In this tutorial, we demonstrate how we simulate a privacy-preserving fraud detection system using federated learning without relying on heavyweight frameworks or complex infrastructure. We build a clean, CPU-friendly setup …
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How to build a robust multi-agent pipeline using CAMEL with planning, web-augmented logic, criticality, and persistent memory
In this tutorial, we create an advanced, end-to-end multi-agent research workflow using Camel framework. We create a coordinated society of agents, planners, researchers, writers, critics and finalists who collaboratively transform …
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Last updated on December 29, 2025 by Editorial Team Author(s): Rashmi Originally published on Towards AI. Static Diffusion Project Implementation the stable spread is a Text-to-Image Generative AI Model Which …
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Author(s): Ayyub Nainiya Originally published on Towards AI. RAG is not a recovery problem, it is a system design problem. The sooner you start treating it as one, the sooner …
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From Gemma 3 270M to FunctionGemma, how Google AI created a compact function calling expert for edge workloads
Google has released FunctionGemma, a special version of the Gemma 3 270M model, trained specifically for function calling and designed to run as an edge agent that maps natural language …
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A coding implementation on building self-organized Zettelkasten knowledge graphs and sleep-consolidation mechanisms
In this tutorial, we dive into the cutting edge of agentic AI by building a “Zettelkasten” memory system, a “living” architecture that organizes information like the human brain. We go …
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Minimax releases M2.1: an enhanced M2 version with features like multi-coding language support, API integration, and better tools for structured coding
Just a few months after releasing M2 – a fast, low-cost model designed for agents and code – Minimax has introduced an improved version: Minimax M2.1, The M2 is already …
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A coding guide to building an autonomous multi-agent logistics system with route planning, dynamic auctions, and real-time visualization using graph-based simulation
In this tutorial, we create an advanced, fully autonomous logistics simulation in which multiple smart delivery trucks operate within a dynamic city-wide road network. We design the system so that …