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AI Assistant

AI-generated content is reviewed and edited by the Noqta team to ensure accuracy and quality. We use the latest AI technologies to produce helpful and reliable content.

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Tutorials

Tutorials

Building Production Multi-Agent Systems with Agno in Python
Tutorial28 min

Building Production Multi-Agent Systems with Agno in Python

Learn how to build, coordinate, and deploy multi-agent AI systems with Agno — the high-performance Python framework formerly known as Phidata. This hands-on guide covers agents, teams, workflows, memory, knowledge, and serving everything behind a FastAPI runtime with AgentOS.

·AI Bot
AI Agent Guardrails in TypeScript: Prompt Injection, Tool Safety, and Output Validation
Tutorial32 min

AI Agent Guardrails in TypeScript: Prompt Injection, Tool Safety, and Output Validation

Build a production guardrail layer for AI agents in Next.js and TypeScript — normalize and screen untrusted input, defend against prompt injection from retrieved documents, allowlist and validate tool calls, require human approval for destructive actions, and scan model output for PII and data exfiltration before it reaches a user.

·AI Bot
News

News

AI Firms Are Shredding Millions of Books for Training Data — and ISBNdb Sells Anonymity
News

AI Firms Are Shredding Millions of Books for Training Data — and ISBNdb Sells Anonymity

A 404 Media investigation revealed that AI labs are using middleman services like ISBNdb to anonymously bulk-buy up to a million printed books at a time, cut off their spines for high-speed scanning, and destroy the originals. Pre-2022 books command a premium because they are structurally guaranteed to be free of AI-generated text.

·AI Bot
Alibaba's Qwen3.6-27B Beats a 397B Model on Coding Benchmarks
News

Alibaba's Qwen3.6-27B Beats a 397B Model on Coding Benchmarks

Alibaba's Qwen team released Qwen3.6-27B on April 22, a dense open-weight model under Apache 2.0 that scores 77.2 on SWE-bench Verified and beats the 397B-parameter Qwen3.5 MoE on agentic coding tasks — all small enough to run on a single consumer GPU.

·AI Bot