# better

Published articles for better.

This is one page of public article previews, not the complete archive. Follow Next page to continue. Summaries are not the original full articles.

## Cost-effective orchestration with Fable 5

DevFeed: [Cost-effective orchestration with Fable 5](<https://devfeed.tech/articles/cost-effective-orchestration-with-fable-5-30024.md>)

Original publisher: [Read original article](<https://www.augmentedswe.com/p/orchestration-with-fable-claude-code>)

Author: Jeff Morhous

Published: 2026-07-21T11:37:27Z

Content type: tutorial

Language: en

Sources: [The AI-Augmented Engineer](<https://devfeed.tech/sources/the-ai-augmented-engineer.md>)

Topics: [Fable](<https://devfeed.tech/topics/fable.md>), [Claude Code](<https://devfeed.tech/topics/claude-code.md>), [Orchestration](<https://devfeed.tech/topics/orchestration.md>)

Tags: [better](<https://devfeed.tech/tags/better.md>), [claude-code](<https://devfeed.tech/tags/claude-code.md>), [cost](<https://devfeed.tech/tags/cost.md>), [effective](<https://devfeed.tech/tags/effective.md>), [fable](<https://devfeed.tech/tags/fable.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [results](<https://devfeed.tech/tags/results.md>)

### AI overview

This tutorial presents Fable 5 in Claude Code as an orchestration approach and claims it can produce better results at lower cost. The supplied text does not provide implementation details or supporting measurements.

### Source excerpt

Fable 5 in Claude Code is effective. I'll show you how to use Fable as an orchestration to get better results at a fraction of the cost

## A guide to Transformer architecture in modern language models

DevFeed: [A guide to Transformer architecture in modern language models](<https://devfeed.tech/articles/a-deep-dive-into-the-transformer-architecture-33578.md>)

Original publisher: [Read original article](<https://blog.algomaster.io/p/transformer-architecture>)

Author: Ashish Pratap Singh

Published: 2026-05-14T04:15:11Z

Content type: tutorial

Language: en

Sources: [AlgoMaster Newsletter](<https://devfeed.tech/sources/algomaster-newsletter.md>)

Topics: [Transformer architecture](<https://devfeed.tech/topics/transformer-architecture.md>), [LLMs](<https://devfeed.tech/topics/llms.md>), [Transformer](<https://devfeed.tech/topics/transformer.md>)

Tags: [architecture-pattern](<https://devfeed.tech/tags/architecture-pattern.md>), [better](<https://devfeed.tech/tags/better.md>), [deep-dive](<https://devfeed.tech/tags/deep-dive.md>), [layer](<https://devfeed.tech/tags/layer.md>), [llms](<https://devfeed.tech/tags/llms.md>), [model](<https://devfeed.tech/tags/model.md>), [parallel](<https://devfeed.tech/tags/parallel.md>), [performance](<https://devfeed.tech/tags/performance.md>), [semantics](<https://devfeed.tech/tags/semantics.md>), [sequence](<https://devfeed.tech/tags/sequence.md>), [syntax](<https://devfeed.tech/tags/syntax.md>), [tokens](<https://devfeed.tech/tags/tokens.md>), [transformer-architecture](<https://devfeed.tech/tags/transformer-architecture.md>), [transformers](<https://devfeed.tech/tags/transformers.md>)

### AI overview

This tutorial explains the Transformer architecture, including its original encoder-decoder design for translation and the decoder-only variant used for modern language generation. It describes decoder components such as masked multi-head self-attention, feed-forward networks, layer normalization, and residual connections, and introduces the Pre-LayerNorm pattern.

### Source excerpt

A single 2017 research paper changed the future of AI forever and gave rise to multiple unicorn companies.

