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Como Construir um Fluxo de Trabalho Baseado em Engenharia de Prompt e Automa'o
16+ min ago (400+ words) A verdade nua e crua sobre a Intelig'ncia Artificial generativa em 2026 " que a maioria das pessoas ainda a utiliza como um "Google gourmet". Elas fazem perguntas simples, recebem respostas gen"ricas e acreditam que atingiram o teto da produtividade. Mas…...
PSCA Achieves Global Recognition In AI Management
27+ min ago (51+ words) Punjab Safe Cities Authority (PSCA) has achieved the internationally recognised ISO/IEC 42001: 2023 Artificial Intelligence Management System Certification, becoming Pakistan's first public sector institution to secure the global certification in AI governance and management. According to a spokespe. ....
High-Value If, Low-Value Foreach and the Engineering Logic Behind Reliable AI Agents | Hacker Noon
25+ min ago (180+ words) This article presents a detailed framework for designing reliable AI agent systems around the separation between stochastic judgment and deterministic execution. Rather than treating LLMs as universal executors, it argues that models should only appear at "high-value ifs" " decision points…...
Multilingual Pal Application Earns a 38. 24 Proof of Usefulness Score by Building an AI-Powered Personal Language Tutor | Hacker Noon
26+ min ago (150+ words) This interview explores Multilingual Pal, an AI-powered language learning app that combines conversational tutoring, offline study support, and real-world photo and document translation. The piece focuses on the product's early-stage positioning, technical stack, and ambition to bridge the gap between…...
Why Enterprise Teams Are Struggling With the Operational Cost of AI-Generated Code | Hacker Noon
25+ min ago (782+ words) Social media influencers claim AI agents have made traditional coding obsolete, but enterprise data reveals a different story. Unsupervised AI code generation is causing an explosion in code duplication, massive architectural technical debt, and a severe drop in application security....
This 2-Step LLM Gate Pattern Makes RAG Systems Faster and Cheaper | Hacker Noon
25+ min ago (612+ words) This article argues that most Retrieval-Augmented Generation pipelines waste latency and compute by blindly triggering semantic search for every query, regardless of intent. It introduces a lightweight "2-Step Gate Pattern" in which a small routing agent first determines whether retrieval…...
Git Hub for Beginners: Getting started with Git and Git Hub in VS Code
27+ min ago (1748+ words) Learn about artificial intelligence and machine learning across the Git Hub ecosystem and the wider industry. Learn how to build with generative AI. Change how you work with Git Hub Copilot. Everything developers need to know about LLMs. Machine learning…...
Fragmented enterprise data remains critical AI blocker
30+ min ago (335+ words) UPDATED 11: 57 EDT / MAY 25 2026 As organizations push to convert AI ambition into defensible business results, many are discovering that infrastructure alone is not enough. Instead, the real challenge lies in reconciling decades of fragmented enterprise data into actionable intelligence. "[Resolving the…...
MADCAP: Building a Multi-Agent Debate CLI That Argues With Itself So You Don't Have To
38+ min ago (1485+ words) MADCAP (Multi-Agent Debate with a Critic-And-Profile loop). A toy project exploring structured multi-agent debate between LLMs; with an information bottleneck, a memoryless critic and a cross-round profiling loop. Fair warning: this is a work-in-progress. Changes get pushed to the repo…...
I asked three AI models the same API question. Only one had it right.
1+ hour, 15+ min ago (491+ words) One Tuesday I wasted two hours chasing a Bitrix24 (it's ERP/CRM platform) API method that doesn't exist. The model I asked described it like it was right there in the docs - full description, code example, confident tone. The method was…...