Codetown
Codetown ::: a software developer's community
Gifts Received
MC Bentley has not received any gifts yet
MC Bentley's Page
Profile Information
- How did you hear about Codetown?
- Owner!
- What are your main interests in software development?
- Learning more about Java and web development- I'm new to IT
- Do you have a website?
- http://www.linkedin.com/pub/mary-catherine-bentley/96/835/36a
- Anything else you'd like to add? Where do you live? (optional!)
- I live in Winter Park and I am new to IT- looking to network with everyone!
Happy 10th year, JCertif!
Notes
Welcome to Codetown!
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.
Looking for Jobs or Staff?
Check out the Codetown Jobs group.
InfoQ Reading List
GitHub Acknowledges Recent Outages, Cites Scaling Challenges and Architectural Weaknesses
GitHub has publicly addressed a series of recent availability and performance issues that disrupted services across its platform, attributing the incidents to rapid growth, architectural coupling, and limitations in handling system load.
By Craig RisiPresentation: Dynamic Moments: Weaving LLMs into Deep Personalization at DoorDash
Sudeep Das and Pradeep Muthukrishnan explain the shift from static merchandising to dynamic, moment-aware personalization at DoorDash. They share how LLMs generate natural-language "consumer profiles" and content blueprints, while traditional deep learning handles last-mile ranking. This hybrid approach allows the platform to adapt to short-lived user intent and massive catalog abundance.
By Sudeep Das, Pradeep MuthukrishnanArticle: Redesigning Banking PDF Table Extraction: A Layered Approach with Java
PDF table extraction often looks easy until it fails in production. Real bank statements can be messy, with scanned pages, shifting layouts, merged cells, and wrapped rows that break standard Java parsers. This article shares how we redesigned the approach using stream parsing, lattice/OCR, validation, scoring, and selective ML to make extraction more reliable in real banking systems.
By Mehuli MukherjeeCloudflare Introduces Project Think: A Durable Runtime for AI Agents
Cloudflare's Project Think introduces a new framework for AI agents, shifting from stateless orchestration to a durable actor-based infrastructure. It features a kernel-like runtime enabling agents to manage memory and run code securely. Innovations include Fibers for checkpointing progress and a Session API for relational conversations, enhancing agent efficiency and resilience.
By Patrick FarryDesigning Memory for AI Agents: Inside Linkedin’s Cognitive Memory Agent
LinkedIn introduces Cognitive Memory Agent (CMA), generative AI infrastructure layer enabling stateful, context-aware systems. It provides persistent memory across episodic, semantic, and procedural layers, supporting multi-agent coordination, retrieval, and lifecycle management. CMA addresses LLM statelessness and enables production-grade personalization and long-term context in AI applications.
By Leela Kumili
© 2026 Created by Michael Levin.
Powered by
Comment Wall (1 comment)
You need to be a member of Codetown to add comments!
Join Codetown
Hi MC and welcome to Codetown! Here's what you get: a page (this page!), a place to blog, post photos, videos, and a bunch of interest groups you surf to. Everything is free except advertising. You can friend people on Codetown and send PM's. There's chat, too. So, if you see someone you know online, you can chat with them. The OrlandoJUG meets every 4th Thursday in various places including the wonderful DeVry on Millennia Blvd, the ultra cool Canvs on Church Street and sometimes at Eden Bar just down the road from us in Winter Park. I'll be at www.Solidcon.com next week when OJUG meets. Enjoy Codetown, have fun at Veredus and you're in the right place to learn a lot right here. All the best, Michael