## Using WebAssembly to Build More Secure, Measurable Software

DevFeed: [Using WebAssembly to Build More Secure, Measurable Software](<https://devfeed.tech/articles/can-we-achieve-secure-and-measurable-software-using-wasm-15186.md>)

Original publisher: [Read original article](<https://www.fermyon.com/blog/can-we-achieve-secure-and-measurable-software-in-the-real-world>)

Author: The Fermyon Team

Published: 2024-04-02T12:00:00Z

Content type: opinion

Language: en

Sources: [Fermyon - Experience the next wave of cloud computing.](<https://devfeed.tech/sources/fermyon-experience-the-next-wave-of-cloud-computing.md>)

Topics: [Software](<https://devfeed.tech/topics/software.md>), [wasm](<https://devfeed.tech/topics/wasm.md>), [WebAssembly](<https://devfeed.tech/topics/web-assembly.md>)

Tags: [better](<https://devfeed.tech/tags/better.md>), [blocks](<https://devfeed.tech/tags/blocks.md>), [building](<https://devfeed.tech/tags/building.md>), [can](<https://devfeed.tech/tags/can.md>), [creators](<https://devfeed.tech/tags/creators.md>), [software](<https://devfeed.tech/tags/software.md>), [using](<https://devfeed.tech/tags/using.md>), [wasm](<https://devfeed.tech/tags/wasm.md>), [webassembly](<https://devfeed.tech/tags/webassembly.md>)

### AI overview

The article considers whether software creators can use WebAssembly to improve the security and measurability of software building blocks.

### Source excerpt

Can software creators use WebAssembly to better secure the building blocks of cyberspace?

## Things I love and hate about the state of software companies in 2024

DevFeed: [Things I love and hate about the state of software companies in 2024](<https://devfeed.tech/articles/things-i-love-and-hate-about-the-state-of-software-companies-in-2024-39950.md>)

Original publisher: [Read original article](<https://mende.io/blog/things-i-love-and-hate-about-the-state-of-software-companies-in-2024/>)

Author: tobi@techunicorn.builders (Tobias Mende)

Published: 2024-03-16T05:00:00Z

Content type: opinion

Language: en

Sources: [Tobias Mende](<https://devfeed.tech/sources/tobias-mende.md>)

Topics: [Agile](<https://devfeed.tech/topics/agile.md>), [Software](<https://devfeed.tech/topics/software.md>), [Self-organizing Team](<https://devfeed.tech/topics/self-organizing-team.md>), [systems](<https://devfeed.tech/topics/systems.md>)

Tags: [agile](<https://devfeed.tech/tags/agile.md>), [better](<https://devfeed.tech/tags/better.md>), [business-developer-experience-employee-happiness-high-purpose-environments-remote-work-self-ref](<https://devfeed.tech/tags/business-developer-experience-employee-happiness-high-purpose-environments-remote-work-self-ref.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [framework](<https://devfeed.tech/tags/framework.md>), [leadership](<https://devfeed.tech/tags/leadership.md>), [management](<https://devfeed.tech/tags/management.md>), [process](<https://devfeed.tech/tags/process.md>), [productivity](<https://devfeed.tech/tags/productivity.md>), [proxy](<https://devfeed.tech/tags/proxy.md>), [rant](<https://devfeed.tech/tags/rant.md>), [work](<https://devfeed.tech/tags/work.md>), [writing](<https://devfeed.tech/tags/writing.md>)

### AI overview

An opinionated critique of software companies in 2024, focusing on hierarchy, management practices, productivity measurement, return-to-office policies, team structures, deployment handovers, framework dependence, career competition, and product work that prioritizes busywork over value.

