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How I ended up running a local LLM to generate my git commit messages

Prime Day is officially over, but many of our favorite, hand-picked deals are still available through the weekend.

Amazon's Kindle AI features help you read beyond the lines, so long as you have the right ereader.

The Promise: A Private, Voice-Activated Shell The dream of a voice-activated command line is compelling: speak a command, see it executed. But for many developers, piping terminal input through a cloud-based API is a non-starter. This is the promise of a project like karolswdev/HoldSpeak , a cross-platform tool for local voice typing. Could it be the core of a truly local-first, push-to-talk shell assistant? I paired it with Ollama and a local llama3.2 model to find out. The goal was simple: hold a key, speak a command like "list files by size," release the key, and have the correct shell command appear, gated by a final confirmation prompt. This project turned out to be a tale of two stacks: one for voice that was surprisingly clean, and one for language that revealed the sharp edges of the local-first promise. Building the Demo To test this idea, I built a small Python script to tie these components together. You can find the complete code for this experiment, including the prompt engineering, in my demo project on GitHub: voice-activated-shell-demo . Setup Instructions Recreating this local-first voice assistant involves a few distinct steps: Install HoldSpeak from Source : Since we need to use it as a library, clone the repository and install it in editable mode. git clone https://github.com/karolswdev/HoldSpeak.git cd HoldSpeak pip3 install -e . Install and Run Ollama : Use Homebrew (on macOS) to install the Ollama CLI, then start the server. brew install ollama ollama serve Pull a Local LLM : In a separate terminal, pull a small, capable model. I used llama3.2 . ollama pull llama3.2 Grant Permissions (macOS) : To allow the hotkey listener to work, your terminal application (e.g., iTerm, Terminal.app) must be given Accessibility permissions in System Settings > Privacy & Security > Accessibility . Run the Demo Script : With the setup complete, you can run the final Python script that integrates all these components. Finding the Seams in HoldSpeak HoldSpeak pres

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Nine jurors. Two hours of deliberation. Twenty-six claims at the original federal complaint's peak. Three surviving claims at trial. Zero claims surviving the verdict. One hundred fifty billion dollars of maximum disgorgement exposure if the verdict had gone the other way. One hundred thirty billion dollars of OpenAI Foundation equity stake under the October 28, 2025 recapitalization. Thirty-eight million dollars of total Musk contributions per his sworn trial testimony. Forty-four million per the legal complaint. Eight years from the January 2, 2016 Sutskever-Musk "less open / Yup" email exchange to the August 2024 federal filing date. Three years of statute-of-limitations runway on the breach-of-charitable-trust claim; two years on the unjust-enrichment claim. The verdict in Musk v. Altman came in this morning at the federal courthouse on Clay Street in Oakland, before Judge Yvonne Gonzalez Rogers in the Northern District of California. The companion piece, The Calendar Technicality , makes the doctrinal argument that the procedural dismissal is the substantive determination California charitable-trust law would have produced on the merits as well. This piece takes the same conclusion through the numbers. The dollar-and-time math closed the merits door before the doctrinal door even came into view. Two hours, in context Federal-court civil-trial deliberations on complex commercial cases typically run between one and five days. The Administrative Office of the U.S. Courts' annual judicial-business reports show median civil-jury deliberation in the multi-day range for cases with three or more issues to resolve and dollar exposure above one billion. The two-hour deliberation in Musk v. Altman is roughly one to two standard deviations below the median for cases of this complexity. The brevity is not a function of jury inattention. The trial ran three weeks. Roughly four hours of testimony came from Altman alone on May 12, with cross-examination opening with Musk's lea

Welcome to Walmart deals for folks who’d rather not shop at Amazon. These are the best gadget deals at Walmart this Prime Day.

We’ve arrived at the final day of Prime Day, which at this point should probably be called “Prime Week.” We’ve found discounts on all manner of gadgets, including TVs, smart home tech, chargers, headphones, and more. Some of the best deals have started selling out at some retailers, so if you’ve been craving a popular […]

It's Day Four. Somehow it's still Prime Day. The deals are live. The deals are wild. The deals are almost feral. We are still here in the trenches digging up the deals and trends.

From AirPods to on-ears, we’ve tested hundreds of pairs of headphones. Here are the best deals from Amazon’s biggest sale event.

We've been testing coolers for years, and our top picks are on sale for Amazon Prime Day.

We've gone from A to Z to find Amazon's best Prime Day deals on the gear worth owning.

Times are hard in 2026. These Amazon Prime Day deals under $100 on earbuds, Kindles, and other tested products should help make life just a little bit easier.

There’s no better time to get a Kindle than during Amazon's own sale event.

Move over, spring cleaning. These vacuum deals will give your home the cleanest summer yet thanks to Amazon Prime Day.

From MacBooks to gaming laptops, these are the very best deals on some of my very favorite laptops for Amazon Prime Day.