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MarkTechPostResearch

MiniMax Open-Sources MCode Stack: 15 Agent Skills Its Coding Team Uses Daily

MiniMax has open-sourced MCode Stack, an MIT-licensed repo of 17 SKILL.md skills and 5 checklists that its MiniMax Code team uses daily for code review, subagent splits, context budgets and long-running commands. The post MiniMax Open-Sources MCode Stack: 15 Agent Skills Its Coding Team Uses Daily appeared first on MarkTechPost .

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Unite.AI

Microsoft Makes Copilot Harness Available Through Foundry

Microsoft on October 28, 2026 made the Microsoft Copilot harness — the multi-model orchestration layer that already powers Copilot Code, Copilot Studio, the GitHub Copilot app, the Copilot CLI, and VS Code — available to developers and enterprise customers through Microsoft Foundry, in an announcement on the Official Microsoft Blog. Microsoft describes a harness as everything around the model: the orchestration layer that gives an agent the right instructions, context, execution environment…

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Microsoft Makes Copilot Harness Available Through Foundry
The DecoderBusiness

Google opens Android development to third-party AI agents and unveils new Gemini APIs

Google is opening up Android Studio to third-party AI agents. Through a new "Bring Your Own Agent" feature, the IDE now supports more than 40 coding agents, including Anthropic's Claude Agent and OpenAI's Codex. Google says new terminal tools also help agents finish UI tasks 77 percent faster while using up to three times fewer tokens. Android development is becoming agent-centric too. The article Google opens Android development to third-party AI agents and unveils new Gemini APIs appeared firs

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Unite.AI

GitHub Makes Copilot Fusion Generally Available at Universe 2026

GitHub made Copilot Fusion, its multi-model routing and orchestration system, generally available on October 28, 2026, unveiling it at GitHub Universe 2026 alongside the new GitHub Copilot app, Copilot projects, and a deeper Copilot code review tier. The announcements arrived in a Universe 2026 keynote post from Jay Parikh, Executive Vice President of CoreAI at Microsoft, whose teams include GitHub, and in a series of same-day changelog entries detailing availability, billing, and preview…

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GitHub Makes Copilot Fusion Generally Available at Universe 2026
Simon WillisonLLMs

GitHub Octoverse 2026

<p><strong><a href="https://github.blog/news-insights/octoverse/octoverse-commits-pushes-reach-new-highs-in-2026-as-developers-build-with-agents/">GitHub Octoverse 2026</a></strong></p> I'm at GitHub Universe today (GitHub gave me a free ticket through their "GitHub Stars" program). EVP Jay Parikh just announced this year's Octoverse report, and highlighted these numbers in particular:</p> <p><img alt="Photo of a conference keynote stage: a wide curved screen shows three line charts side by side

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r/MachineLearningResearch

Could AI detection eventually become a fundamentally unsolvable problem, similar to the halting problem? [D]

<!-- SC_OFF --><div class="md"><p>In theoretical computer science, we have the halting problem, which proves that certain problems cannot be solved by any general algorithm.<br/> This made me wonder about something similar in machine learning.<br/> Today, we can often distinguish AI-generated content from human-created content, at least statistically. But as AI models improve, could we eventually reach a point where the two become completely indistinguishable?<br/> Not just because our detectors

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Unite.AI

Adam Markowitz, CEO and Co-Founder of Drata – Interview Series

Adam Markowitz is CEO and co-founder of Drata, where he is expanding the company’s work in continuous compliance and trust into AI agent governance. Before co-founding Drata in 2020, he founded Portfolium alongside Troy Markowitz and Daniel Marashlian. His experience navigating security questionnaires, audits, and compliance reviews helped shape Drata’s approach to automating how organizations demonstrate trust. Drata provides a platform for governance, risk, and compliance, combining automated…

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Adam Markowitz, CEO and Co-Founder of Drata – Interview Series
The Robot ReportRobotics

Warp Sciences emerges from stealth, to apply robotics to drug research

Warp Sciences has co-founders from OpenAI, Meta, and more, plus funding to build infrastructure for automated drug discovery in the U.S. The post Warp Sciences emerges from stealth, to apply robotics to drug research appeared first on The Robot Report .