### Source excerpt

Things I love and hate about the state of software companies in 2024 Disclaimer: This started as a rant, not meant to be published. But sticking to my "New Year's resolution" to write about what triggers me most, I decided to publish it anyway. I wanted to publish it as a LinkedIn post, but it got too long. So here is the unshortened, unpolished and authentic original version of this document, most of which I wrote on my phone after waking up on a Sunday at 5:45am. 😬

## Material You supports efficient tablet and foldable experiences

DevFeed: [Material You supports efficient tablet and foldable experiences](<https://devfeed.tech/articles/better-design-for-bigger-screens-29301.md>)

Original publisher: [Read original article](<https://material.io/blog/material-you-large-screens>)

Published: 2023-04-29T13:00:00Z

Content type: article

Language: en

Sources: [Material.io - Material Design](<https://devfeed.tech/sources/material-io-material-design.md>)

Topics: [material-you](<https://devfeed.tech/topics/material-you.md>)

Tags: [beautiful](<https://devfeed.tech/tags/beautiful.md>), [better](<https://devfeed.tech/tags/better.md>), [design](<https://devfeed.tech/tags/design.md>), [material-you](<https://devfeed.tech/tags/material-you.md>)

### AI overview

This article explains how Material You supports efficient design for tablet and foldable experiences.

### Source excerpt

How Material You supports beautiful, efficient tablet and foldable experiences

## Fluent Multi-Environment Config for Craft CMS 4

DevFeed: [Fluent Multi-Environment Config for Craft CMS 4](<https://devfeed.tech/articles/fluent-multi-environment-config-for-craft-cms-4-31263.md>)

Original publisher: [Read original article](<https://nystudio107.com/blog/fluent-multi-environment-config-for-craft-cms-4>)

Author: andrew@nystudio107.com (Andrew Welch)

Published: 2022-07-26T04:00:00Z

Content type: tutorial

Language: en

Sources: [nystudio107 | Articles on modern web development.](<https://devfeed.tech/sources/nystudio107-articles-on-modern-web-development.md>)

Topics: [Content Management System](<https://devfeed.tech/topics/cms.md>), [data](<https://devfeed.tech/topics/data.md>)

Tags: [allows](<https://devfeed.tech/tags/allows.md>), [autocomplete](<https://devfeed.tech/tags/autocomplete.md>), [better](<https://devfeed.tech/tags/better.md>), [cms](<https://devfeed.tech/tags/cms.md>), [config](<https://devfeed.tech/tags/config.md>), [craft](<https://devfeed.tech/tags/craft.md>), [create](<https://devfeed.tech/tags/create.md>), [editor](<https://devfeed.tech/tags/editor.md>), [environment](<https://devfeed.tech/tags/environment.md>), [errors](<https://devfeed.tech/tags/errors.md>), [fewer](<https://devfeed.tech/tags/fewer.md>), [files](<https://devfeed.tech/tags/files.md>), [fluent](<https://devfeed.tech/tags/fluent.md>), [insights](<https://devfeed.tech/tags/insights.md>), [less](<https://devfeed.tech/tags/less.md>), [model](<https://devfeed.tech/tags/model.md>), [multi-environment](<https://devfeed.tech/tags/multi-environment.md>), [settings](<https://devfeed.tech/tags/settings.md>), [using](<https://devfeed.tech/tags/using.md>), [work](<https://devfeed.tech/tags/work.md>)

### AI overview

This tutorial explains how Craft CMS 4.2's optional fluent configuration interface improves multi-environment config files. It highlights autocomplete, inline documentation, and type-checking as ways to reduce lookup work and configuration errors.

### Source excerpt

Using the new fluent model config settings in Craft CMS 4.2 allows you to create better config files, with less work and fewer errors

## Converting your Android App to Jetpack

DevFeed: [Converting your Android App to Jetpack](<https://devfeed.tech/articles/converting-your-android-app-to-jetpack-41661.md>)

Original publisher: [Read original article](<http://mikewolfson.com/blog/2021/9/8/converting-your-android-app-tonbspjetpack>)

Author: Mike Wolfson

Published: 2021-09-08T15:44:14Z

Content type: article

Language: en

Sources: [My Big Appetite - Mike Wolfson](<https://devfeed.tech/sources/my-big-appetite-mike-wolfson.md>)

