Codetown ::: a software developer's community
On President Obama’s first full day in office, he called for recommendations to make the Federal Government more transparent, participatory, and collaborative. Through the Open Government Initiative, the U.S. Government recently made available a rich variety of Federal datasets via Data.gov with the specified purpose of increasing public access to high value, machine readable datasets
generated by the Federal Government.
As part of First Lady Michelle Obama's Let's Move initiative, the USDA's Food, Nutrition, and Consumer Services recently launched a
multi-phased challenge called the Innovations for Health. The first part of this, the Apps for Healthy Kids competition, is a call to American entrepreneurs, software developers, and students to use the recently released USDA Nutrition Dataset
to create innovative, fun, and engaging applications and games that
encourage children directly or through their parents to make more
nutritious food choices and to be more physically active.
Subsequent parts of Innovations for Health will include producing motivating public service announcements (PSAs) (Video Challenge) and creating healthful recipes to be used in schools (Recipe Challenge). Details of these will be announced at a later date.
For more on the Apps for Healthy Kids challenge, click here.
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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.
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Sergii Gorbachov shares how his team at Slack saved thousands of hours by using an innovative hybrid approach combining AST and LLM to tackle a complex migration from Enzyme to React Testing Library. He explains the challenges of this widespread problem, detailing how they built a pipeline that modeled human problem-solving to successfully automate the migration.
By Sergii GorbachovLinkedIn has detailed its re-architected edge-building system, an evolution designed to support diverse inference workflows for delivering fresher and more personalized recommendations to members worldwide. The new architecture addresses growing demands for real-time scalability, cost efficiency, and flexibility across its global platform.
By Leela KumiliDeepSeek has released version V3.1 of its large language model, introducing a hybrid architecture that combines thinking and non-thinking modes in a single system.
By Daniel DominguezBuilding a successful Internal Developer Platform (IDP) requires balancing standardization with developer autonomy. The panelists discuss the core components of modern platforms, the role of platform teams, and strategies for driving adoption across diverse teams. They also share key patterns, anti-patterns, and lessons learned.
By Cat Morris, Martin Reynolds, Mike Fielder, Boyan Dimitrov, Renato LosioLarge language models excel at converting observability telemetry into clear summaries but struggle with accurate root cause analysis in distributed systems. LLMs often hallucinate explanations and confuse symptoms with causes. This article suggests how causal reasoning models with Bayesian inference offer more reliable incident diagnosis.
By Dhairya Dalal
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