Devin Was Never Ready for the Enterprise. Cognition’s V3 Architecture Changes That.
Cloud-sandboxed autonomy, zero-retention guarantees, SOC 2 compliance, VPC deployments, and the Windsurf acquisition that redrew the…Continue reading on Towards AI »
Cloud-sandboxed autonomy, zero-retention guarantees, SOC 2 compliance, VPC deployments, and the Windsurf acquisition that redrew the…Continue reading on Towards AI »
In the world of voice AI, the difference between a helpful assistant and an awkward interaction is measured in milliseconds. While text-based Retrieval-Augmented Generation (RAG) systems can afford a few seconds of ‘thinking’ time, voice agents must respond within a 200ms budget to maintain a natural conversational flow. Standard production vector database queries typically add […]
The post Salesforce AI Research Releases VoiceAgentRAG: A Dual-Agent Memory Router that Cuts Voice RAG Retrieval Latency by 316x appeared first on MarkTechPost.
I’ve never fixed a production agent by upgrading the model. Not once. Every fix came from changing what the model saw.Continue reading on Towards AI »
In the development of autonomous agents, the technical bottleneck is shifting from model reasoning to the execution environment. While Large Language Models (LLMs) can generate code and multi-step plans, providing a functional and isolated environment for that code to run remains a significant infrastructure challenge. Agent-Infra’s Sandbox, an open-source project, addresses this by providing an […]
The post Agent-Infra Releases AIO Sandbox: An All-in-One Runtime for AI Agents with Browser, Shell, Shared Filesystem, and MCP appeared first on MarkTechPost.
A team of researchers associated with Amazon has released A-Evolve, a universal infrastructure designed to automate the development of autonomous AI agents. The framework aims to replace the ‘manual harness engineering’ that currently defines agent development with a systematic, automated evolution process. The project is being described as a potential ‘PyTorch moment’ for agentic AI. […]
The post Meet A-Evolve: The PyTorch Moment For Agentic AI Systems Replacing Manual Tuning With Automated State Mutation And Self-Correction appeared first on MarkTechPost.
Master the core ideas behind AI without getting lostContinue reading on Towards AI »
In the current AI landscape, the ‘context window’ has become a blunt instrument. We’ve been told that if we simply expand the memory of a frontier model, the retrieval problem disappears. But as any AI professionals building RAG (Retrieval-Augmented Generation) systems knows, stuffing a million tokens into a prompt often leads to higher latency, astronomical […]
The post Chroma Releases Context-1: A 20B Agentic Search Model for Multi-Hop Retrieval, Context Management, and Scalable Synthetic Task Generation appeared first on MarkTechPost.
How to intercept, control, and extend AI agents without touching the logic that actually mattersContinue reading on Towards AI »
The $570K Paradox: What Anthropic’s Most Controversial Job Posting Reveals About the True State of AIWhy the company predicting the death of software engineers is also its most aggressive recruiter — and what that tension tells us about where the indus…
MiniMax M2.7 didn’t just score on the PhD benchmarks, it prepared for it, alone, over 100 iterations. Here’s why that changes everything.By Shashwata Bhattacharjee | March 2026 | AI Architecture & Systems“All LLM frontier labs will do this. It’s th…