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⚡ AI Lessons

Dev.to · Linhua Zhong
🤖 AI Agents & Automation
⚡ AI Lesson
4mo ago
If your AI initiative is pending for 6 months, the bottleneck is probably not technology
If your AI initiative has been 'pending' for 6 months, the bottleneck is probably not technology....

Dev.to · Linhua Zhong
📰 AI News & Updates
⚡ AI Lesson
4mo ago
The job of an AI engineer inside a 40-person company is not what most CEOs think it is
CEOs of 40-person companies often imagine their first AI hire will be a model trainer—someone who...

Dev.to · Linhua Zhong
🤖 AI Agents & Automation
⚡ AI Lesson
4mo ago
18 months helping 12 small businesses set up internal AI teams: three lessons I did not expect
Last Tuesday, I watched a founder pace across her screen. She'd just told me her team had automated...

Dev.to · Linhua Zhong
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
4mo ago
At what headcount does an internal data flywheel begin to compound meaningfully?
Having observed dozens of internal data initiatives across SMBs, I've noticed consistent thresholds...

Dev.to · Linhua Zhong
🤖 AI Agents & Automation
⚡ AI Lesson
4mo ago
First AI hires at small companies: the single hire trap
We're seeing a pattern with companies under 50 people: they default to hiring one ML engineer as...

Dev.to · Linhua Zhong
📰 AI News & Updates
4mo ago
We paid consultants a five-figure sum for AI advice that gave us nothing. Here's what actually worked.
{ "platform": "linkedin-post", "hashtags": [ "enterprise-AI", "AI-adoption", ...

Dev.to · Linhua Zhong
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
4mo ago
Data flywheel for small businesses (no ML PhD required)
{ "platform": "ig-carousel", "hashtags": [ "enterprise-AI", "AI-onboarding", ...

Dev.to · Linhua Zhong
📰 AI News & Updates
4mo ago
The 3-person minimum team to actually ship AI inside a 50-person company
{ "platform": "twitter-thread", "hashtags": [ "enterprise-AI", "AI-production", ...
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