Jon Ayre
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jonayre.uk
Jon Ayre
@jonayre.uk
I've been an engineer, software developer, architect, director & CTO. Now I'm a hands-on consultant doing business and tech strategy. Creator of the business evolution map. Father & Husband. It WILL go wrong & it CAN be fixed. He/him.
Does this help in any way at all?
Probably not the sort of thing you were looking for, but no harm hopefully in offering the link

jonayre.uk/blog/2024/10...
Understanding neural networks – Part 1: The artificial neuron - Jon Ayre
So, you want to know about artificial neural networks? Here’s my attempt at explaining what they are and how they work without resorting to too much complicated jargon or maths. I hope it helps.
jonayre.uk
January 10, 2026 at 4:14 PM
😲
January 9, 2026 at 7:26 AM
Let's not forget that for every man with a Glock, there's also a man (many in fact) who just loves photographing nature.

And that's why it's all worthwhile.

Happy New Year.
18 months ago I was photographing birds in a US national park when someone jumped out of a car in front of a dozen witnesses, put a Glock to my forehead, and demanded my camera.

This shot is from my first time out birding after that.

Living like this is a deliberate choice.
January 6, 2026 at 8:48 AM
Has anyone run doom on it yet?
January 6, 2026 at 7:56 AM
If everyone makes the same mistake in a language, the language is the problem.

If only we moved the software development profession forward with each new language rather than looping back to the beginning each time.
🐍 Python Mistakes Everyone Makes ❌
Day 11: Using += Thinking It Creates a New Object

Detailed Explanation: www.clcoding.com/2025/12/day-...
January 3, 2026 at 12:25 PM
Just one more "feature" of Python that ignores all the lessons learnt by the industry with previous languages.
January 2, 2026 at 9:30 AM
The more of these I see the more it feels like Python has forgotten all the lessons learnt with previous new languages.

The most important of these lessons being don't have features in the language that are bound to become common problems for new users of the language.
🐍 Python Mistakes Everyone Makes ❌
Day 9: Overwriting Built-in Names

Detailed Explanation: www.clcoding.com/2025/12/day-...
January 2, 2026 at 9:28 AM
Sometimes, if it's a mistake everyone makes, it's a mistake in the language syntax not the people
🐍 Python Mistakes Everyone Makes ❌
Day 8: Forgetting self in Class Methods

Detailed Explanation: www.clcoding.com/2025/12/day-...
December 31, 2025 at 3:48 PM
Ads.

Still the biggest revenue stream in town.
December 31, 2025 at 10:14 AM
Yeah, but who doesn't have a bit of "fexcectorn" about them?

Pass that through a RELU and see what happens.
December 31, 2025 at 10:04 AM
Still haven't got round to watching the second one, despite really enjoying the first one. I really need to catch up.
December 29, 2025 at 5:16 PM
Native Instruments Guitar Rig
December 28, 2025 at 1:31 PM
Is it slow, or is everything just really really big?

I guess it's all relative 😉
December 28, 2025 at 10:34 AM
Yup. This is I like to call the snow shovel effect.

You make rapid progress at first but you're building up a huge wall of snow in front of you. Pretty soon you grind to a halt and there's no easy way to get moving again.

We know how this goes because we've seen it so many times before.
Can't wait for the loosened up, non-perfect, but quickly shipped AI-enhanced updates to hit my banking and insurance services next year.

Im sure there will be no issues there at all.
December 27, 2025 at 8:07 AM
Blade Runner.
Keep Harrison Ford.
December 26, 2025 at 10:15 AM
Schrödi says Merry Christmas!
December 24, 2025 at 2:50 PM
Harsh... but fair.
December 24, 2025 at 1:58 PM
IMO conciousness is both binary and linear

Binary: A neural network (artificial or biological) either has the necessary architectural features for consiousness or it doesn't.

Linear: If it does, then the level of consciousness is related to the network size

LLMs do not have the necessary features
December 24, 2025 at 11:03 AM
Oh! (Another one for: Things I knew but hadn't really thought through the consequences of)
December 21, 2025 at 8:43 AM
Reposted by Jon Ayre
Space news is the best. Like, what do you mean there's a runaway supermassive black hole 10 million times bigger than the sun moving through space at 2 million miles per hour www.space.com/astronomy/bl...
James Webb Space Telescope confirms 1st 'runaway' supermassive black hole rocketing through 'Cosmic Owl' galaxies at 2.2 million mph: 'It boggles the mind!'
"The forces that are needed to dislodge such a massive black hole from its home are enormous."
www.space.com
December 19, 2025 at 4:40 AM
How is not the issue.
Why is the issue.

The correlation between contacts in a phone book and people followed on platforms like Bluesky isn't strong.

And more importantly, those contact numbers being shared belong to other people. It's not appropriate to share them without permission IMO.
December 18, 2025 at 2:27 PM
Ah. I see Bluesky found their revenue stream and, rather unimaginatively, it's you.
v1.112 is live!

We’re launching Find Friends, a contact import feature that helps you find people you know on Bluesky.

Try it! In the mobile app, go to Settings → Find friends from contacts.

Read how we took a more secure approach to this than other platforms: bsky.social/about/blog/1...
December 18, 2025 at 7:48 AM
Nothing.
Not because it's perfect.
Just because, why?
December 16, 2025 at 5:38 PM
"I am Connor MacLeod of the Clan MacLeod. I was born in 1518 in the village of Glenfinnan on the shores of Loch Shiel. And I am immortal!"
Natural compound found in dark chocolate and coffee is directly linked to slower aging
Dark chocolate contains theobromine, a compound that links to slower cell aging. People with higher levels showed younger biological ages.
www.earth.com
December 15, 2025 at 8:59 AM