Topics: [Android](<https://devfeed.tech/topics/android.md>), [Jetpack](<https://devfeed.tech/topics/jetpack.md>), [Library](<https://devfeed.tech/topics/library.md>), [architecture-components](<https://devfeed.tech/topics/architecture-components.md>), [Developer experience](<https://devfeed.tech/topics/developer-experience.md>)

Tags: [android](<https://devfeed.tech/tags/android.md>), [android-framework](<https://devfeed.tech/tags/android-framework.md>), [android-jetpack](<https://devfeed.tech/tags/android-jetpack.md>), [androiddev](<https://devfeed.tech/tags/androiddev.md>), [architecture-components](<https://devfeed.tech/tags/architecture-components.md>), [better](<https://devfeed.tech/tags/better.md>), [developer-experience](<https://devfeed.tech/tags/developer-experience.md>), [jetpack](<https://devfeed.tech/tags/jetpack.md>), [library](<https://devfeed.tech/tags/library.md>), [version](<https://devfeed.tech/tags/version.md>), [versioning](<https://devfeed.tech/tags/versioning.md>)

### AI overview

This article explains Google's transition from the Android Support Libraries to Jetpack, also known as AndroidX. It describes Jetpack's purpose, the reasons for the namespace and versioning changes, the libraries included, and the need to migrate Android projects.

### Source excerpt

This Post was originally published to Medium on Nov 27, 2018 - 7 min read Converting your Android App to Jetpack Google has rebranded their support libraries to be named Jetpack (aka AndroidX). Developers will need to make changes to account for this. This article will explain what this means, and how to get started converting your project to use the new components. Jetpack to the future What is Jetpack? Android Jetpack is a set of libraries, tools and architectural guidance that is designed to make it easy to build Android apps. It is intended to provide common infrastructure code so the developer can focus on writing things that make an app unique. It is a large scope effort to improve developer experience and collect useful tools and frameworks into a cohesive unit. This quote from Alan Viverette (Android Framework team) is a good summary: "Jetpack is a larger-scoped effort to improve developer experience, but AndroidX forms the technical foundation. From a technical perspective, it's still the same libraries you'd have seen under Support Library and Architecture Components." Why? Why is Google going through all this trouble (and creating all this trouble for developers)? Create a consistent namespace (androidx.*) for the support libraries Support better semantic versioning for the artifacts (starting with 1.0.0). This enables them to be updated independently. Create a common umbrella to develop all support components under. It is important to mention -- this current version of AppCompat(v28.x) is the final release. The next versions of this code will use Jetpack exclusively. It is imperative that developers are aware, and make the switch early. This quote from Alan Viverette sums this up nicely: "There won't be a 29.0.0, so Android Q APIs will only be in AndroidX" What is in Jetpack? The answer: everything. Jetpack is a collection of many of the existing libraries we have been using forever (like AppCompat, Permissions, Notifications or Transitions) and the newer

## Custom Matrix Block Peer Validation Rules

DevFeed: [Custom Matrix Block Peer Validation Rules](<https://devfeed.tech/articles/custom-matrix-block-peer-validation-rules-31255.md>)

Original publisher: [Read original article](<https://nystudio107.com/blog/custom-matrix-block-validation-rules>)

Author: andrew@nystudio107.com (Andrew Welch)

Published: 2021-05-24T04:00:00Z

Content type: tutorial

Language: en

Sources: [nystudio107 | Articles on modern web development.](<https://devfeed.tech/sources/nystudio107-articles-on-modern-web-development.md>)

Topics: [Content Management System](<https://devfeed.tech/topics/cms.md>), [Website](<https://devfeed.tech/topics/website.md>)

