Codetown ::: a software developer's community
There's theory, fiction, and fantasy. . .and then there's real life. Life's lessons—successes and failures alike—have much to teach us. Since there is only so much that one person can experience in a…Continue
Started by Michael Levin Jun 10, 2016.
Brad wrote: I noticed that in the Florida Mall, there are a lot of kiosks and the sellers there want to sell their stuff.…Continue
Started by Michael Levin. Last reply by Michael Levin Oct 31, 2011.
Coincidently, I was reading an article about "Startup Weekend" when I received the email from Mike about demo city. http://startupweekend.org/ I would…Continue
Tags: startup, jobs, ideas, web2.0, web
Started by Tom Duerr. Last reply by Mario Talavera Mar 6, 2011.
Does your startup need an elegant web presence? It's amazing that some very simple websites…Continue
Tags: entrepreneurship, startups, startup
Started by Michael Levin. Last reply by Michael Levin Mar 1, 2011.
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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.

Anthropic has announced the general availability of Claude Platform on AWS, a new deployment option that gives AWS customers direct access to Anthropic’s native Claude platform using AWS authentication, billing, and monitoring services.
By Daniel Dominguez
Airbnb has redesigned its identity system to support privacy-first social features in Experiences. The platform introduces context-specific profiles that separate global user identity from externally visible profiles, preventing cross-context linkage. The migration leveraged automated auditing, manual validation, and AI-assisted refactoring to enforce correct identity usage across services.
By Leela Kumili
JEP 533, Structured Concurrency, has reached integrated status for JDK 27. It refines exception handling and type safety in its API, particularly focusing on exception flow with a new ExecutionException type. Changes include an updated Joiner interface and a new open overload for easier configuration. The steady evolution signals ongoing development as feedback shapes the API.
By A N M Bazlur Rahman
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
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