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A Coding Guide to Build a Hierarchical Supervisor Agent Framework with CrewAI and Google Gemini for Coordinated Multi-Agent Workflows
11+ mon, 1+ week ago (728+ words) In this tutorial, we walk you through the design and implementation of an advanced Supervisor Agent Framework using CrewAI with Google Gemini model. We set up specialized agents, including researchers, analysts, writers, and reviewers, and bring them under a supervisor…...
Building an Advanced Convolutional Neural Network with Attention for DNA Sequence Classification and Interpretability
11+ mon, 3+ week ago (419+ words) In this tutorial, we take a hands-on approach to building an advanced convolutional neural network for DNA sequence classification. We focus on simulating real biological tasks, such as promoter prediction, splice site detection, and regulatory element identification. By combining one-hot…...
MBZUAI Researchers Introduce PAN: A General World Model For Interactable Long Horizon Simulation
9+ mon, 3+ week ago (428+ words) Most text to video models generate a single clip from a prompt and then stop. They do not keep an internal world state that persists as actions arrive over time. PAN, a new model from MBZUAI’s Institute of Foundation Models,…...
Best AI Agents for Software Development Ranked: A Benchmark-Driven Look at the Current Field
3+ mon, 4+ week ago (1678+ words) Before the listing, an important calibration on the numbers — because one major benchmark shift happened mid-cycle and is not yet reflected in most tool comparison articles. SWE-bench Verified has been the industry’s standard coding benchmark since mid-2024. It presents agents…...
Best Authentication Platforms for AI Agents and MCP Servers in 2026
3+ mon, 2+ week ago (1420+ words) That growth has made authentication the central unsolved problem of the agentic stack. When AI agents do nothing but answer questions, auth is a conversation-level concern. When they read emails, update CRMs, write to databases, and call external APIs autonomously,…...
Meta AI Proposes 'Metacognitive Reuse': Turning LLM Chains-of-Thought into a Procedural Handbook that Cuts Tokens by 46%
11+ mon, 3+ week ago (774+ words) Meta researchers introduced a method that compresses repeated reasoning patterns into short, named procedures—“behaviors”—and then conditions models to use them at inference or distills them via fine-tuning. The result: up to 46% fewer reasoning tokens on MATH while matching…...
Nous Research Releases Contrastive Neuron Attribution (CNA): Sparse MLP Circuit Steering Without SAE Training or Weight Modification
3+ mon, 2+ week ago (862+ words) CNA requires only forward passes — no gradients, no auxiliary training, no iterative search. You define two sets of prompts: You run all prompts through the model. At each MLP layer, the method records down projection activations at the last token…...
Andrej Karpathy Releases 'nanochat': A Minimal, End-to-End ChatGPT-Style Pipeline You Can Train in ~4 Hours for ~$100
10+ mon, 4+ week ago (160+ words) Andrej Karpathy has open-sourced nanochat, a compact, dependency-light codebase that implements a full ChatGPT-style stack—from tokenizer training to web UI inference—aimed at reproducible, hackable LLM training on a single multi-GPU node. After pretraining, mid-training adapts the base model…...
Mistral AI Releases Shieldstral 1.0 3B: An Open-Weights Policy-Adaptive Multimodal Safety Classifier Matching Models 7× Its Size
1+ mon, 4+ day ago (799+ words) Mistral AI has released Shieldstral 1.0 3B, an open-weights, policy-adaptive multimodal safety classifier that frames content moderation as a single yes/no question instead of a fixed harm taxonomy. Operators supply the policy as a plain-language query at inference time and get…...
A Coding Implementation to Design a Stateful Tutor Agent with Long-Term Memory, Semantic Recall, and Adaptive Practice Generation
6+ mon, 3+ week ago (207+ words) We set up the execution environment and import all required libraries for building a stateful agent. We also define core paths and utility functions for time handling and database connections. It establishes the foundational infrastructure that the rest of the…...