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Warp Sciences emerges from stealth, to apply robotics to drug research
The DecoderBusiness

OpenAI teases Dots for Europe, but its Berlin DevDay was really about building a platform

At DevDay Exchange in Berlin, OpenAI mostly repeated what it had already announced, but it did share a few new details. The AI assistant Dots should roll out more widely in Europe "in a few weeks," and weekly Codex users in Germany have grown twentyfold since January. A clear subtext ran through the sessions and the repeated nods to ChatGPT's 1.2 billion weekly users: OpenAI wants developers to build their businesses directly on its infrastructure. The article OpenAI teases Dots for Europe, but

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OpenAI teases Dots for Europe, but its Berlin DevDay was really about building a platform
Unite.AI

Muck Rack’s ‘What Is AI Reading?’ Report Finds Journalism’s AI Citation Share Falls to 22%

Muck Rack's October 2026 What Is AI Reading? report finds that journalism's share of AI citations has fallen from about 27% in May to 22%, even as earned and third-party sources continue to account for roughly 84% of citations. The fourth edition draws on more than 40 million AI responses and 207 million citations across ChatGPT, Claude, Perplexity, and Gemini. Released October 28, the research points to a change in the mix of material supporting AI-generated answers. News coverage remains an…

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Muck Rack’s ‘What Is AI Reading?’ Report Finds Journalism’s AI Citation Share Falls to 22%
r/MachineLearningResearch

How do you start with Agentic AI for a specific use case? [D]

<!-- SC_OFF --><div class="md"><p>Hello all!</p> <p>I'm a PhD student in a niche field and the next plan is to apply agentic AI to automate a rather boring yet important workflow. I'm very well aware of LLMs but not very much into agentic AI and how do you set up?</p> <p>I've heard terms like harness and others, but I'd like to know how to get started with this (details below). Using AI for this proved to be pretty much useless.</p> <p>I'll present an input and a testing scenario and my model, a

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The DecoderBusiness

Claude for Legal now verifies sources automatically, then hands the file to a lawyer

Anthropic is adding pre-built templates to Claude for Legal. These interactive overviews and tables simplify setup for legal teams and speed up routine work like contract reviews, while more than 60 integrations let firms connect their own databases directly. The article Claude for Legal now verifies sources automatically, then hands the file to a lawyer appeared first on The Decoder .

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Claude for Legal now verifies sources automatically, then hands the file to a lawyer
Unite.AI

RapidCanvas Acquires Entytle to Bring AI Execution to the Industrial Aftermarket

RapidCanvas has acquired Entytle, bringing an industrial aftermarket intelligence business into its managed AI platform as manufacturers look for ways to turn decades of equipment data into more consistent parts and service revenue. The deal includes Entytle’s technology, customers, and employees; financial terms were not disclosed. The October 28 announcement pairs RapidCanvas’s agentic platform and field AI engineers with Entytle’s Insyghts installed-base intelligence platform. Insyghts will…

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RapidCanvas Acquires Entytle to Bring AI Execution to the Industrial Aftermarket
The Hacker NewsSecurity

PHP2Shell Attack Roots 25 Servers, Breaches U.S. Government-Affiliated Network

Cybersecurity researchers have disclosed details of what appears to be an artificial intelligence (AI)-assisted attack orchestrated by a suspected China-nexus threat actor that has leveraged the PHP2Shell vulnerabilities to breach exposed systems. The activity, which was observed on October 25, 2026, involved an attacker combining PHP2Shell with a kernel privilege escalation exploit to root

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PHP2Shell Attack Roots 25 Servers, Breaches U.S. Government-Affiliated Network
Unite.AI

Plato Raises $16 Million Series A to Build Simulated Workplaces for AI Agents

Plato has raised $16 million in Series A funding to build simulated workplaces where AI models can practice using software, navigating business decisions, and completing complex jobs before they operate in live systems. Nava Ventures led the round, with participation from Gradient Ventures, Transpose Platform, and Mustafa Suleyman, CEO of Microsoft AI. The financing brings Plato's total funding to $19 million, following a seed round led by Gradient Ventures. Freddie Martignetti, Nava Ventures'…

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Plato Raises $16 Million Series A to Build Simulated Workplaces for AI Agents
Unite.AI

Slack Code API Reaches General Availability on All Slack Plans

Slack made the Slack Code API generally available on all Slack plans on October 28, 2026, opening the code-channel system it launched in August 2026 to any developer's agent. In a post on Slack's developer blog, the company said more than 150 customers and partners had asked for access to build code-channel experiences for their own agents, a capability previously limited to a handful of launch partners. Slack introduced Slack Code in August alongside partners including Anthropic, Cognition…

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Slack Code API Reaches General Availability on All Slack Plans
Hubspot

Claude marketing plugins worth adding to your stack in 2026

<div class="hs-featured-image-wrapper"> <a href="https://blog.hubspot.com/marketing/claude-marketing-plugin" title="" class="hs-featured-image-link"> <img src="https://blog.hubspot.com/hubfs/claude-marketing-plug-in-1-20261023-1654266.webp" alt="claude marketing plugin" class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"> </a> </div> <p>Claude marketing plugins extend Claude into workflows for content creation, campaign planning, brand manage

