Insights

Applied AI,
minus the hype

Short, practical takes on the AI that actually matters for small teams and community orgs. Grassroots news, real tools, and one thing to try this week.

Small BusinessOpen Source

Univer 1.0: A Free, Local Office Suite Where AI Agents Can Actually Do the Work

All six business document types in one open-source toolkit, with AI agents built in as first-class collaborators.

3 min readRead
Small BusinessOpen Source

A $104 AI Decision Model That Runs on Your Laptop, No GPU Required

A small Brazilian AI lab trained a decision model for $104, and it runs free on your laptop.

3 min readRead
Open SourceSmall Business

The Top-Ranked Open AI Model Just Became Free

Xiaomi's AI lab released MiMo-V2.6, the highest-ranked open-weight model in the world, under MIT license. The API costs less than most paid tools.

2 min readRead
Small BusinessOpen Source

Eight Free AI Employees for Your Business: One Repo, Zero Subscription

A solo dev just open-sourced eight fully scheduled AI business roles. MIT-licensed, runs on your machine, and every routine shows you what it drafted before anything goes out.

2 min readRead
SecurityWatch Out

A Zero-Click Hack Just Hit Four AI Coding Tools. Two Are Still Unpatched.

Independent security researchers disclosed Plugin4Shell this week: a silent supply chain attack that hijacks AI coding assistants through a plugin update, no click required.

3 min readRead
Small BusinessOpen Source

Your Laptop Can Now Train a Custom AI on Your Business Data

Soup fine-tunes an 8-billion-parameter language model on a 4 GB laptop GPU, cutting cloud fine-tuning costs to zero for any small shop.

3 min readRead
Small BusinessOpen Source

Chickadee: A Free Browser Extension That Reads Any Web Page Aloud

An indie developer just shipped a free open-source browser extension that reads any page aloud using local AI, with no subscription and nothing uploaded.

2 min readRead
Small BusinessOpen Source

AI That Qualifies Your WhatsApp Leads, Free and Self-Hosted

A new open-source CRM puts an AI agent on your WhatsApp so you only see the conversations worth your time.

3 min readRead
Small BusinessOpen Source

Free AI Coding Help That Runs on Your Own Machine Just Got Better

OpenHands v1.17 is a free, open-source coding agent you can run locally, and it handles real small-team tasks without a per-task subscription fee.

3 min readRead
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