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Notes from the workshop.

Product updates, engineering notes, and thinking on privacy-first AI tooling.

Draft mode for AI video: title card on a soft mint background with a faint HD badge silhouette on the right.
September 26, 2026·7 min read

How to use draft mode for AI video in 2026

Three Seedance drafts and one 1080p finish cost us $4.62. Rendering all three tries at 1080p would have cost $9.21.

Video AITutorialEconomics
Best AI voices for text to speech: title card on a soft cream background with a faint speaking-person silhouette on the right.
September 23, 2026·10 min read

The best AI voices for text to speech in 2026

Twelve voices read the same 70 words. Ten got every word, and an hour of speech costs anywhere from two cents to five dollars.

AudioComparisonCost
Best AI transcription models: title card on a soft lavender background with a faint speech-to-text silhouette on the right.
September 21, 2026·10 min read

The best AI transcription models in 2026: one podcast, 16 models, one laptop

Every model aced the clean clip. Then two hosted Whisper copies quietly dropped whole sentences from the conversation.

AudioComparisonLocal AI
Best Linux desktop for local AI: title card on a soft sage background with a faint terminal window silhouette on the right.
September 16, 2026·15 min read

The best PC for local AI on Linux in 2026: pick the driver stack, then the box

NVIDIA is safe, AMD works inside a list, Strix Halo needs a new kernel, and Intel is the cheapest 32 GB. Pick the stack you will maintain.

ListicleLocal AILinux
Best Windows PC for local AI: title card on a soft light-blue background with a faint desktop computer silhouette on the right.
September 14, 2026·15 min read

The best PC for local AI on Windows in 2026: buy the right shape first

A tower stops at 32 GB, a mini PC reaches 96 GB, and the desktop with the AI sticker runs neither. Pick the shape before the SKU.

ListicleLocal AIWindows
AI inference providers compared: title card on a soft peach background with a faint cloud silhouette on the right.
September 10, 2026·11 min read

AI inference providers explained: the top platforms in 2026 and how they compare

“Inference provider” is one word for five businesses. Which key to hold depends on what you generate. Prices from twelve vendor pages.

ListicleAI ModelsEconomics
Best laptop for local AI: title card on a soft mint background with a faint laptop silhouette on the right.
September 8, 2026·14 min read

The best laptop for local AI in 2026: Mac, Windows, and Linux compared

A laptop graphics card stops at 24 GB and unified memory keeps climbing. One number per platform decides what your laptop will ever run.

ListicleLocal AIHardware
Compare quotes with AI: title card on a soft butter-yellow background with a faint quote-request silhouette on the right.
September 3, 2026·11 min read

Compare quotes with AI: contractor, car repair, and insurance

Three quotes, three shapes, no way to compare them. One prompt turns them into one table, and the cheapest stops looking cheapest.

Use caseGuideBeginners
The airplane mode test: title card on a soft dusty-rose background with a faint wifi-off silhouette on the right.
September 1, 2026·9 min read

Turn off the Wi-Fi and generate anyway

Cloud AI privacy is a promise in a policy. Local privacy is a switch you can flip. Here is the five-minute proof and its honest map.

PrivacyLocal AIExplainer
AI models: August 2026: title card on a soft sage background with a faint calendar silhouette on the right.
August 27, 2026·10 min read

AI models roundup, August 2026: the promises that shipped

July's AI labs promised weights, APIs, and price cuts. August had to deliver. What actually shipped, sorted, with receipts linked.

RoundupAI ModelsNews
What AI test scores mean: title card on a soft pastel background with a faint leaderboard silhouette on the right.
August 24, 2026·9 min read

How to read AI benchmarks without being fooled

OpenAI just retired the most-quoted AI coding test. Here is what the scores in every launch actually measure, and what to check instead.

ExplainerAI ModelsGuide
AI model gateways and routers: title card on a soft lavender background with a faint hub silhouette on the right.
August 22, 2026·11 min read

AI model gateways and routers: one key for every model, and who now owns it

Stripe just paid $7B+ for a switchboard that adds no markup. Here is what a gateway does, what it quietly costs, and when to skip it.

ExplainerEngineeringEconomics
Gemma 4 on your machine: title card on a soft light-blue background with a faint scales silhouette on the right.
August 20, 2026·9 min read

Run Gemma 4 locally: Google's open family, now under a plain license

Google's strongest open models dropped the custom license for plain Apache 2.0. Five sizes, one command each, phone to workstation.

Local AIOpen SourceTutorial
The back-to-school AI setup: title card on a soft mint background with a faint backpack silhouette on the right.
August 18, 2026·10 min read

The family AI setup for back to school

Seven in ten teens already use AI and most parents find out later. One calm evening of setup covers the whole school year.

EducationFamilyGuide
Where your generations live: title card on a soft peach background with a faint folder silhouette on the right.
August 17, 2026·9 min read

Where your AI images and videos actually live

Sora's gallery lasted seven months. What seven popular tools really do with your creations, and the thirty-minute fix.

OpinionLocal AI

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