Tags: [authoring](<https://devfeed.tech/tags/authoring.md>), [better](<https://devfeed.tech/tags/better.md>), [blocks](<https://devfeed.tech/tags/blocks.md>), [builder](<https://devfeed.tech/tags/builder.md>), [cms](<https://devfeed.tech/tags/cms.md>), [content](<https://devfeed.tech/tags/content.md>), [craft](<https://devfeed.tech/tags/craft.md>), [custom](<https://devfeed.tech/tags/custom.md>), [errors](<https://devfeed.tech/tags/errors.md>), [experience](<https://devfeed.tech/tags/experience.md>), [insights](<https://devfeed.tech/tags/insights.md>), [leverage](<https://devfeed.tech/tags/leverage.md>), [matrix](<https://devfeed.tech/tags/matrix.md>), [module](<https://devfeed.tech/tags/module.md>), [peer](<https://devfeed.tech/tags/peer.md>), [rules](<https://devfeed.tech/tags/rules.md>), [validation](<https://devfeed.tech/tags/validation.md>)

### AI overview

A tutorial on extending Craft CMS Matrix block content builders with custom peer validation rules. The example validates sundae blocks by limiting scoop and topping counts, requiring at least one scoop, and rejecting a specific flavor combination.

### Source excerpt

Leverage a Craft CMS module to add custom peer validation rules to your content builder Matrix blocks for a better content authoring experience

## Advanced Tips for Using the SEOmatic Craft CMS Plugin

DevFeed: [Advanced Tips for Using the SEOmatic Craft CMS Plugin](<https://devfeed.tech/articles/advanced-seomatic-tips-31309.md>)

Original publisher: [Read original article](<https://nystudio107.com/blog/tips-for-using-seomatic-effectively>)

Author: andrew@nystudio107.com (Andrew Welch)

Published: 2019-04-05T15:06:00Z

Content type: tutorial

Language: en

Sources: [nystudio107 | Articles on modern web development.](<https://devfeed.tech/sources/nystudio107-articles-on-modern-web-development.md>)

Topics: [Search engine optimization (SEO)](<https://devfeed.tech/topics/seo.md>), [Content Management System](<https://devfeed.tech/topics/cms.md>), [Website](<https://devfeed.tech/topics/website.md>)

Tags: [advanced](<https://devfeed.tech/tags/advanced.md>), [article](<https://devfeed.tech/tags/article.md>), [better](<https://devfeed.tech/tags/better.md>), [cms](<https://devfeed.tech/tags/cms.md>), [deep](<https://devfeed.tech/tags/deep.md>), [dive](<https://devfeed.tech/tags/dive.md>), [easier](<https://devfeed.tech/tags/easier.md>), [features](<https://devfeed.tech/tags/features.md>), [functionality](<https://devfeed.tech/tags/functionality.md>), [life](<https://devfeed.tech/tags/life.md>), [look](<https://devfeed.tech/tags/look.md>), [make](<https://devfeed.tech/tags/make.md>), [offers](<https://devfeed.tech/tags/offers.md>), [plugin](<https://devfeed.tech/tags/plugin.md>), [seo](<https://devfeed.tech/tags/seo.md>), [seomatic](<https://devfeed.tech/tags/seomatic.md>), [tips](<https://devfeed.tech/tags/tips.md>)

### AI overview

This tutorial presents advanced tips for using the SEOmatic plugin with Craft CMS 3. It explains how to override SEOmatic configuration files in a Craft config directory and discusses sharing metadata across routes, including custom-router and Google AMP scenarios.

### Source excerpt

SEOmatic is a plugin that offers deep functionality. In this article, we dive in to look at some of the more advanced features that will make your life easier, and your SEO better.

