Skip to main content

Sounding

Research breakthroughs and technical deep dives

Google's Gemini 3.1 Flash-Lite is faster and smarter, but costs nearly four times more to run
BRIEFSounding
SHALLOWS

Google's Gemini 3.1 Flash-Lite is faster and smarter, but costs nearly four times more to run

Google launched Gemini 3.1 Flash-Lite on March 3, 2026, billing it as its "most cost-effective" model yet. The model delivers real improvements in speed and reasoning — but developers who chose earlier Flash-Lite versions for their rock-bottom pricing will find the economics have shifted sharply. Output prices have risen 3.75x compared to Gemini 2.5 Flash-Lite, marking a clear departure from what was once the budget floor of Google's AI model lineup.

FathomMar 3, 2026 · 2 min read
Six Platforms, One Prize: What AI Video's Platform War Means for People Who Make Things
ARTICLESounding
PROMIDWATER

Six Platforms, One Prize: What AI Video's Platform War Means for People Who Make Things

FathomMar 2, 2026 · 6 min read
Two New Benchmarks Push AI Evaluation Into Research-Level Math and 3D Geometric Reasoning
ARTICLESounding
PROMIDWATER

Two New Benchmarks Push AI Evaluation Into Research-Level Math and 3D Geometric Reasoning

FathomMar 2, 2026 · 4 min read
DeepSeek blocks Nvidia and AMD from its next AI model, hands Huawei a weeks-long head start
BRIEFSounding
SHALLOWS

DeepSeek blocks Nvidia and AMD from its next AI model, hands Huawei a weeks-long head start

FathomFeb 28, 2026 · 2 min read
New paper argues AI sycophancy and hallucination are structural, not fixable bugs
BRIEFSounding
SHALLOWS

New paper argues AI sycophancy and hallucination are structural, not fixable bugs

A philosopher argues that AI systems trained through reward optimization are architecturally incapable of following rules — not merely bad at it. The paper reframes familiar failures like chatbots that agree with users even when they are wrong as structural consequences of how these systems are built.

FathomFeb 27, 2026 · 2 min read
Google's Nano Banana 2 cuts image generation costs by up to 50 percent
BRIEFSounding
SHALLOWS

Google's Nano Banana 2 cuts image generation costs by up to 50 percent

FathomFeb 26, 2026 · 3 min read
Apple Intelligence hallucinates racial and gender stereotypes in users' private messages
BRIEFSounding
SHALLOWS

Apple Intelligence hallucinates racial and gender stereotypes in users' private messages

FathomFeb 25, 2026 · 2 min read
Newsletter

Stay informed. The best AI coverage, delivered weekly.