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Jack Pines 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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Congrats, Jack! I bet you have some great stories to tell about your company being acquired by Microsoft. Microsoft has changed so much. Now, they're involved in open source. And, how about the free upgrade to Windows 10! Puget Sound must be a wonderful area to live. I see you're involved in theater. Would you consider giving a video talk and posting it on YouTube with a link here?
Nice site, By the way! http://www.jackpines.info/
Chris Schaefer is the new JUG leader in Sarasota and he's a nice guy who knows his stuff, especially about Spring. Plus, he's a brewmaster. Look forward to lots of good times.
Hi Jack, Glad you could join us. OJUG meets every 4th Th except this month. I'll put meeting announcements in the Codetown Events section. BTW, tonight is a fun event to take the place of this month's local meeting - a beer and meetup night in Sarasota.
Life's better without braces,
Mike