the sustainable angle is what sold me on smaller models before efficiency was fashionable. in applied ML most of my wins came from feature engineering and a right-sized model, not scale. the failure mode is reaching for GenAI when a linear model would ship faster.
Charles Humble
@charleshumble.bsky.social
Techie, podcaster, editor, author and consultant, 1/2 of Twofish. I'd rather be making music. Work: https://www.conissaunce.com Music: http://www.twofish-music.com
Does every problem really need GenAI? @charleshumble.bsky.social makes the case for smaller models, smarter engineering, and sustainable AI in this excellent @yowconf.bsky.social talk. Watch here: youtu.be/5rFuv4SK7OY?...
Green AI: Making Machine Learning Environmentally Sustainable • Charles Humble • YOW! 2025
YouTube video by GOTO Conferences
youtu.be
It took 7 years of self-funded work, but Sonic Pi is finally at a place I'm happy with. It's even easier than beginners and even more powerful for pro users - and just way more polished in every way. It's also a (friendly) technical trojan horse for SuperSonic. www.patreon.com/samaaron/pos...
Sonic Pi v5 Release Candidate 1 | Sam Aaron
Hey there, happy Friday and huge love to you wherever you are in the world. Today, it's time to open the vaults and let loose something that
patreon.com
If I were in government I'd be scoping an announcement to have solar, batteries and air conditioning (heating and cooling) in every school and hospital by 2030
"Platform engineering is not IaC" @abangser.bsky.social & @charleshumble.bsky.social on the biggest misconception killing platform efforts, why AI makes a mature platform non-negotiable & the question that reveals whether your team is treating platforms as a product. 👇 youtu.be/Xsd02ebVv4w?...
State of the Art of Platform Engineering • Abby Bangser & Charles Humble • GOTO 2026
YouTube video by GOTO Conferences
youtu.be
"We added #PlatformTeams, automated infrastructure, all the right stuff — and somehow got slower." Elisabeth Hendrickson & Joel Tosi explain exactly why that happens, and what to do about it — using #SystemsThinking tools most devs have never touched. GOTO Book Club 👇 youtu.be/8tNtZMm3Hyc?...
Signals & Levers • Elisabeth Hendrickson, Joel Tosi & Charles Humble • GOTO 2026
YouTube video by GOTO Conferences
youtu.be
I just invented a new job title. The DevOops engineer!
A beautiful evocation of all that is pure and good about writing. Thanks to @charleshumble.bsky.social for sharing this in his newsletter. Alongside the Brazil and cricket themes, it really couldn't have been any better! #writingcommunity #booksky www.theguardian.com/us-news/ng-i...
I knew my writing students were using AI. Their confessions led to a powerful teaching moment | Micah Nathan
The problem wasn’t just the perfectly polished, yet mediocre prose. It’s what’s lost when we surrender the struggle to translate thought into words
theguardian.com
OpenStack was simple – everyone adopted it. Then it became unmanageable. #Kubernetes followed the exact same arc. @jakewarner.com saw it coming & built Cycle.io as an escape hatch. He & @charleshumble.bsky.social talk #SovereignCloud & the geopolitics of infrastructure. 👇 youtu.be/ajX56E4G5qk?...
Sovereign Cloud: Who Really Owns Your Infrastructure? • Jake Warner & Charles Humble • GOTO 2026
YouTube video by GOTO Conferences
youtu.be
In my latest piece for LeadDev, I argue that if we don't start valuing stewardship over sheer output, we're going to drown in our own automated technical debt. #OpenSource #SoftwareEngineering #GenerativeAI #SoftwareQuality #TechLeadership leaddev.com/software-qua...
AI-generated abandonware is hollowing out open source
When everyone can build, the scarce resource becomes maintainers.
leaddev.com
GitHub argues that its problems are caused by unprecedented scaling demands caused by AI, but I’m not convinced. I think they might be more down to poor engineering combined with conflicting priorities at Microsoft. Also my irony meter just exploded.
New from @charleshumble.bsky.social: leaddev.com/software-qua... "If we take Fedorov’s argument that the problem is one of rapid scaling caused by AI, it’s hard to ignore the irony [...] It is now buckling under the weight of the automated, AI-generated activity that followed."
New from @charleshumble.bsky.social: leaddev.com/software-qua... "If we take Fedorov’s argument that the problem is one of rapid scaling caused by AI, it’s hard to ignore the irony [...] It is now buckling under the weight of the automated, AI-generated activity that followed."