## Creating a Content Builder in Craft CMS

DevFeed: [Creating a Content Builder in Craft CMS](<https://devfeed.tech/articles/creating-a-content-builder-in-craft-cms-31250.md>)

Original publisher: [Read original article](<https://nystudio107.com/blog/creating-a-content-builder-in-craft-cms>)

Author: andrew@nystudio107.com (Andrew Welch)

Published: 2017-01-16T18:59:00Z

Content type: tutorial

Language: en

Sources: [nystudio107 | Articles on modern web development.](<https://devfeed.tech/sources/nystudio107-articles-on-modern-web-development.md>)

Topics: [Content Management System](<https://devfeed.tech/topics/cms.md>), [Matrix](<https://devfeed.tech/topics/matrix-org.md>), [Front end](<https://devfeed.tech/topics/frontend.md>), [User experience (UX)](<https://devfeed.tech/topics/ux.md>), [Website](<https://devfeed.tech/topics/website.md>)

Tags: [article](<https://devfeed.tech/tags/article.md>), [authoring](<https://devfeed.tech/tags/authoring.md>), [better](<https://devfeed.tech/tags/better.md>), [block](<https://devfeed.tech/tags/block.md>), [blocks](<https://devfeed.tech/tags/blocks.md>), [builder](<https://devfeed.tech/tags/builder.md>), [client](<https://devfeed.tech/tags/client.md>), [cms](<https://devfeed.tech/tags/cms.md>), [content](<https://devfeed.tech/tags/content.md>), [create](<https://devfeed.tech/tags/create.md>), [field](<https://devfeed.tech/tags/field.md>), [frontend](<https://devfeed.tech/tags/frontend.md>), [giving](<https://devfeed.tech/tags/giving.md>), [insights](<https://devfeed.tech/tags/insights.md>), [just](<https://devfeed.tech/tags/just.md>), [matrix](<https://devfeed.tech/tags/matrix.md>), [rich](<https://devfeed.tech/tags/rich.md>), [text](<https://devfeed.tech/tags/text.md>), [using](<https://devfeed.tech/tags/using.md>)

### AI overview

This tutorial explains how to use Craft CMS's Matrix Block to build a structured content builder for clients. It argues that constrained block-based authoring can provide a better experience than an unrestricted Rich Text field.

### Source excerpt

Using the Matrix block to create a "content builder" for your client is much better than just giving them a Rich Text field

## A Better package.json for the Frontend

DevFeed: [A Better package.json for the Frontend](<https://devfeed.tech/articles/a-better-package-json-for-the-frontend-31231.md>)

Original publisher: [Read original article](<https://nystudio107.com/blog/a-better-package-json-for-the-frontend>)

Author: andrew@nystudio107.com (Andrew Welch)

Published: 2016-12-23T19:46:00Z

Content type: tutorial

Language: en

Sources: [nystudio107 | Articles on modern web development.](<https://devfeed.tech/sources/nystudio107-articles-on-modern-web-development.md>)

Topics: [frontend development](<https://devfeed.tech/topics/frontend-development.md>), [Package manager](<https://devfeed.tech/topics/package-manager.md>), [npm](<https://devfeed.tech/topics/npm.md>), [Yarn](<https://devfeed.tech/topics/yarn.md>), [Gulp](<https://devfeed.tech/topics/gulp.md>)

Tags: [better](<https://devfeed.tech/tags/better.md>), [consider](<https://devfeed.tech/tags/consider.md>), [days](<https://devfeed.tech/tags/days.md>), [frontend](<https://devfeed.tech/tags/frontend.md>), [frontend-development](<https://devfeed.tech/tags/frontend-development.md>), [gulp](<https://devfeed.tech/tags/gulp.md>), [here-s](<https://devfeed.tech/tags/here-s.md>), [insights](<https://devfeed.tech/tags/insights.md>), [like](<https://devfeed.tech/tags/like.md>), [mandatory](<https://devfeed.tech/tags/mandatory.md>), [node-js](<https://devfeed.tech/tags/node-js.md>), [npm](<https://devfeed.tech/tags/npm.md>), [npm-packages](<https://devfeed.tech/tags/npm-packages.md>), [package-json](<https://devfeed.tech/tags/package-json.md>), [setup](<https://devfeed.tech/tags/setup.md>), [tools](<https://devfeed.tech/tags/tools.md>), [webdev](<https://devfeed.tech/tags/webdev.md>), [webpack](<https://devfeed.tech/tags/webpack.md>), [workflow](<https://devfeed.tech/tags/workflow.md>)

### AI overview

This article explains how to use package.json as a centralized manifest for a website's frontend packages and workflow tooling. It discusses replacing Bower with npm, and notes that Yarn can manage the same registry with deterministic installs through yarn.lock.

