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AI Agents and Frameworks

AutoGPT, BabyAGI, CrewAI, AutoGen, LangChain, LangGraph, LlamaIndex, Semantic Kernel, Devin, OpenDevin, Open Interpreter, AgentGPT, DSPy, Haystack, AI agent, agentic workflow, multi-agent, RAG, retrieval augmented generation, vector database, embeddings, fine-tuning, prompt engineering, LLM, large language model, Agentic, Anthropic

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Anthropic’s Project Deal: Claude AI Agents Close 186 Deals and Reveal Market Asymmetries

Anthropic’s Project Deal: Claude AI Agents Close 186 Deals and Reveal Market Asymmetries

When Anthropic turned its San Francisco office into a live, classified marketplace in December 2025, it wasn’t testing a new website so much as an idea: could autonomous Claude AI agents not only list items but negotiate and close real, multi-turn deals with zero human intervention? The answer, in the company’s “Project Deal” experiment, was a clear yes — and the results point to both exciting efficiencies and uncomfortable new…

Saugata Datta3 min read413
DeepSeek V4: a cheaper, larger LLM that narrows the gap with frontier models

DeepSeek V4: a cheaper, larger LLM that narrows the gap with frontier models

Chinese lab DeepSeek has released preview details for DeepSeek V4, a major update the company says brings its models much closer to so-called frontier systems. The announcement introduces two variants — V4 Flash and V4 Pro — and highlights big increases in scale, a 1 million-token context window, and aggressive pricing that positions the models as lower-cost alternatives to high-end proprietary offerings. While DeepSeek touts strong reasoning and coding results,…

Saugata Datta3 min read377
Comment and Control: How GitHub Comments Became a New Prompt-Injection Threat

Comment and Control: How GitHub Comments Became a New Prompt-Injection Threat

A new class of prompt-injection attacks—dubbed "Comment and Control"—turns GitHub pull requests, issues, and comments into attack surfaces that can hijack AI coding agents and siphon secrets directly from CI/CD environments. Unlike classic prompt injection that waits for a user to feed a document to an agent, this pattern is proactive: opening a PR or posting an issue can automatically trigger an AI agent (via GitHub Actions) and cause it…

Saugata Datta5 min read485
Anthropic’s Mythos and the New Era of AI-Accelerated Cyber Risk

Anthropic’s Mythos and the New Era of AI-Accelerated Cyber Risk

Anthropic’s new Mythos model has crystallized a fear many in security have quietly harbored: advanced, cyber-focused AI can find software flaws faster than people and, in some cases, generate the exact exploits to weaponize them. That capability promises major defensive benefits—accelerating the discovery and remediation of long-hidden vulnerabilities—but it also hands would-be attackers automated, scalable tools that could outpace the ability of organizations to patch and contain damage. Why Mythos…

Saugata Datta4 min read496
Building an AI Coding Tool Stack for Modern Development

Building an AI Coding Tool Stack for Modern Development

The past few years have quietly transformed how software is written. AI-assisted tools are no longer experimental add-ons; they're becoming integral parts of developer workflows. But picking the right combination of models, integrations, and guardrails is more art than science. This article walks through a pragmatic approach to assembling an AI coding tool stack that improves productivity without sacrificing code quality, security, or team cohesion. Why an AI coding stack…

Saugata Datta4 min read544
Inside the Claude Code Leak: What Anthropic’s Accidental Release Reveals

Inside the Claude Code Leak: What Anthropic’s Accidental Release Reveals

Anthropic, the AI company behind the Claude family of agents, suffered an unexpected exposure that rippled across the developer community and the wider AI market. Earlier today, a sizable JavaScript source map file—bundled with a public npm release—made internal implementation details of Claude Code visible to anyone who downloaded it. What began as a packaging mistake quickly became a public forensic exercise: researchers mirrored a half-million-line TypeScript codebase, poring over…

Saugata Datta5 min read420
Arm AGI CPU: Re-centering the CPU for the Agentic AI Era

Arm AGI CPU: Re-centering the CPU for the Agentic AI Era

OpenAI, Google, Meta—these names dominate headlines when we talk about large models and generative AI. But as AI moves from isolated model demos to always-on systems coordinating tasks at global scale, another player is making a decisive move: Arm. On March 24, 2026, Arm unveiled the Arm AGI CPU, a purpose-built silicon offering intended to be the rack-scale foundation for "agentic" AI infrastructures. The announcement is notable not just for…

Saugata Datta5 min read632
AI as Tradecraft: How Threat Actors Operationalize Artificial Intelligence

AI as Tradecraft: How Threat Actors Operationalize Artificial Intelligence

Organizations are facing a subtle but powerful shift: adversaries are not inventing wholly new attacks so much as adopting artificial intelligence to make existing tradecraft faster, cheaper, and more resilient. Microsoft’s threat intelligence and other industry observers show that generative AI is being embedded across the attack lifecycle to accelerate reconnaissance, scale social engineering, and shorten the time between detection and re‑deployment. The result is a landscape where familiar threats…

Saugata Datta4 min read703
Claude Code Channels: The OpenClaw Killer — Anthropic Brings Always‑On Coding to Your Chats

Claude Code Channels: The OpenClaw Killer — Anthropic Brings Always‑On Coding to Your Chats

When a developer wants a quick fix while away from their desk, the options have traditionally been limited: SSH into a server, fire up a remote IDE, or wait until you’re back at your workstation. Anthropic’s new Claude Code Channels changes that pattern by letting Claude Code behave like a persistent, message-driven collaborator you can reach from apps you already use—Telegram and Discord. It’s more than a UI change; it…

Saugata Datta5 min read639
Claude’s New Release — Supercharged Multi‑Agent Code Review for Every PR

Claude’s New Release — Supercharged Multi‑Agent Code Review for Every PR

Good code review is getting harder as teams ship more code. Claude’s new release brings a deeper, multi-agent review system to Claude Code so every pull request can get a careful read. The goal is simple: surface the bugs and edge cases that quick skims miss, while leaving the final approval to human reviewers. What this release is This new release introduces Code Review in research preview for Team and…

Saugata Datta3 min read735
China’s OpenClaw Gold Rush: How a Viral AI Agent Spawned a New Service Economy

China’s OpenClaw Gold Rush: How a Viral AI Agent Spawned a New Service Economy

China has seen a rapid, real-world surge of interest in OpenClaw — an open-source AI agent that can run autonomously on personal devices — and that surge has produced a small but booming service economy of installers, preconfigured devices, and paid support. This post summarizes reported facts about how OpenClaw spread, who is profiting, what services are being offered, and the security and policy responses that have followed. What OpenClaw…

Saugata Datta4 min read757
Microsoft Copilot Cowork: Automating Multi-Step Workflows Inside Microsoft 365

Microsoft Copilot Cowork: Automating Multi-Step Workflows Inside Microsoft 365

Microsoft announced Copilot Cowork as a new Copilot capability for Microsoft 365 that moves beyond single-response assistance to plan-and-execute workflows across Microsoft 365 apps and files. Cowork converts a user’s intent into a structured plan, runs the plan across supported apps and data sources, and surfaces checkpoints that require user confirmation before applying changes. The feature is positioned to operate within existing Microsoft 365 security and governance controls and is…

Saugata Datta3 min read637
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