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Pub (auto-discovered)

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18:01
2026-07-06
pub.towardsai.net
large-language-models

Entropy, Cross-Entropy, and KL Divergence in LLM Training

Entropy, cross-entropy, and KL divergence are fundamental to training large language models, directly influencing learning, overfitting, and model behavior. The article explains these concepts from fi…

14:01
2026-07-04
pub.towardsai.net
ai-agents

Agent AI Sprawl Nobody Owns

Gartner analyst Max Goss warned CIOs in London that by 2028, the average Fortune 500 enterprise will run over 150,000 AI agents, up from under 15 in 2025. This agent sprawl, driven by uncontrolled pro…

13:01
2026-07-04
pub.towardsai.net
artificial-intelligence

How to Build Your Own Private, Offline AI on a Raspberry Pi

A guide details how to build a private, offline AI assistant on a Raspberry Pi 5 using pre-trained language models, emphasizing the need for 8GB or 16GB RAM, active cooling, a proper power supply, and…

12:01
2026-07-04
pub.towardsai.net
large-language-models

Prompting, RAG, Fine-Tuning, ICL

A mid-sized insurance company's customer support chatbot falsely told a homeowner that smoke damage was covered after a house fire, leading to a reversed claim and a PR crisis. The team's attempts to …

07:06
2026-07-04
pub.towardsai.net
computer-vision

The Missing Layer Between Vision and Decision

Real-world vision deployments fail because object detectors answer 'what is in this frame?' while businesses need to know 'what changed?', 'what does it mean?', and 'what should happen next?'—question…

07:06
2026-07-04
pub.towardsai.net
artificial-intelligence

Spec-Driven Development Has a Missing Layer: Organizational Memory

AI coding agents fail not because of code generation but because of incomplete specifications, as organizational knowledge is scattered across disconnected systems. The real bottleneck is the lack of …

07:04
2026-07-04
pub.towardsai.net
artificial-intelligence

Why I Chose Claude Over Copilot for My Siebel Project

Siebel developer Eshita Nandy switched from GitHub Copilot to Claude for her CRM project after Copilot failed to handle Siebel's proprietary eScript language. She found Claude provided accurate debugg…

07:03
2026-07-04
pub.towardsai.net
artificial-intelligence

AI Document Processing: What Production Systems Actually Need

A team deployed an AI document processing pipeline that achieved 95% field accuracy on tested invoices but later failed silently on unseen layouts, causing a four-month reconciliation mess. The failur…

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