Holiday Rewind: Your Laptop Can Run AI Now? Small Language Models (SLMs) 101
Early Adoptr31 Dec 2025

Holiday Rewind: Your Laptop Can Run AI Now? Small Language Models (SLMs) 101

We’re off for the holidays, so this is a re-release + stitched double-episode focused on Small Language Models (SLMs) and how to actually use them.

Kyle and Jess get hands-on with SLMs, showing you how to set up a private, local AI that runs on your laptop, and why that can be a smarter move than relying on cloud models for everything. If one episode is the “why” (specialist vs. generalist, cost, privacy), the other is the “how” (LM Studio walkthrough, using your documents locally, and real business workflows you can copy today).


Whether you’re tired of hitting Claude rate limits, worried about privacy, or just want an AI assistant that doesn’t charge per query, this stitched re-release gives you a practical roadmap to going local.


What You’ll Learn
  • How to set up LM Studio and download your first small language model in ~15 minutes
  • Why local AI can be faster, cheaper, and more reliable than cloud-based tools
  • The privacy advantages of keeping sensitive business data off external servers
  • Real-world SLM use cases: customer support, internal knowledge bases, content creation, email/sentiment analysis, and onboarding
  • The trade-offs: where SLMs struggle and when you should still reach for an LLM
  • Pitfalls to watch for: testing, edge cases, hallucinations, guardrails, and launching responsibly
  • Quick wins you can try today to build your own “AI intern” that lives on your laptop


Tools We Talk About


Get in touch with Early Adoptr: hello@earlyadoptr.ai


Follow Us on Socials & Resources:


IG: https://instagram.com/early_adoptr

TikTok: https://tiktok.com/@early_adoptr

YouTube: https://www.youtube.com/@early_adoptr

Substack: https://substack.com/@earlyadoptrpod

Resources: https://linktr.ee/early_adoptr

Get in touch with Early Adoptr: hello@earlyadoptr.ai


Follow Us on Socials & Resources:


IG: https://instagram.com/early_adoptr

TikTok: https://tiktok.com/@early_adoptr

YouTube: https://www.youtube.com/@early_adoptr

Substack: https://substack.com/@earlyadoptrpod

Resources: https://linktr.ee/early_adoptr

Hosted on Acast. See acast.com/privacy for more information.

Avsnitt(44)

AI Hallucinations: Why AI Lies With Complete Confidence (And How to Minimise the Risk)

AI Hallucinations: Why AI Lies With Complete Confidence (And How to Minimise the Risk)

In this episode, Kyle and Jess tackle the elephant in the room that's sabotaging AI implementations everywhere: AI hallucinations. If you've ever wondered why ChatGPT confidently tells you complete no...

24 Sep 20251h

Your Business Data is Messier Than You Think (And Why That Kills AI)

Your Business Data is Messier Than You Think (And Why That Kills AI)

In this episode, Kyle and Jess continue their deep dive with data veteran Eric Callahan, exposing the truth about how most businesses actually handle their data. It's messier than you think, and that'...

17 Sep 202555min

The 5-Minute Data Fix That Prevents AI Disasters

The 5-Minute Data Fix That Prevents AI Disasters

In this episode of Early Adoptr, Kyle and Jess bust the biggest AI myth of all: “We don’t have enough data.” The truth? You’re already swimming in it. From emails to spreadsheets to customer conversat...

10 Sep 20251h 7min

Business Data for AI: How to Turn Customer Emails and Invoices Into Competitive Advantage

Business Data for AI: How to Turn Customer Emails and Invoices Into Competitive Advantage

In this episode, Kyle and Jess tackle the biggest myth in AI adoption: "I don't have enough data." The reality? Every business owner is sitting on a goldmine of untapped information - they just don't ...

3 Sep 202557min

How to Get AI to Actually Do What You Want - Prompt Engineering That Doesn't Suck: Electric Boogaloo

How to Get AI to Actually Do What You Want - Prompt Engineering That Doesn't Suck: Electric Boogaloo

In this episode, Kyle and Jess are completely overhaul their most popular episode on prompt engineering, because GPT-5 isn't just faster than GPT-4 - it's fundamentally different. It follows instructi...

27 Aug 202559min

Your Laptop Can Run AI Now? Testing Small Language Models So You Don't Have To

Your Laptop Can Run AI Now? Testing Small Language Models So You Don't Have To

In this episode, Kyle and Jess get hands-on with Small Language Models (SLMs) - showing you exactly how to set up your own private AI that runs entirely on your laptop. If last week was the "why," thi...

20 Aug 202557min

Small Language Models 101: Why Bigger Isn't Always Better in AI

Small Language Models 101: Why Bigger Isn't Always Better in AI

In this episode, Kyle and Jess explore the world of Small Language Models (SLMs) - the focused, cost-effective AI alternatives that might be perfect for your small business. While everyone's talking a...

13 Aug 202558min

ChatGPT Agent Review: We Tested OpenAI's New AI Assistant So You Don't Have To (The Good, the Bad and the Frustratingly Slow)

ChatGPT Agent Review: We Tested OpenAI's New AI Assistant So You Don't Have To (The Good, the Bad and the Frustratingly Slow)

In this episode, Kyle and Jess dive deep into OpenAI's much-hyped ChatGPT Agent feature - and spoiler alert: the reality doesn't quite match the marketing. After Kyle spent a week testing everything f...

6 Aug 202559min

Populärt inom Business & ekonomi

badfluence
framgangspodden
varvet
rss-jossan-nina
rss-svart-marknad
rss-borsens-finest
avanzapodden
uppgang-och-fall
rss-dagen-med-di
lastbilspodden
fill-or-kill
svd-tech-brief
rss-inga-dumma-fragor-om-pengar
24fragor
rss-kort-lang-analyspodden-fran-di
rss-den-nya-ekonomin
kapitalet-en-podd-om-ekonomi
dynastin
borsmorgon
rikatillsammans-om-privatekonomi-rikedom-i-livet