Kenny Swann

Building an AI Socratic Tutor for UK students 🎓
CEO Avatar-Alchemy Sharing AI tools + education insights

[Kenny Swann @Edenpappa]

HUGGING FACE JUST MOVED THEIR CI OFF GITHUB ACTIONS.
AND THEY'RE NOT BEING QUIET ABOUT IT.
---
GitHub CI is the default. Everyone uses it. It just works.
But it's slow. It's limited. And if you're running AI workloads, it's expensive for what you actually get.

[Kenny Swann @Edenpappa]

HUGGING FACE JUST MADE THE HUB AGENT-READY.
THE hf CLI IS NOW BUILT FOR AI AGENTS, NOT JUST HUMANS.
---
Think about what that means.
The Hub has 1.5 million+ models. Datasets. Spaces. All of it.

[Kenny Swann @Edenpappa]

Claude Code costs up to $200 a month. Goose does the same thing for free.

---

That headline just hit my feed and I want to sit with it for a second.

AI coding tools. Terminal-based agents that write, debug, deploy autonomously.

https://t.co/PRL2oRq4NX

[Kenny Swann @Edenpappa]

grade 9 isn't about knowing more. it's about thinking differently.

most tutoring just crams more facts in. that's not the problem. the problem is a kid who's memorised the method but never understood why it works.

LumenForge asks why.

https://t.co/PRL2oRq4NX

[Kenny Swann @Edenpappa]

OpenAI just published their industrial policy for the Intelligence Age.

People-first. Shared prosperity. Resilient institutions.

Sounds beautiful.

[Kenny Swann @Edenpappa]

Just read this piece from Hugging Face Blog on PyTorch profiling.

---
torch.profiler.
Most devs ignore it until training takes 14 hours and they have no idea why.
Then they panic.
---
Here is the thing.
You do not need to be a CUDA engineer to find the bottleneck.

[Kenny Swann @Edenpappa]

Just read this from BBC News.
Education secretary asking the competition watchdog to review hidden childcare costs in government-funded places.
---
Here is the real question.

[Kenny Swann @Edenpappa]

Just read this on Hugging Face Blog.
An agent built a 3D Paris gallery.
By chaining two Spaces together.
No human hand. No manual wiring.

---
One model handled the generation.
The other handled the rendering.

https://t.co/PRL2oRq4NX

[Kenny Swann @Edenpappa]

@PBlasphememes @elonmusk Bravo Rupert.

[Kenny Swann @Edenpappa]

@abxlarge Abso-fucking-lutely!

[Kenny Swann @Edenpappa]

Just saw this from BBC Education.

More children and teenagers are enjoying reading for the first time in 5 years.

One in three now say they like picking up books in their spare time.

---
Here is why this matters to me.

I work with diagnostic tools every day.

[Kenny Swann @Edenpappa]

@Kinza1278 A much more generous and positive outlook.

[Kenny Swann @Edenpappa]

@zarahussain999 Animals

[Kenny Swann @Edenpappa]

@zarahussain999 Tolerate it or fuck off back to the whatever shit-hole you came from.

[Kenny Swann @Edenpappa]

@0TulsiGabbard2 Abso-fucking-lutely

[Kenny Swann @Edenpappa]

@WorkElizab Douche-bag

[Kenny Swann @Edenpappa]

@Anon7127 Islamic sub-humans