Codetown ::: a software developer's community
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.
Check out the Codetown Jobs group.

Paulo Arruda discusses Shopify’s evolution in AI adoption, moving from simple chat tools to a sophisticated swarm of specialized agents. He explains the transition from massive "all-in-one" prompts to lean, narrow-focused agent microservices that slash task times from hours to minutes. He also shares a future-looking hypothesis on using filesystem-based adapters to solve context bloat.
By Paulo Arruda
Backlogs in distributed systems are arithmetic problems, not mysteries. This article provides practical formulas for calculating backlog drain time, sizing consumer headroom, and setting auto-scaling triggers. It covers key failure modes — retry amplification, metastable states, and cascading pipeline bottlenecks — plus when to shed load instead of draining.
By Rajesh Kumar Pandey
Grafana Labs has launched Pyroscope 2.0, a rearchitected open-source continuous profiling database. This version improves storage costs, query performance, and operational complexity. Key changes include single write paths for profiles, stateless query processing, and enhanced capabilities for profiling data. It supports the OpenTelemetry Protocol, aligning with current trends in observability.
By Matt Saunders
AWS announced that Amazon WorkSpaces can now serve as managed virtual desktops for AI agents in public preview. Agents authenticate through IAM and operate legacy applications via computer vision and input simulation without APIs. Reflex benchmarks show vision agents consume 45x more tokens than API agents.
By Steef-Jan Wiggers
Netflix’s Kasia Trapszo discusses the transition from writing code to scaling organizations. She shares lessons on building trust through technical clarity, aligning teams to solve the "right" problems, and using intentional documentation to scale your judgment. Learn how to move beyond individual output to create a lasting architectural legacy that empowers others to make better decisions.
By Kasia Trapszo
© 2026 Created by Michael Levin.
Powered by
Comment Wall (4 comments)
You need to be a member of Codetown to add comments!
Join Codetown
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