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Google DeepMind Introduces CodeMender: A New AI Agent that Uses Gemini Deep Think to Automatically Patch Critical Software Vulnerabilities
ByRicardoWhat if an AI agent may localize a root trigger, show a candidate repair by way of automated evaluation and testing, and proactively rewrite associated code to remove your entire vulnerability class—then open an upstream patch for evaluate? Google DeepThoughts introduces CodeMender, an AI agent that generates, validates, and upstreams fixes for real-world vulnerabilities utilizing…
How to Build an Agentic Voice AI Assistant that Understands, Reasons, Plans, and Responds through Autonomous Multi-Step Intelligence
ByRicardoIn this tutorial, we discover how to construct an Agentic Voice AI Assistant able to understanding, reasoning, and responding through pure speech in actual time. We start by organising a self-contained voice intelligence pipeline that integrates speech recognition, intent detection, multi-step reasoning, and text-to-speech synthesis. Along the best way, we design an agent that listens…
How to Design a Fully Functional Enterprise AI Assistant with Retrieval Augmentation and Policy Guardrails Using Open Source AI Models
ByRicardoIn this tutorial, we discover how we will construct a compact but highly effective Enterprise AI assistant that runs effortlessly on Colab. We begin by integrating retrieval-augmented era (RAG) utilizing FAISS for doc retrieval and FLAN-T5 for textual content era, each absolutely open-source and free. As we progress, we embed enterprise insurance policies similar to…
An Implementation of a Comprehensive Empirical Framework for Benchmarking Reasoning Strategies in Modern Agentic AI Systems
ByRicardoIn this tutorial, we dive deep into how we systematically benchmark agentic elements by evaluating a number of reasoning methods throughout numerous duties. We discover how completely different architectures, reminiscent of Direct, Chain-of-Thought, ReAct, and Reflexion, behave when confronted with issues of growing issue, and we quantify their accuracy, effectivity, latency, and tool-usage patterns. By…
