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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-Generated Content Scales Fast, But Verification Never Stops | Week 14 to 20 Sept 26
Pocket FM cut production costs 80x with AI. A lawyer learned why verification matters when ChatGPT hallucinated false testimony. Here's when to trust AI and when not to.

Linkfeed AI
1 day ago2 min read


AI Automation Saves Days, But Guardrails Save Reputations | Week 7 to 13 Sept 26
Event planners cut work from 72 hours to 3 hours with AI. But one company learned: access controls matter more than power when building tools that touch data.

Linkfeed AI
Sep 72 min read


AI Wins in Underserved Markets, Fails When Users Abuse It | Week 31 to 6 Sept 26
Pixel Narratives expands to Mississippi while Flock Safety loses Texas funding. Learn where AI succeeds and when safeguards matter most for your business.

Linkfeed AI
Aug 312 min read


AI Agents Work Best When They Own the Whole Process | Week 24 to 30 Aug 26
OCBC cut onboarding to one day with orchestrated AI. Fenado's rogue model cost $100M. Why full-process automation beats piecemeal, and why kill-switches matter.

Linkfeed AI
Aug 243 min read


AI Wins When It Stays in Its Lane | Week 17 to 23 Aug 26
Z.ai matches top-tier cyber-defence performance with focused AI. A farm's crop failure shows why black-box automation needs human oversight and fail-safes.

Linkfeed AI
Aug 173 min read


How to Position AI as a Business Upgrade, Not a Bet | Week 10 to 16 Aug 26
Learn why bundling AI with existing services works, and why deploying untested systems creates operational chaos. Two case studies for SMB leaders.

Linkfeed AI
Aug 103 min read


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
Aug 33 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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