What’s gone wrong at GitHub?
For most of its life, GitHub has been remarkably reliable. Then, somewhere in the last year or so, that stopped being the case. What happened?
leaddev.com
Former UK prime minister John Major on climate change: "Some people deny [it]. I don't know what planet they are living on…It's a cop out" via @bbcnewsnight.bsky.social
This is the most specific job I have ever seen sharing it on the off chance one of you know someone who: - Is UK based - Looking for flexible, part time work - Has an academic/research background - Wants to build a research grants program - Loves hedgehogs 🦔🦔🦔
Research Manager | British Hedgehog Preservation Society (BHPS) | Ecology Jobs
Location: Hybrid – Shropshire office, mostly remoteSalary: £30,000 – £40,000 pro rata (depending on experience)Contract: Permanent, 2–3 days per weekClosing date: 13 July 2026 Make a difference for one of the UK’s most loved species The British Hedgehog Preservation Society (BHPS) is a UK charity dedicated to protecting and conserving native hedgehogs. Through research, advocacy,
ecologyjobs.co.uk
i’ve worked in tech more than 20 years. it has never been more ridiculous.
AI makes code cheap to write. Verifying it is now the hard, expensive, human part — and the "prompt and review" model risks burning out the very engineers we need to catch what AI gets wrong. My latest for @leaddev.com leaddev.com/ai/shipping-...
Shipping faster, thinking less? The AI code verification trap
As AI floods codebases with machine-generated output, the AI verification trap emerges to test the resolve of modern developers.
leaddev.com
If anyone in my network needs an exceptional UX person — and I mean genuinely the best I've ever worked with — please DM me.
.@hannahfoxwell.net talks #Kubernetes at the Edge with @charleshumble.bsky.social – from farm drones to stroke care AI, sustainability, and why the tech industry must do better. #EdgeComputing youtu.be/zOP_Dtwo1gs?...
Kubernetes at the Edge • Charles Humble & Hannah Foxwell • GOTO 2026
YouTube video by GOTO Conferences
youtu.be
Computers made from living neurons? #GOTOpodcas: @charleshumble.bsky.social speaks with Ewelina Kurtys about the emerging field of biological computing. It’s a fascinating look at a possible next chapter. Give it a listen 🎧 gotopia.tech/podcast
Thanks, @charleshumble.bsky.social, for this great and open conversation. A real pleasure to discuss what @microcks.io is about and how it helps enterprises improve their API and cloud native application development. 👉 thenewstack.io/risk-mitigat...
Before you let AI agents loose, you’d better know what they’re capable of
Learn how to manage agentic AI risk through systems thinking, contract testing, and sandboxes to ensure autonomous systems stay predictable.
thenewstack.io
18% of the Fridays this year have been Friday the 13ths which honestly seems very on brand for 2026
NEW TECH PODCAST ALERT! Asynchronous & Unreliable In 2026 I'll be hosting Asynchronous & Unreliable, a new podcast on the most interesting concepts driving modern tech including but not limited to AI - because ChatGPT and pals are not the only things going on in technology
I am booking flights on Norwegian. All together now... www.youtube.com/watch?v=uVAS...
Fascinating Aida - Cheap Flights
YouTube video by Fascinating Aïda
youtube.com
Commentary: Anyone Else Have Those Weird Dreams Where Sobbing Future Generations Beg You To Change Course?
Anyone Else Have Those Weird Dreams Where Sobbing Future Generations Beg You To Change Course?
The human subconscious is such an interesting thing. No matter how much you think you’ve got it figured out, it’ll always spit out the most random stuff. Take me, for example. After coming home from a...
bit.ly
The XZ Utils aftermath: Inside the mission to stop the next global backdoor before it starts buff.ly/mnIBYBe
The XZ Utils aftermath: Inside the mission to stop the next global backdoor before it starts
Learn how Commonhaus Foundation protects solo open source maintainers from burnout and security risks like XZ Utils through low-touch, agile governance.
buff.ly
Who takes care of the people who take care of open source? For @commonhaus.org's 2nd birthday, I revisited the foundation for @thenewstack.io. [1/3]
Learn how Commonhaus Foundation protects solo open source maintainers from burnout and security risks like XZ Utils through low-touch, agile governance.
The XZ Utils aftermath: Inside the mission to stop the next global backdoor before it starts
Learn how Commonhaus Foundation protects solo open source maintainers from burnout and security risks like XZ Utils through low-touch, agile governance.
bit.ly