### Source excerpt

Frontend workflow tools like gulp are almost mandatory for webdev these days; here's what I consider to be a better package.json setup

## Weak Learning, Boosting, and the AdaBoost algorithm

DevFeed: [Weak Learning, Boosting, and the AdaBoost algorithm](<https://devfeed.tech/articles/weak-learning-boosting-and-the-adaboost-algorithm-40383.md>)

Original publisher: [Read original article](<https://www.jeremykun.com/2015/05/18/boosting-census/>)

Published: 2015-05-18T09:00:00Z

Content type: tutorial

Language: en

Sources: [Jeremy Kun](<https://devfeed.tech/sources/jeremy-kun.md>)

Topics: [Algorithm](<https://devfeed.tech/topics/algorithm.md>), [Learning](<https://devfeed.tech/topics/learning.md>)

Tags: [algorithm](<https://devfeed.tech/tags/algorithm.md>), [better](<https://devfeed.tech/tags/better.md>), [boosting](<https://devfeed.tech/tags/boosting.md>), [classification](<https://devfeed.tech/tags/classification.md>), [distribution](<https://devfeed.tech/tags/distribution.md>), [efficiently](<https://devfeed.tech/tags/efficiently.md>), [function](<https://devfeed.tech/tags/function.md>), [learner](<https://devfeed.tech/tags/learner.md>), [learning](<https://devfeed.tech/tags/learning.md>), [models](<https://devfeed.tech/tags/models.md>), [number](<https://devfeed.tech/tags/number.md>), [pac-learning](<https://devfeed.tech/tags/pac-learning.md>), [re](<https://devfeed.tech/tags/re.md>), [runtime](<https://devfeed.tech/tags/runtime.md>)

### AI overview

This article introduces learning models in the context of Probably Approximately Correct (PAC) learning and compares the usual PAC model with weak PAC learning. It explains that weak learning requires accuracy only slightly better than random guessing and states that weak and strong learning are equivalent.

### Source excerpt

When addressing the question of what it means for an algorithm to learn, one can imagine many different models, and there are quite a few. This invariably raises the question of which models are "the same" and which are "different," along with a precise description of how we're comparing models. We've seen one learning model so far, called Probably Approximately Correct (PAC), which espouses the following answer to the learning question:

## Tips for optimizing CakePHP applications to improve response times and reduce costs

DevFeed: [Tips for optimizing CakePHP applications to improve response times and reduce costs](<https://devfeed.tech/articles/some-cakephp-optimizations-29142.md>)

Original publisher: [Read original article](<http://tech.zumba.com/2012/11/05/cakephp-optimizations//>)

Author: Juan Basso (juan.basso@zumba.com)

Published: 2012-11-05T00:00:00Z

Content type: tutorial

Language: en

Sources: [Zumba](<https://devfeed.tech/sources/zumba.md>)

Topics: [optimize](<https://devfeed.tech/topics/optimize.md>), [save](<https://devfeed.tech/topics/save.md>)

Tags: [applications](<https://devfeed.tech/tags/applications.md>), [better](<https://devfeed.tech/tags/better.md>), [money](<https://devfeed.tech/tags/money.md>), [optimize](<https://devfeed.tech/tags/optimize.md>), [save](<https://devfeed.tech/tags/save.md>), [times](<https://devfeed.tech/tags/times.md>), [tips](<https://devfeed.tech/tags/tips.md>)

### AI overview

The article offers tips for optimizing CakePHP applications to improve response times and reduce costs.

### Source excerpt

Few tips in how optimize CakePHP applications to get better response times and save money