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Enrolled-Agent Exam Prep For Tax Pros: Start With Real Client Questions

Enrolled-Agent Exam Prep For Tax Pros: Start With Real Client Questions

A proposed exam-prep app would turn working tax preparers’ client questions into cited explanations and SEE-style practice questions.
Gemini 4 Carbon’s AI Model Ranking: The Number One Result And Its Limits

Gemini 4 Carbon’s AI Model Ranking: The Number One Result And Its Limits

Gemini 4 Carbon tops Artificial Analysis’s v5 index with 59 points, but loses five of nine tests and is not yet publicly available.
Why Microsoft And Alphabet Inspired Opposite Reactions In The Market

Why Microsoft And Alphabet Inspired Opposite Reactions In The Market

Microsoft shares rose after results while Alphabet fell, as investors weighed cash flow, earnings and spending against rapid cloud growth.
What Leaked Agent Logs Can Expose About AI Systems

What Leaked Agent Logs Can Expose About AI Systems

Three October incidents show how AI tool sessions, agent traces and hidden reasoning can expose sensitive data. The scale and full impact remain unclear.
Inside Genie 4: How Its Walkable Worlds Work And Where They Fall Short

Inside Genie 4: How Its Walkable Worlds Work And Where They Fall Short

Google DeepMind’s Genie 4 generates interactive, sound-enabled worlds, but access is limited and scenes can drift after a few minutes.
How To Audit Every Action Taken By An AI Agent

How To Audit Every Action Taken By An AI Agent

A proposed agent-security workflow would require one-time approval for high-risk actions and log each grant or denial. The approach still needs testing.
ByteDance Expands Robotics Recruitment To Take AI Into The World

ByteDance Expands Robotics Recruitment To Take AI Into The World

Asia Business Outlook reports ByteDance is expanding robotics recruitment, but available information gives no roles, locations, hiring figures or projects.
From First Draft To Final Frights: Making Hollow House With AI

From First Draft To Final Frights: Making Hollow House With AI

A 97-second AI horror-comedy took three versions to find its rhythm, according to its creator, who details the human decisions behind the final cut.
Are Extra Client Requests Putting Your Fixed Fee At Risk?

Are Extra Client Requests Putting Your Fixed Fee At Risk?

A proposed tool for fixed-price consultants would flag requests outside contract scope, track extra effort and draft paid-addendum replies.
Amazon’s Engineers Get A Reminder: AI Metrics Need To Track Results

Amazon’s Engineers Get A Reminder: AI Metrics Need To Track Results

Amazon’s October 27 engineering memo warns against using token counts and AI adoption as performance targets, urging teams to focus on outcomes.