Codetown ::: a software developer's community
Nick Donald has not received any gifts yet
Codetown is a social network. It's got blogs, forums, groups, personal pages and more! You might think of Codetown as a funky camper van with lots of compartments for your stuff and a great multimedia system, too! Best of all, Codetown has room for all of your friends.
Created by Michael Levin Dec 18, 2008 at 6:56pm. Last updated by Michael Levin May 4, 2018.
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Mallika Rao discusses the hidden risk of evaluation debt in production AI systems, drawing on her experience at Twitter, Walmart, and Netflix. She explains why traditional metrics fail modern architectures, breaks down a five-layer evaluation stack spanning infrastructure and UX, and shares a diagnostic maturity model to help engineering leaders eliminate silent semantic failures.
By Mallika Rao
The Cloud Native Computing Foundation has highlighted a new AI-assisted migration approach that enabled engineers to migrate 60 ingress-nginx resources to Higress in roughly 30 minutes, demonstrating how artificial intelligence is increasingly being applied to modernize Kubernetes networking and gateway infrastructure.
By Craig Risi
GitHub reports cutting token costs in agentic CI workflows by up to 62% by pruning unused MCP tools, swapping some MCP calls for gh CLI, and running daily “auditor” and “optimizer” agents. A token-usage.jsonl artefact and an Effective Tokens metric help track spend across models and spot regressions.
By Mark Silvester
Trisha Ballakur discusses her journey from a backend software engineer to CTO and CEO, using her startup Pointz as a case study. She explains how to implement bottom-up customer discovery to find product-market fit, effectively delegate to global contractors to reduce build times, customize open-source repos like Valhalla, and apply engineering test-case models to business development.
By Trisha Ballakur
AI bias mirrors human bias; both stem from our language and lived experiences. Ethics and AI are inseparable, but AI changes affordances, making harmful actions easier to carry out. The EU regulations apply to AI, since digital products are products. The ultimate goal is accountability: companies must ensure transparency, and laws should favor using the simplest AI that gets the job done.
By Ben Linders
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Good luck in Orlando!
Nick, Congrats on putting up the most readable, down to earth, factual profile I've come across to date. "Semi professional", regarding the profile photo, is a nicely humble remark you threw out about yourself and I must say, we're not in a glamour contest here (on earth ;-), at least most of us. You've got some very admirable skills under your belt and I suspect you've had some fun in the process.
I'm sure you don't know how superior James Ward's presentation will be at the upcoming GatorJUG. You'll be pleasantly surprised. It's going to be a world class talk, and I know because I have known and respected James for many years. To be honest, I think it's a pity more people don't come out to these presentations because I bring in some sharp speakers. I benefit personally, and it's nice that I get some tech savvy "for free" out of this. But, you might let people know that this is an opportunity to learn from true professionals, and it's a shame for anyone interested in software dev to miss it. Like, what I mean is tell your friends!
Looking forward to meeting you. The food's going to be good, too. Hand crafted stuff....stay tuned - you'll see! All the best, Mike