The best Christmas gift ideas everyone on your 2025 holiday shopping list will love

This time of year has a lot of merry and bright things to be excited about, but it can be stressful if you’re stumped on what to get your mom, dad, best friend, coworker or kids’ teacher as a holi [...]

Monitoring LLM behavior: Drift, retries, and refusal patterns

The stochastic challengeTraditional software is predictable: Input A plus function B always equals output C. This determinism allows engineers to develop robust tests. On the other hand, generative AI [...]

How I Get Free Traffic from ChatGPT in 2025 (AIO vs SEO)

Three weeks ago, I tested something that completely changed how I think about organic traffic. I opened ChatGPT and asked a simple question: "What's the best course on building SaaS with Wor [...]

Pixel Watch 4 hands-on: A long, thoughtful list of improvements

Most people don’t think of Google when they think about smartwatch makers, but the latest Pixel Watch might change that. A surprising number of updates are coming to the Pixel Watch 4, and I was imp [...]

The AI compute gap: Enterprises are buying infrastructure faster than they can measure what it costs

Across 107 enterprises, AI infrastructure spending is accelerating well ahead of the ability to see or steer its economics. Most organizations run their AI on a familiar base of hyperscalers and model [...]

Scale AI launches Voice Showdown, the first real-world benchmark for voice AI — and the results are humbling for some top models

Voice AI is moving faster than the tools we use to measure it. Every major AI lab — OpenAI, Google DeepMind, Anthropic, xAI — is racing to ship voice models capable of natural, real-time conversat [...]

The best Christmas gifts to give everyone on your 2025 holiday shopping list

This time of year has a lot of merry and bright things to be excited about, but it can be stressful if you’re stumped on what to get your mom, dad, best friend, coworker or kids’ teacher as a holi [...]

OpenAI's GPT-5.6 Sol autonomously post-trained the smaller Luna model with a "fairly underspecified prompt"

According to OpenAI, GPT-5.6 Sol independently fine-tuned the smaller Luna model, triggered by a single "fairly under-specified prompt." In OpenAI's internal RSI benchmark for recursive [...]

Using AI Hallucinations to Evaluate Image Realism

New research from Russia proposes an unconventional method to detect unrealistic AI-generated images – not by improving the accuracy of large vision-language models (LVLMs), but by intentionally lev [...]