When the Model Is Confident and Wrong: A Practitioner Guide to LLM Output Reliability

The model learns that hedging is a signal of lower-quality output. This creates a systematic bias toward sounding certain.
ADTmag

Project Valhalla Targets JDK 28 as Java SE Expert Group Begins Work

The Java Community Process formally launches development of Java SE 28, with Project Valhalla once again positioned as the release's most closely watched feature.
PCMag

Google's Gemini AI Can Do a Lot, But Here Are 15 Features You'll Actually Use

Gemini can answer prompts, generate images and video, and integrate with other Google apps and services. Here are the ...
Computerworld

Industry

Nextcloud CEO: Open source moves from 'a nerdy audience' to the geopolitical stage Frank Karlitschek, head of the German software vendor, talked about the company’s decision to help develop the ...
OSTechNix

Nmap Commands Explained: The Complete Guide to Network Scanning

Learn essential Nmap commands for network scanning, port discovery, and OS detection. Complete guide with examples and a ...
GitHub

Communication infrastructure for the AI era — one binary, one broker, one storage layer, any protocol

⚠️ Development Status RobustMQ is in early development and not yet production-ready. MQTT core is stable and continuing to mature. Kafka, NATS, and AMQP are under active development. Production ...