Key takeaways:
• terminals > GUIs for stable agent control
• task design inspired by SWE-bench, but with a more general abstraction
• eval + RL need the same “rollout” substrate, so they created Harbor
• Harbor = a unified framework for scalable parallel deployment
• TB2 is
ENTERPRISE AI
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Terminal-Based Agent Control and Harbor Evaluation Framework
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MCP Security Paper: Risks and Controls for Enterprise Adoption
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We just released a paper on Model Context Protocol security – joint work with Herman Errico (
@TrustVanta ) and Shanita Sojan (
@Darktrace ). As MCPs get adopted, companies need to understand the risks + controls needed in order to be secure and stay compliant. In this paper, we -

AI21 Labs Showcases Knowledge Agents at AWS re:Invent 2025
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Live from @awscloud re:Invent in Las Vegas. We are on-site at Booth #1213 and ready to show how accurate, reliable knowledge agents are already powering complex enterprise workflows. https://
ai21.com/events/reinven
t-2025/?utm_source=org-twitter
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AI Reshaping the Consulting Industry Landscape
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#AI is reshaping the consulting industry
#RiseoftheRobots -
Schneider Electric Innovation Summit: AI Redefining Energy Infrastructure
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Time To Power: A look Inside Innovation Park from the Summit Floor – @schneiderelectric
— Harold Sinnott #MWC26 (@HaroldSinnott) 2 décembre 2025
At the Schneider Electric Innovation Summit North America 2025, in Las Vegas, I had the chance to experience firsthand how quickly the new energy landscape is taking shape, not in theory, but… pic.twitter.com/NUyttuiWRrTime To Power: A look Inside Innovation Park from the Summit Floor – @schneiderelectric At the Schneider Electric Innovation Summit North America 2025, in Las Vegas, I had the chance to experience firsthand how quickly the new energy landscape is taking shape, not in theory, but in real, measurable progress. Schneider Electric has a 135-year legacy in the United States, and throughout the Summit, it was clear how that history continues to guide the company’s leadership as the leading energy tech partner at the intersection of energy, AI, and digital transformation. Walking through Innovation Park brought the strategy into sharp focus. Each zone showed how intelligent infrastructure is transforming the systems we depend on: 🏠 Homes: digital energy for smarter, more sustainable living 🏢 Commercial Buildings: efficiency powered by automation and digitalization 🏥 Healthcare: resilient, AI-ready medical environments 💾 Data Centers: high-density, AI-optimized architectures ⚡ Infrastructure & Grid: modernizing the backbone of the energy system 🏭 Industry: real-time automation for manufacturing & process environments 💧 Sustainability & Water: circular, resource-efficient operations 🚀 SE Ventures & Partners: the expanding innovation ecosystem Across every booth, one theme kept coming up: AI isn’t just increasing demand, it’s redefining how energy must be produced, delivered, and managed, and Schneider Electric has solutions to meet this challenge head-on. The event deepened that narrative with concrete momentum: ✅the debut of an AI-enabled One Digital Grid Platform to help utilities modernize, stabilize, and manage rising energy costs; ✅new sustainability milestones such as UL ECOLOGO® certification for energy and industrial automation equipment; ✅and expanded advisory and asset-performance services designed to help organizations de-risk electrification, accelerate AI readiness, and advance grid-interactive operations. What stood out most to me walking the floor was how Schneider Electric and its partners are moving beyond efficiency as a goal, and treating intelligence as the new baseline for energy and industry. From autonomous operations to smart buildings to industrial software, you can see the next wave of digital infrastructure taking shape in real time. This is one of the most important transformations of our decade, and it’s happening faster than most realize. ⚡️ Learn more: se.com/us/en/ 🎥 Watch the ⬇️: #ad @SchneiderElec @SchneiderNA #schneiderelectric #SchneiderElectricInnovationSummit #ISNA2025 #InnovationSummitLasVegas #AI #EnergyTechLeaders
→ View original post on X — @marcusborba, 2025-12-02 00:52 UTC
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Snorkel DaaS Ops Team Hiring: Data Engineering and ML Roles
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We’re hiring! The Snorkel DaaS Ops team is growing — with multiple roles open across data engineering, operations, and analytics. Interested in AI, data pipelines, or working at the intersection of ML + delivery?
Check out open positions (remote & on-site) → -
Anthropic Launches Claude Opus 4.5 for Advanced Coding
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Claude Opus 4.5
Anthropic’s new Opus is built for serious coding, long running agents, and complex tool use. It posts top scores on coding benchmarks and is much cheaper than the old Opus tier, so more teams can actually ship with it. https://
buff.ly/Hqv6I3c -

SAS Enhances Information Security Risk Management for Financial Institutions
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SAS strengthens information security & governance with unified risk management so you can focus on unlocking new possibilities for your customers and stakeholders. Read Askari Bank’s success story + request a demo: http://
2.sas.com/60107eRLG #Finance -
Exclusive Interview with JetBrains on AI Solutions at GITEX
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"لقاءات حصرية مع صناع التغيير في قطاع التكنولوجيا والذكاء الاصطناعي"!🎙️ تحدثت مع الإدارة العليا لشركة JetBrains في جيتكس (GITEX) حول كيفية تحويل حلول الذكاء الاصطناعي المتطورة لديهم لمشهد البرمجة وتطوير البرمجيات."
— Shadi Dawi (@shadi_dawi) 1 décembre 2025
Flash Back on Exclusive insights from the top!🎙️I spoke with… pic.twitter.com/y6IBgIL1ce"Exclusive conversations with game changers in technology and artificial intelligence"!🎙️ I spoke with JetBrains senior management at GITEX about how their cutting-edge AI solutions are transforming the landscape of coding and software development. Flash Back on Exclusive insights from the top!🎙️ I spoke with Nadia Rinsky, Head of GTM at JetBrains, MENA JetBrains at GITEX about how their cutting-edge AI solutions are transforming the landscape of coding and software development. #jetbrains #shadi_dawi #shadi_dawi #techinfluencer #technology_influencer #artificial_intelligence #dubai #influencer #gitex #best_influencer #technology_influencer #tech_influencer #ai_influencer #best_influencer #content_creator #ai_media #arabian_gulf #technology_media [Translated from EN to English]
→ View original post on X — @shadi_dawi, 2025-12-01 09:47 UTC
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Industrial AI Data Quality and Preprocessing for Manufacturing
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Your AI is only as smart as your data is clean.
— Lucian Fogoros (@fogoros) 30 novembre 2025
Erikjan Franssen of @adlibsoftware & Cesar Bravo of @honeywell explain how preprocessing & context keep industrial AI from learning the wrong lessons. https://t.co/u8mjZDuZIg #sponsored #adlib_iiot #AI #Manufacturing @IIoT_World pic.twitter.com/y9AjDlzxukYour AI is only as smart as your data is clean. Erikjan Franssen of @adlibsoftware & Cesar Bravo of @honeywell explain how preprocessing & context keep industrial AI from learning the wrong lessons. https://
buff.ly/7ge1Hbq #sponsored #adlib_iiot #AI #Manufacturing @IIoT_World