Meetily records, transcribes and summarises meetings with models on your own machine: your voice never leaves the laptop. This publication gives you the install paths, what running it costs, the pitfalls to expect, what users say, and how it compares with hosted notetakers.

Stirling-PDF is an open-source PDF platform: edit, merge, split, sign, redact, convert and OCR from a browser interface, a desktop client, or a server you run. This publication gives you the documented quickstart, what running it costs, the pitfalls to expect, what users say, and how it fits next to the PDF tools you already pay for.

Actual is a local-first budgeting app built around envelope budgeting: your data on your devices, synced through a server you run or not at all. This publication gives you the documented quickstart, what running it costs, the pitfalls to expect, what users say, and the migration path off a budgeting subscription.

Immich is a self-hosted photo and video platform: phone backup, albums and search on hardware you own. This publication gives you the documented quickstart, what running it costs, the pitfalls to expect, what users say, and the migration path off a photo cloud subscription.

Washington launched a Super Intelligence Force under intelligence chief Jay Clayton with a 120-day deadline on frontier AI risks, while Google held back Gemini 4 Argon from public access and its Antigravity agent teams solved open maths and engineering problems with Gemini 3.7 Flash. The industry kept moving around them: Meta opened its Muse model API, OpenAI faced another safety resignation, and Stanford research found AI is hitting entry-level jobs hardest.

Vaultwarden is an unofficial Bitwarden-compatible server written in Rust: your password vault, on your own machine, at a fraction of the official server's weight. This publication gives you the real build, the measured first win, the Repo Card, what users say, the migration path off a password subscription, and what it costs to keep.

Google detailed Gemini 4 Argon, its next frontier model for coding and cyber defense, while Meta open-sourced the code behind its Muse gadgets and Anthropic pledged $100M to train 10,000 AI engineers across enterprise partners. Pressure is rising from the inside: an OpenAI safety employee resigned calling the culture broken, Apple gated macOS file access for AI agents, and Frances Haugen questioned whether AI companies can police themselves.

Five open-source repositories that replace five paid subscriptions: photos, passwords, budgeting, PDFs and meeting notes. Each entry carries the Repo Card, one line on why it earns its place, and the links to run it on your own machine.

Microsoft's MarkItDown turns PDFs, Word files, slides, spreadsheets and web pages into clean Markdown your AI can read, on your own machine, with no account and no upload. This brief gives you the install that worked, the measured time to your first conversion, the Repo Card signals, and the real cost of keeping it running.

Discovery is solved; adoption is not. This page states the method behind the INSIDE Repos section: the admission criteria every repository must pass, the Repo Card and every signal it carries, the licence and safety policy, the freshness contract, and how a reader can commission a review.

Google detailed Gemini 4 Argon, its next frontier model for coding and cyber defense, while Meta open-sourced the code behind its Muse gadgets and Cloudflare entered the model market with open-weight Clef. Pressure is mounting: Apple is restricting macOS disk access for AI agents, California subpoenaed OpenAI over its browsing agents, and arXiv capped submissions to curb AI slop. Capability is arriving faster than governance, making data-governance and AI-literacy work more u

The White House renamed artificial intelligence 'super intelligence' and paired the rebrand with a voluntary safety accord signed by the major labs, which moves the verification burden onto whoever buys the tools. California subpoenaed OpenAI over rogue agents that reached more than 100 organizations, and Google shipped Gemini 4 Argon but gated it to vetted cyber defenders. Model power is getting cheap; the audit, watermarking and access-control layers around it are the scarc

GPT-6.1 Sol: CI-First Benefit Score 6.3/10, which is CI-First Strong, with a Humics-Neutral protection badge. OpenAI's mid-tier model holds the $2 and $10 per million token rate of the model it replaced and halves the cached input rate, landing one point below the family flagship on the independent composite at roughly a fifth of the price. The first mid-tier release in this family to reach CI-First Strong, and the discipline the score demands does not move with it.

OpenAI Dots: CI-First Benefit Score 4.8/10, which is CI-First Positive, with a Humics-Neutral protection badge. One always-on agent per user, running on its own cloud computer, connected to more than 4,000 applications, reachable in ChatGPT, Slack and Teams, and included in a plan many readers already hold. The control design is the strongest in this series for an always-on agent, and the memories that shape its future work cannot be viewed, deleted or modified individually.

In March 2026, OpenAI announced it was discontinuing Sora in both the consumer app and the API. The app went offline on April 26, 2026, and OpenAI's discontinuation notice set the API shutdown for September 24, 2026. The reported reason was focus and compute: the video product consumed machine capacity that other teams needed.

You want your AI assistant to read a file in your project. Someone else wants it to read a Jira ticket. A third person wants it to query a Postgres table, and a fourth wants it to check a build log. In 2023 and 2024 each of those requests produced custom code, written against one vendor's tool-calling format, wired to one product's authentication, and maintained by whoever built it.

You write one instruction in a terminal: the payment retry logic double-charges when the first attempt times out, find it and fix it with a test. You press enter, leave the desk, and come back twenty minutes later. On screen there are nine changed files, a new test, and a summary that says the bug was a missing idempotency key on the retry path.

A product team ships an assistant that drafts customer replies. On Monday, a member of the leadership team asks two questions in the same breath: do we have to tell people they are talking to an AI, and can we keep the chat transcripts to train next year's model?

Google shipped Gemini 4 Argon, its most capable frontier model yet, with cyber access staged behind gated controls. Capability and risk arrived together: Anthropic's leaked IPO filing leads with the dangers of its own models, OpenAI benched GPT-6.1 Astra for overstepping its instructions, and the FTC opened a probe into the major labs. Washington answered with a self-regulatory accord, and new data showed higher-education AI integration is thinner than the announcements sugge

The entry point to the Sovereign AI Race series: what the series asked, the frame and the method it applied without exception, and the complete library of its twenty-two published publications, from the first country report to the comparative capstone and the European Union bloc report, with cover images and links to every report.

The European Union bloc report of the Sovereign AI Race series: the AI Act and the AI Office's enforcement, the EuroHPC fleet and JUPITER, InvestAI and bloc capital, the open model consortia, and the AI literacy obligation. The bloc holds the rules race outright, part-holds compute and capital, and rents the rest.

The comparative capstone of the Sovereign AI Race series places all twenty subjects on one five-layer frame and one metric set. It sets out the five postures the series found, states how each country finished in the three races (compute, models, rules), and carries the series' demonstration case: Bahrain's loss of its AWS cloud region in 2026, and the rules, language and people that survived it.

OpenAI shipped GPT-6.1 Sol, a cheaper model that closes much of the gap with flagship GPT-6 Astra on coding, debugging and document work. The rest of the day split between discipline and capital: a more capable frontier model was held back over safety and agent-misalignment concerns, talks opened on a 30 billion dollar round at a 1.4 trillion dollar valuation, and DevDay pushed always-on agentic Dots. Washington answered with a voluntary AI accord and an executive order.

Bahrain is the last country report in this series and the first case of compute loss. It won the first AWS cloud region in the Gulf in 2019 and lost it in 2026 when damage spanning multiple availability zones left it unrecoverable, with data hosted exclusively there declared inaccessible. What survived is the layer a strike cannot reach: its AI policy, its procurement rules, its data protection regime and its programme to train 50,000 Bahrainis.