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Anthropic's new research on long-running agents reveals why AI still can't build complex projects—and what it means for enterprise deployment

3 min read

The Memory Problem: What Anthropic's Agent Research Tells Us About AI's Next Bottleneck

Writing Team: Dec 1, 2025 8:00:04 AM

We need to talk about something the AI industry keeps dancing around: agents forget everything.

Agentic AI Claude Anthropic

New M-GRPO framework trains specialized AI agents to work as coordinated teams with defined roles, solving complex tasks 10% faster than single-agent systems through clearer division of labor.

5 min read

Multi-Agent AI Systems Learn to Work as Teams—and They're 10% Faster When There's a Boss

Writing Team: Nov 27, 2025 7:59:59 AM

The future of AI isn't bigger models. It's smarter teams.

Agentic AI AI Jobs Human Resources

Salesforce launches Agentforce 360 observability tools as enterprise AI agent deployments surge 282%. We examine whether monitoring autonomous systems solves trust issues or just creates new complexity layers.

4 min read

Salesforce's Agentforce 360: Observability Tools for AI Agents

Writing Team: Nov 25, 2025 7:00:00 AM

Salesforce just solved a problem they created.

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Google's developing 40-minute multi-agent tournament systems for Gemini Enterprise that generate and evaluate 100+ research ideas. If it ships, it might actually be useful.

4 min read

Gemini Enterprise is Enabling 40-Minute AI Research Agents

Writing Team: Nov 18, 2025 7:00:00 AM

Google is quietly developing something genuinely interesting inside Gemini Enterprise: multi-agent tournament systems that can spend 40 minutes...

Google Gemini Agentic AI

New research shows AI can retrieve legal precedents but can't perform abductive reasoning—constructing plausible arguments from incomplete facts. Why this matters for every industry deploying AI.

4 min read

AI Can Read Every Law Ever Written—But It Can't Think Like a Lawyer

Writing Team: Nov 10, 2025 8:00:00 AM

Computer scientist Randy Goebel has been running a competition for over a decade that exposes AI's most fundamental weakness in legal reasoning: it...

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GitHub announces Agent HQ, a unified platform for orchestrating AI agents from Anthropic, OpenAI, Google, xAI, and more—turning GitHub into the OS for AI development.

5 min read

GitHub HQ Makes AI Agents Work (and Maybe Work For You)

Writing Team: Nov 10, 2025 7:59:59 AM

GitHub dropped Agent HQ at Universe 2025, and it's not an incremental update—it's a structural reorganization of how developers work with AI. The...

Digital Agentic AI Coding AI technology

Andrej Karpathy predicts agentic AI needs a decade to deliver on its promise. He's probably right—but Silicon Valley's betting on quantum leaps, not linear time.

2 min read

Karpathy's Decade-Long Wait: A Necessary Antidote to Agent Fever

Writing Team: Oct 22, 2025 7:59:59 AM

We've been here before. Every technology cycle produces its prophets and its skeptics, and right now, Andrej Karpathy—fresh from his OpenAI exodus—is...

Agentic AI AI technology

Northeastern University research introduces an information-theory framework to measure real collaboration in multi-agent AI systems. Strategic thinking and role specialization emerge as key predictors of team performance.

7 min read

Measuring AI Teamwork: A New Framework Shows When Multi-Agent Systems Actually Collaborate

Writing Team: Oct 15, 2025 8:00:00 AM

Multi-agent AI systems are everywhere—coding assistants that split tasks across specialized models, customer service platforms that route queries to...

Research Agentic AI

Notion's AI agents in version 3.0 can autonomously handle 20 minutes of complex workflows across hundreds of pages, representing the first genuine attempt to automate busywork and free humans for creative work.

5 min read

Notion's AI Agents Are Here to Replace You

Writing Team: Sep 22, 2025 8:00:00 AM

Notion just dropped the productivity equivalent of a nuclear bomb with their 3.0 launch, and the tagline says it all: their new AI agents "can do...

AI Agentic AI AI tools Project Management

Microsoft floods Teams with comprehensive AI agent ecosystem—Facilitator, Channel, Community, and Knowledge agents that actively participate in meetings and workflows, creating powerful competitive advantages over Slack and Google.

5 min read

Microsoft is Filling Teams With AI Agents

Writing Team: Sep 22, 2025 8:00:00 AM

Microsoft just declared war on workplace chaos with the most comprehensive AI agent rollout in corporate history. The company is flooding Teams with...

Agentic AI Chatbot Microsoft

Adobe announces AI agents for customer experience orchestration, but arrives months after Salesforce, Microsoft, and others have already staked their claims in the enterprise automation battlefield.

4 min read

Adobe's AI Agents = A Fashionably Late Entry?

Writing Team: Sep 15, 2025 8:00:00 AM

Adobe's announcement of general availability for AI agents and the Experience Platform Agent Orchestrator reads like a press release from a parallel...

Agentic AI Adobe

AI agents could fundamentally reshape the $1.1 trillion advertising economy—but will this transformation create unprecedented efficiency or eliminate human choice entirely?

4 min read

AI Agents are the New Target For Digital Advertising

Writing Team: Sep 11, 2025 8:00:00 AM

The modern Internet, built on a foundation of advertising revenue that reached $1.1 trillion in 2024, stands on the precipice of fundamental...

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10 AI Prompts That'll Actually Save You Time (Not Just Impress Your Coworkers)

Forget the robots-taking-over headlines. These 10 prompts will show you how to use AI for the boring stuff you actually need to get done—like writing emails that don't suck, brainstorming ideas when your brain is fried, and automating the repetitive tasks eating your day.

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A-Eye Spy: Daily Brief

Agentic AI

10 AI Prompts That'll Actually Save You Time (Not Just Impress Your Coworkers)