 162 seconds to 18 seconds).
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AGENTS
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Monday.com Accelerates AI Agent Evaluation with LangSmith Platform
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GLM-5 Open Weights Model Beats Gemini-3-Pro
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GLM-5: A new SoTA open weights, that BEATS Gemini-3-Pro!? A big push from vibe coding -> agentic engineering, with it being able to plan, act, and iterate over long workflows, not just spit out code. GLM-5 scales to 744B params (40B active MoE) and targets 200k contexts, with
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Smart Metrics and Governance: Curbing Metric Gaming in AI
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Smart metrics don't just measure performance, they shape behavior. If we're deploying #AI across the enterprise, we need guardrails against metric gaming from day one. Governance isn't a brake on innovation, it's what makes transformation durable. Especially as agentic systems
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PolyAI lance Agent Studio Lite pour créer des agents vocaux
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PolyAI built Agent Studio Lite to make it easy for businesses to build their own AI voice agents from a single website URL.
— 🚨 AI News | TestingCatalog (@testingcatalog) 18 février 2026
These voice agents can be reused across different channels and integrated with other tech stacks. Users can rely on the PolyAI Raven voice model or connect… https://t.co/PA8tj0r9K0 pic.twitter.com/hq3YW0F7LCPolyAI built Agent Studio Lite to make it easy for businesses to build their own AI voice agents from a single website URL. These voice agents can be reused across different channels and integrated with other tech stacks. Users can rely on the PolyAI Raven voice model or connect
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Agentic AI: Governed Autonomy Beyond GenAI Creation
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Agentic AI isn’t smarter GenAI.
It’s governed autonomy. GenAI → creates
Agents → execute
Agentic AI → coordinates, controls, and recovers That outer ring is where AI becomes production-ready. -

AI Agents Identity Problem Not Security Problem
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AI agents don't have a security problem.
— Akshay 🚀 (@akshay_pachaar) 18 février 2026
They have an identity problem.
Here's what I mean:
You've deployed 47 agent workflows across your infrastructure.
At 3 am, an agent modifies a production database. You check your logs. 47 agents had access. They all used the same… pic.twitter.com/TOsOEE3PbtAI agents don't have a security problem. They have an identity problem. Here's what I mean: You've deployed 47 agent workflows across your infrastructure. At 3 am, an agent modifies a production database. You check your logs. 47 agents had access. They all used the same
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AI Agents Transform Genetic VUS Interpretation Into Actionable
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A “Variant of Unknown Significance” is a genetic finding that can’t yet be interpreted, leaving families with uncertainty instead of answers.
— Catherine Adenle (@CatherineAdenle) 18 février 2026
Now, AI agents can help connect sequencing data with scientific literature and biological context to turn VUS into traceable,… pic.twitter.com/eqjsdSjvJDA “Variant of Unknown Significance” is a genetic finding that can’t yet be interpreted, leaving families with uncertainty instead of answers.
Now, AI agents can help connect sequencing data with scientific literature and biological context to turn VUS into traceable, -
Cursor AI struggles with tool reliability and context management
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Not very polished… In Cursor, it barely worked at all even! Couldn't even call basic tools reliably, started screwing up files at turn two as if it was at the end of its context.
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@testingcatalog — 2026-02-18
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MyClaw agent provides execution through cross-app and system control, plus workflow automation for end-to-end tasks, running workflows across apps, files, browser flows, and system operations within your dedicated environment. Test it out for yourself
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AI Agents as Clients: Distributed Consumption Strategy
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I've published an episode on @ivoox
: "#1071: When AI agents become the client (Sell 8 Times More with Distributed Consumption) #podcast https://
go.ivoox.com/rf/167828137?u
tm_source=twitter&utm_medium=social&utm_content=audio&utm_campaign=tw_autopublish
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