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Linkfeed Weekly
LinkFeed Weekly turns current AI developments into clear, evidence based lessons for SMB leaders. Learn what matters, what to avoid, and what to do next.


AI Works Best When You Can Measure the Problem | Week 3 to 9 Aug 26
Learn why AI succeeds at solving concrete problems with clear metrics—and why it damages trust when outcomes remain unclear.

Linkfeed AI
6 days ago3 min read


AI Scales What Humans Can't—But Safety Demands Rigor | Week 20 to 26 Jul 26
New York uses AI to review 5 years of laws in weeks. Zoox recalls autonomous vehicles after smoke detection fails. What founders need to know.

Linkfeed AI
Jul 203 min read


AI In Production: Where It Works, Where It Doesn't | Week 13 to 19 Jul 26
Netflix scaled AI across 300 titles. Ford rehired engineers after AI testing failed. Learn when AI augments work vs. when it creates costly gaps.

Linkfeed AI
Jul 173 min read


How to Know If Your AI Deployment Will Actually Work | Week 13 to 19 Jul 26
Learn why Shinhan Bank's AI saved 650B won while Discord's moderation failed. Test AI accuracy on your actual workload before going live.

Linkfeed AI
Jul 143 min read


AI Automation Cuts Scheduling Time 30%—But Policy Errors Now Cost Real Money | Week 22 to 28 Jun 26
Molly Maid cut scheduling time 30% with AI. Air Canada's chatbot cost them $600+ for wrong policy. What you need to audit this week.

Linkfeed AI
Jun 223 min read


AI Goes From Lab to Workplace—What Small Businesses Need to Know | Week 28 to 3 Feb 26
Learn how AI is transforming small businesses. Discover practical applications, regulatory requirements, and workforce strategies you need to stay competitive.

Linkfeed AI
Feb 34 min read
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