MiniMax's new M3.1 Flash beats DeepSeek and Opus 5 on a key business benchmark at lower cost — but with a high hallucination rate

In other words, when M3.1 Flash failed to provide a correct answer, it overwhelmingly chose to give an incorrect one rather ...

MiniMax M3.1 Flash Launched With 200 Trillion Tokens of Proof. The Name Came Second.

The most effective way to launch a foundation model in 2026 is no longer a splashy press release or a coordinated social media campaign. Instead, it is the quiet, high-volume stress test of an ...
Unite.AI

Inception Releases Mercury 3, Its Flagship Diffusion LLM

Inception introduced Mercury 3 on October 19, 2026, describing the model as the most capable diffusion-based large language ...
Unite.AI

What Is Differential Privacy? Protecting Personal Data in Machine Learning

Differential privacy is a mathematical framework that limits how much an algorithm's output can change when any one person's ...
Leadership

3 YEARS AFTER: High Input Costs, Insecurity Undercut Federal Govt’s Food Emergency Interventions

Three years after President Bola Tinubu declared a state of emergency on food security, rising agricultural input costs, ...
MarkTechPost

TinyFish Makes Search Free: What It Really Costs an AI Agent to Read the Web

TinyFish made Search and Fetch free. We break down AI agent token costs, context limits and benchmark results.
Tax Guru

GST Refund Cannot Be Denied Merely Because Principal Input and Output Have Same Tax Rate: P&H HC

GST Refund Cannot Be Denied Merely Because Principal Input and Output Attract Same Tax Rate: Punjab & Haryana HC ...

[kintone Utilization] How separating "input" and "output" in quote management stopped data from disappearing

Hello. In the kintone companion log by Toko-san and Tomo-san, we share useful information for staff at small and medium-sized ...

Turning AI questions into tools you use repeatedly. The 'Input, Output, and Storage' of a meal planning app

You can consult with AI. But you find yourself explaining the same conditions every time and copying the returned answers to ...

European oil refineries’ margins collapse as input costs soar

As a result, refinery margins in north-west Europe tumbled from $54 a barrel at the beginning of September to as low as minus ...
Nature

Input-Output Analysis in Environmental Economics

Input-Output Analysis in Environmental Economics provides a systematic framework to quantify the linkages between economic activities and environmental outcomes. Originally developed to trace ...