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In 1948, IBM introduced the 604 Electronic Calculating Punch. This machine was a programmable calculator, about the size of a double refrigerator. It was not quite a computer, but was programmed by plugging wires into a plugboard. This machine read numbers from a punch card,...

I've been using the built-in 10 Gigabit Ethernet on my Mac Studio for a few years. It works fine: I can edit 4K video straight off my NAS over the network, and run backups at around 1 GB/sec.

But... I want more. I upgraded my rack and my NAS to 25 GbE a couple years ago, and wanted to upgrade my main workstation, too.

We have autonomous agents at home.

Today's links Better to beg forgiveness: Don't ring the doorbell at the house of no unless you absolutely must. Hey look at this: Delights to delectate. Object permanence: RIP Poul Anderson; P2P at PC Forum; Waitress handed her own stolen ID by carded diner; PDX bans fixies; ...

It was 30 years ago this week, on July 31, 1996, that Microsoft released Windows NT 4.0 to manufacturing. The workstation version appeared on store shelves a month later, with the server version following in September. In many ways, version

The post Windows NT 4.0: Released to Manufacturing July 31, 1996 appeared first on The Silicon Underground.

One recent development in AI is its ability to solve some long-standing problems in mathematics. In 2024 and 2025, this was a trickle: once or twice a year somebody would say that an LLM came up with a proof, and then everyone would argue over whether that counted as “real” ...

Recently I gave two presentations in quick succession to the Dutch Network of Government Service Providers and the Dutch Advisory Council for Science, Technology and Innovation about AI. In these two different and brief presentations, I hoped to share some insights that would be useful to the people currently at the helm, the people who can or must make decisions about AI policy. Many thanks to the NPD and AWTI for the invitations and the stimulating discussions!

Maybe it doesn't matter.

The post Making an agile version of a Windows Runtime delegate in C++/WinRT, part 9 appeared first on The Old New Thing.

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Advancing the price-performance frontier with GPT‑5.6 Huge price drop from OpenAI today: GPT-5.6 Terra got a 20% reduction, and GPT-5.6 Luna got a massive 80% drop. OpenAI credit 5.6 Sol with enabling this: in How GPT‑5.6 fuses frontier intelligence with frontier efficiency ...

Investigating three real-world incidents in our cybersecurity evaluations It happened again! This is turning into something of a pattern. Last week OpenAI accidentally exploited Hugging Face when one of their frontier models broke out of a sandboxed container and hacked into...

Release: llm 0.32rc2 Hot on the heels of RC1, this fixes a dependency issue and also adds two neat new features: The default model for users who have not set their own default is now GPT-5.6 Luna. It was previously GPT-4o mini. Luna is a much better and more recent...

Release: llm-chat-completions-server 0.1a0 A key goal of the new content-addressable logs in LLM 0.32rc1 was being able to support OpenAI Chat Completion style requests where each incoming message extends the previous conversation, like this: curl http://localhost:80...

Release: llm 0.32rc1

This RC for LLM 0.32 finishes the work that started in LLM 0.32a0 - it adds a new schema design that does a much better job of capturing the details of the prompts and responses returned by the latest model families.

The most important change is the use of content-addressable hash IDs for stored messages. This allows de-duplication in the database, and means that LLM can now represent trees of messages for forked conversations.

Since it involves a significant schema change - new tables only, and old data should not be affected at all - it's worth running a backup of your existing logs.db before upgrading to the RC:

llm logs backup logs-backup.db

The RC also adds support for gpt-5.6-sol, gpt-5.6-terra, and gpt-5.6-luna.

Tags: llm

You must use the tool. We must justify it. These aren't the words companies use, but that's what it comes down to. When you buy an expensive solution before you've clearly identified the problem, you have to use the tool to justify its line item in the spreadsheet. At most c...

There's a story that goes something like this: In 1925, lightbulb manufactures secretly colluded to standardized lifespans at 1,000 hours. They would test each other's products to ensure compliance. This is true. At the time, many bulbs lasted longer than one tho...

The writing assignments I give my students are gym tasks, not work tasks. I ask them to write policy memos not because the world needs more policy memos. I assign them because the very act of writing, which includes thinking and outlining and drafting and editing, making and criticizing and revising arguments, will help develop the critical thinking skills they will need in their future careers. And without this constant mental exercise, those skills will atrophy. Employers are already noticing.

— Bruce Schneier, Should You Use AI for a Task? Here’s a Simple Way to Decide

Tags: ai-ethics, writing, ai-misuse, generative-ai, bruce-schneier, ai, llms

You face certain challenges