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Meta Engineering

Meta Andromeda: Powering the Next Generation of Ads Retrieval Through Model-System Co-Design

This post describes the next generation of Meta Andromeda, Meta’s personalized ads retrieval engine, and how co-designing the model, system, and GPU hardware unlocks a new efficiency frontier for ads retrieval. In production, the system scores every eligible ad with near ranking-level model performance at retrieval scale and surfaces the top candidates at over one [...] Read More... The post Meta Andromeda: Powering the Next Generation of Ads Retrieval Through Model-System Co-Design appeared fir

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Meta Andromeda: Powering the Next Generation of Ads Retrieval Through Model-System Co-Design
MIT News - Artificial intelligence

3 Questions: Why infrastructure is entering a defining era

Professor Ali Jadbabaie describes how AI, digital transformation, climate change, and complex geopolitics are forcing engineers and policymakers to rethink how infrastructure is designed, built, and managed.

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3 Questions: Why infrastructure is entering a defining era
Unite.AI

Why Outsource Data Enrichment When AI Tools Fill Every Field?

A revenue operations team runs its account list through a waterfall enrichment tool. The tool queries one data provider, then a second for any gaps, then a third. An AI research agent fills whatever is still blank by reading company websites and news. The dashboard shows a 97% fill rate. A sales rep opens a top target account and finds two headquarters addresses, an employee count that differs by 4,000 depending on the source, and a chief financial officer who left the company eight months ago…

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Why Outsource Data Enrichment When AI Tools Fill Every Field?
Unite.AI

Jim Rowan, US Head of AI at Deloitte – Interview Series

Jim Rowan is US Head of AI at Deloitte and a principal in Deloitte Consulting LLP, helping organizations translate AI ambitions into business outcomes. His career spans enterprise technology, analytics, data, and digital transformation, with experience across life sciences, health care, and telecommunications. He has held leadership roles in Deloitte’s Strategy & Analytics and AI & Data practices, and his work includes developing the talent and capabilities organizations need to adopt AI…

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Jim Rowan, US Head of AI at Deloitte – Interview Series
Unite.AI

Upwind Raises $400 Million at $3.8 Billion Valuation for Cloud and AI Security

Upwind Security has closed a $400 million Series C at a $3.8 billion valuation, securing fresh capital to expand its cloud and AI security platform as enterprises deploy more AI applications and autonomous agents. Bessemer Venture Partners led the round, which will fund product development and go-to-market expansion. Canapi Ventures participated alongside existing investors Cyberstarts, Greylock Partners, Craft Ventures, Leaders Fund, Salesforce Ventures, TCV, Alta Park Capital, Penny Jar…

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Upwind Raises $400 Million at $3.8 Billion Valuation for Cloud and AI Security
Hubspot

How often to run AEO prompt tracking: A cadence guide

<div class="hs-featured-image-wrapper"> <a href="https://blog.hubspot.com/marketing/how-often-to-run-prompt-tracking" title="" class="hs-featured-image-link"> <img src="https://blog.hubspot.com/hubfs/blogbot/how-often-should-i-run-aeo-prompt-tracking-featured-4952424.webp" alt="marketer deciding how oftern to run aeo prompt tracking" class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"> </a> </div> <p>There’s no single right answer to how ofte

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The DecoderBusiness

Nvidia's open Nemotron 3.5 Transcribe combines transcription, translation, and speaker recognition

Nvidia has released Nemotron 3.5 Transcribe, an open speech recognition model that handles transcription, speaker recognition, and translation and takes its instructions as text prompts. It leads several benchmarks and uses only a sixth of the active parameters of its strongest open rival. Nvidia is also shipping a dataset with more than 800,000 hours of speech, along with tools for fine-tuning. The article Nvidia's open Nemotron 3.5 Transcribe combines transcription, translation, and speaker re

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Hubspot

Profound vs. Peec AI: Which is right for your team?

<div class="hs-featured-image-wrapper"> <a href="https://blog.hubspot.com/marketing/profound-vs-peec-ai" title="" class="hs-featured-image-link"> <img src="https://blog.hubspot.com/hubfs/blogbot/profound-vs-peec-ai-featured-5494630.webp" alt="Profound vs Peec AI comparison illustration showing a profile of a human head with an orange cloud brain and circuit connections on the left, and a magnifying glass examining a small icon on the right, representing two different AI approaches against a dark

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