Automata

A tech digest, every weekday. About

186 items across 29 sources in the last seven days. The email carried the 30 that mattered most.

Automatic curation was unavailable for this edition; items are ranked by source and engagement.

AI & LLMs

llm-gemini 0.34

Release: llm-gemini 0.34 New model gemini-3.8-flash for Gemini 3.8 Flash, with low, medium and high thinking levels. #146 Fixed async responses failing to record the resolved model version. Thanks, Charlie Tonneslan. #137 Google released Gemini 3.8 Flash (and 3.8 Flash Cyber, but that's available to "trusted defenders" only) today. Here are the pelicans for high, medium, and low. This

Claude's new system prompt really doesn't want to reproduce song lyrics

Anthropic publish the system prompts for their Claude consumer applications (Claude.ai and the Claude mobile apps - sadly not for Claude Cowork or Claude Code). I love that they do this, and that they share not just the current prompts but historic changes to their prompts as well. They used to keep all of the prompts on a single page, but when I checked today I noticed they had re-arranged those

Web & Frontend

Free domain with Pro offer now includes .app and .dev

We recently announced that all Pro teams can claim a free domain for one year. That offer now includes .app and .dev, bringing the eligible TLDs to eight:.app.dev.online.site.space.store.tech.websiteThe offer still covers one domain per team, and premium domains are not eligible. After the first year, your domain will renew automatically at the regular price shown at checkout when you claim it.Cla

Muse Spark 1.3 now available on AI Gateway

Muse Spark 1.3 from Meta is now available on AI Gateway, in both the standard and contributor pricing tiers.This model improves on prior Muse Spark models at agent work and coding, with a 1M token context window and text, image, and PDF input. On coding it takes fewer turns and writes less filler than the previous release.To use Muse Spark 1.3, set model to meta/muse-spark-1.3:Contributor tierMuse

GLM-5.3 is 50% off through DigitalOcean on AI Gateway

GLM-5.3 is 50% off on AI Gateway through Tuesday, September 8, in partnership with DigitalOcean.How to use the model during the offer periodUsing the promo name (zai/glm-5.3-promo-50) gets the discounted rate. It routes only to DigitalOcean, with no fallback to another provider, and it stops serving when the offer ends.Using the standard name (i.e., zai/glm-5.3) with provider options to sort Digit

Gemini 3.8 Flash now available on AI Gateway

Gemini 3.8 Flash from Google is now available on AI Gateway.The model is 50% off through December 31st. It has a 1M token context window, accepts text, image, PDF, and video input, returns text, and supports tool calling and web search. Maximum output is 65,536 tokens.Gemini 3.8 Flash improves on prior Flash models at software engineering, agent work, and multi-step reasoning, at the same speed an

Devtools & Platform

Enterprise-managed settings support any default model

You can now set your preferred GitHub Copilot model as the default for new conversations through enterprise-managed settings. This lets you choose the default model that best fits your workflows.… The post Enterprise-managed settings support any default model appeared first on The GitHub Blog.

Content exclusions generally available in Copilot app and CLI

The GitHub Copilot app and Copilot CLI now respect content exclusion policies configured by enterprise, organization, and repository administrators. Copilot won’t use excluded files as context, helping you protect sensitive… The post Content exclusions generally available in Copilot app and CLI appeared first on The GitHub Blog.

Deep Dives

An Organizational Second Brain: Building an AI That Learns From Experts

We’ve built an AI agent that acts as a secondary expert for a given domain, making deep specialist knowledge readily available and preserved for anyone in an organization to access, share, and build upon. This is not a typical domain-specific agent. Its novelty comes from integrating two layers:  A structured, auditable knowledge architecture separates what [...] Read More... The post An Organizat

Quick Hits

Talk is cheap. Show me the code.Linus Torvalds