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A Coding Implementation to Build a Self-Testing Agentic AI System Using Strands to Red-Team Tool-Using Agents and Enforce Safety at Runtime MarkTechPost

A Coding Implementation to Build a Self-Testing Agentic AI System Using Strands to Red-Team Tool-Using Agents and Enforce Safety at RuntimeMarkTechPost In this tutorial, we build an advanced red-team evaluation harness using Strands Agents to stress-test a tool-using AI system against prompt-injection and tool-misuse attacks. We treat agent safety as a first-class engineering problem by orchestrating multiple agents that generate adversarial prompts, execute them against a guarded target agent, and judge the responses with structured evaluation
The post A Coding Implementation to Build a Self-Testing Agentic AI System Using Strands to Red-Team Tool-Using Agents and Enforce Safety at Runtime appeared first on MarkTechPost.

 In this tutorial, we build an advanced red-team evaluation harness using Strands Agents to stress-test a tool-using AI system against prompt-injection and tool-misuse attacks. We treat agent safety as a first-class engineering problem by orchestrating multiple agents that generate adversarial prompts, execute them against a guarded target agent, and judge the responses with structured evaluation
The post A Coding Implementation to Build a Self-Testing Agentic AI System Using Strands to Red-Team Tool-Using Agents and Enforce Safety at Runtime appeared first on MarkTechPost. Read More  

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Recursive Language Models (RLMs): From MIT’s Blueprint to Prime Intellect’s RLMEnv for Long Horizon LLM Agents MarkTechPost

Recursive Language Models (RLMs): From MIT’s Blueprint to Prime Intellect’s RLMEnv for Long Horizon LLM Agents MarkTechPost

Recursive Language Models (RLMs): From MIT’s Blueprint to Prime Intellect’s RLMEnv for Long Horizon LLM AgentsMarkTechPost Recursive Language Models aim to break the usual trade off between context length, accuracy and cost in large language models. Instead of forcing a model to read a giant prompt in one pass, RLMs treat the prompt as an external environment and let the model decide how to inspect it with code, then recursively call
The post Recursive Language Models (RLMs): From MIT’s Blueprint to Prime Intellect’s RLMEnv for Long Horizon LLM Agents appeared first on MarkTechPost.

 Recursive Language Models aim to break the usual trade off between context length, accuracy and cost in large language models. Instead of forcing a model to read a giant prompt in one pass, RLMs treat the prompt as an external environment and let the model decide how to inspect it with code, then recursively call
The post Recursive Language Models (RLMs): From MIT’s Blueprint to Prime Intellect’s RLMEnv for Long Horizon LLM Agents appeared first on MarkTechPost. Read More  

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The ROI Problem in Attack Surface Management The Hacker Newsinfo@thehackernews.com (The Hacker News)

Attack Surface Management (ASM) tools promise reduced risk. What they usually deliver is more information.  Security teams deploy ASM, asset inventories grow, alerts start flowing, and dashboards fill up. There is visible activity and measurable output. But when leadership asks a simple question, “Is this reducing incidents?” the answer is often unclear.  This gap between […]

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The Real Challenge in Data Storytelling: Getting Buy-In for Simplicity Towards Data Science

The Real Challenge in Data Storytelling: Getting Buy-In for SimplicityTowards Data Science What happens when your clear dashboard meets stakeholders who want everything on one screen
The post The Real Challenge in Data Storytelling: Getting Buy-In for Simplicity appeared first on Towards Data Science.

 What happens when your clear dashboard meets stakeholders who want everything on one screen
The post The Real Challenge in Data Storytelling: Getting Buy-In for Simplicity appeared first on Towards Data Science. Read More  

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Off-Beat Careers That Are the Future Of Data Towards Data Science

Off-Beat Careers That Are the Future Of DataTowards Data Science The unconventional career paths you need to explore
The post Off-Beat Careers That Are the Future Of Data appeared first on Towards Data Science.

 The unconventional career paths you need to explore
The post Off-Beat Careers That Are the Future Of Data appeared first on Towards Data Science. Read More