Codetown ::: a software developer's community
First of all, relax, I'm not announcing an exclusive executive swapmeet. The market for used cell phones has ramped up to a whopping $11 billion as of 2016[1]. That's a big number by itself, especially since the market scarcely existed just ten years ago. By comparison, everything sold in every category by everyone worldwide on Ebay, new or used, was $84 billion total in 2016[2].
Unless you are actually a senior exec and can offer your device, refurbished, to other…
ContinueAdded by Ismail Jones on May 15, 2017 at 8:36pm — No Comments
Mobile devices prove to be a setback for cross-platform software development, but I hope it will be a minor one. At present, Android totally dominates the mobile market both in terms of hardware and software volume. As well, mobile devices are overtaking desktops for overall usage as we speak. But Linux, as open-source-friendly as it is appears to be getting the rub from Google, so where are we?
As Google continues to grumble about not controlling the world, they're leaking…
ContinueAdded by Ismail Jones on May 14, 2017 at 9:24am — No Comments
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.

Agentic LLM systems have moved from linear prompt chains to graph-based workflows and, more recently, code-executing harnesses. Chains are simple but fragile, graphs add branching, retries, and validation, and code harnesses verify outputs through execution. The article advises validating model outputs and choosing the least complex design that meets reliability, speed, and cost needs.
By Karthik Ramgopal
Cloudflare has released Auto Router in public beta through AI Gateway, picking a model per request from a classifier that scores complexity, ambiguity, stakes and context dependence. Cloudflare’s own benchmark puts it ten points below Claude Opus 5.5 on success rate at a third of the cost, and practitioners have questioned how stakes survive a long agent session.
By Steef-Jan Wiggers
Microsoft announced version 2.0 of the official MCP C# SDK, which implements the 2026-07-28 revision of the Model Context Protocol with stateless HTTP servers by default, standardised routing headers and Multi Round-Trip Requests. Releases 2.1 to 2.3 have since added hybrid session serving, a subscriptions/listen handler and a series of discovery, OAuth and shutdown fixes.
By Edin Kapić
PHP released 8.5.12, 8.4.27, 8.3.36, and 8.2.35 to fix two critical vulnerabilities allowing unauthenticated remote code execution. Amazon recorded an exploitation attempt four days before the patches shipped, and operators spent the day working out whether they ran PHP, where to get the package, and how to tell it had landed.
By Steef-Jan Wiggers
Google and Meta open-sourced TorchTPU, a native PyTorch backend for Google's TPUs, at PyTorch Conference North America 2026, and Meta said it plans to move larger LLM workloads onto TPUs with it. AWS released TorchNeuron for Trainium the same week, while developers questioned TPU availability and where vendor lock-in now sits.
By Andrew Hoblitzell
© 2026 Created by Michael Levin.
Powered by