Most LLM agents work well for small tool-calling loops, but they start to break down when the task becomes multi-step, stateful, and artifact-heavy. langchen’s deep agent Designed for that difference. …
Runtime
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Generative AI
Building Next Generation Agent AI: A Complete Framework for Cognitive Blueprint Driven Runtime Agents with Memory Tools and Verification
In this tutorial, we build a complete cognitive blueprint and runtime agent framework. We define structured blueprints for recognition, targeting, planning, memory, validation, and device access, and use them to …
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Author(s): Shreyash Shukla Originally published on Towards AI. Image Source: Google Gemini “Floating Brain” Problem In our previous articles, we discussed how to give the agent knowledge (graphs), vision (shapes), …
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AI Tools
NVIDIA AI Releases VibeTensor: An AI-generated Deep Learning Runtime Programmatically Built End-to-End by Coding Agents
NVIDIA has released VIBETENSOR, an open-source research system software stack for deep learning. VIBETENSOR is generated by LLM-driven coding agents under high-level human guidance. The system asks a concrete question: …
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GitHub has open sourced the internal agent runtime that powers the GitHub Copilot CLI and exposes it as a programmable SDK. GitHub copilot-sdkNow in Technical Preview, lets you embed the …
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AI Tools
A coding implementation for building a self-testing agent AI system and enforcing security at runtime using Strands for Red Team tool-using agents
In this tutorial, we build an advanced red-team assessment harness using strands agent Stress-testing tool-using AI systems against quick-injection and tool-misuse attacks. We approach agent protection as a first-order engineering …
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Machine Learning
Bi-directional streaming for real-time agent interactions now available in Amazon Bedrock AgentCore Runtime
Building natural voice conversations with AI agents requires complex infrastructure and a lot of code from engineering teams. Text-based agent interactions follow a turn-based pattern: a user sends a complete …