menu
techminis

A naukri.com initiative

google-web-stories
Home

>

Programming News

Programming News

source image

Unite

2w

read

405

img
dot

Image Credit: Unite

Guide to Understanding, Building, and Optimizing API-Calling Agents

  • API-calling agents are AI tools that leverage Large Language Models (LLMs) to interact with software systems via APIs, transforming them into useful intermediaries.
  • Companies use API-calling agents in consumer applications, enterprise workflows, and data retrieval and analysis to automate tasks and enhance efficiency.
  • The article focuses on understanding, building, and optimizing API-calling agents using an engineering-centric approach.
  • Key definitions include API, Agent, API-Calling Agent, and MCP (Model Context Protocol) for effective development of AI agents.
  • The core task of an API-calling agent involves translating natural language into precise API actions, requiring intent recognition and parameter extraction.
  • Architecting the solution involves defining tools for the agent, using Model Context Protocol (MCP), and selecting agent frameworks for implementation.
  • Engineering for reliability and performance necessitates creating high-quality datasets, validating datasets, and optimizing agent prompts and logic.
  • A systematic workflow is recommended for developing effective API agents, including clear API definitions, standardizing tool access, implementation, dataset creation, and optimization.
  • The article provides an illustrative example of the workflow, highlighting steps from API definitions to agent implementation and dataset curation for evaluation.
  • By integrating structured API definitions, standardized tool protocols, meticulous data practices, and systematic optimizations, engineering teams can enhance their API-calling AI agents.

Read Full Article

like

24 Likes

source image

Javacodegeeks

2w

read

135

img
dot

Image Credit: Javacodegeeks

Running LLMs Locally: Using Ollama, LM Studio, and HuggingFace on a Budget

  • Running LLMs locally using tools like Ollama, LM Studio, and HuggingFace has become more accessible on consumer-grade hardware.
  • Benefits of running LLMs locally include privacy, cost savings, customization, and offline access, making it ideal for developers, researchers, and businesses.
  • Options for running LLMs locally include Ollama for simple setup, LM Studio for GUI interface, and HuggingFace Transformers for flexibility for Python developers.
  • Hardware requirements, quantization tips, fine-tuning guide with QLoRA, and performance benchmarks for models like Mistral, LLaMA 3, and Gemma are covered in the guide.

Read Full Article

like

8 Likes

source image

The Pragmatic Engineer

2w

read

321

img
dot

Image Credit: The Pragmatic Engineer

Real-world engineering challenges: building Cursor

  • Cursor, an AI-powered IDE by Anysphere, has gained popularity among engineers and recently raised $900M in a Series C round, valuing the company at $9.9B.
  • Anysphere's Cursor is used by over half of the top 500 tech companies on the Fortune 500.
  • The latest major release, Cursor 1.0, includes AI code review, background agents, and memory support for past chats.
  • Cursor's tech stack includes TypeScript, Rust, Turbopuffer, Datadog, and more.
  • Engineering challenges faced by Cursor include scaling problems, cold start issues, sharding challenges, and database migration to Turbopuffer.
  • Anysphere's engineering culture involves regular releases, conservative feature flagging, dedicated infra team, and experimentation processes.
  • Cursor employs 50 engineers, processes 1M transactions per second, and generates over $500M in annual revenue.
  • Cursor uses TypeScript, Electron, Rust, and databases like Turbopuffer and Pinecone in its tech stack.
  • The autocomplete feature in Cursor uses a low-latency sync engine and encrypted context for server-side inference.
  • Cursor's chat feature works without storing code by utilizing codebase indexes and Merkle trees for efficient searches.

Read Full Article

like

15 Likes

source image

Medium

2w

read

106

img
dot

Image Credit: Medium

# Why I'm Excited About IHerta API: A Developer's Perspective on Simple, Powerful Integration

  • IHerta API stands out for its promise of comprehensive functionality combined with genuine simplicity.
  • The API follows a JSON-first design philosophy, with clean, predictable JSON responses and user-friendly documentation.
  • Real-world integration experience highlights seamless webhook support, effective error handling, and free usage without hidden costs.
  • IHerta API is ideal for developers building MVPs, small to medium projects, and teams valuing simplicity over complexity.

Read Full Article

like

6 Likes

source image

Dev

2w

read

117

img
dot

Image Credit: Dev

Android Studio: Stockholm Syndrome Disguised as an IDE

  • Android Studio is often referred to as a Stockholm Syndrome Simulator for Mobile Developers due to its challenging aspects.
  • The launch time of Android Studio is notably slow, making users wait for extended periods before it fully loads.
  • The IDE is a memory hog, requiring substantial RAM and CPU resources, especially when working with emulators.
  • The emulator in Android Studio is criticized for its slow performance and frequent failures to start.
  • Gradle, the build system used in Android Studio, is known for its complex processes and error-prone nature, often causing delays in project development.
  • The UI designer in Android Studio is critiqued for being difficult to use and sometimes causing elements to behave unexpectedly.
  • Android Studio updates are known to introduce new issues and incompatibilities, sometimes making the development experience even more challenging.
  • Autocomplete features in Android Studio can be unreliable, sometimes failing to suggest relevant code completions.
  • Debugging in Android Studio is described as sluggish and prone to connectivity issues, impacting the developer's ability to inspect variables accurately.
  • Despite its shortcomings, Android Studio remains indispensable for Android development, providing essential tools and functionalities for developers.

Read Full Article

like

7 Likes

source image

Dev

2w

read

274

img
dot

Image Credit: Dev

Js interview #1 : var, let, and const in JavaScript – What's the Difference?

  • JavaScript variables can be declared using var, let, or const, with differences in scope, hoisting, reassignment, and more.
  • 1. Scope: var is function-scoped, while let and const are block-scoped.
  • 2. Hoisting: var is hoisted and initialized, while let and const are hoisted but not initialized.
  • 3. Redeclaration & Reassignment: var allows both redeclaration and reassignment, let allows reassignment but not redeclaration, and const allows neither.
  • 4. Temporal Dead Zone (TDZ): Variables declared with let and const have a Temporal Dead Zone where they cannot be accessed before declaration.

Read Full Article

like

16 Likes

source image

Dev

2w

read

157

img
dot

Image Credit: Dev

Your Ultimate Dev Server Setup: With Tailscale, Caddy, and Docker

  • Shrijith Venkatrama is building LiveAPI, a tool for indexing API endpoints across repositories.
  • Combining Tailscale, Caddy, and Docker enables secure, scalable dev server setups.
  • Tailscale provides a secure private VPN network, Caddy offers automatic HTTPS and reverse proxying, and Docker ensures consistency.
  • Tailscale setup involves installation and configuration, creating a private mesh network for secure access.
  • Installing Docker on Ubuntu allows containerized app deployment with consistent environments.
  • Caddy simplifies serving apps with automatic HTTPS and reverse proxying, enhancing server security.
  • The integration of Tailscale, Caddy, and Docker allows seamless connection and secure access to applications.
  • Scaling with Docker Compose simplifies managing multiple apps within containers and through Caddy's reverse proxy.
  • Further securing the setup can be done with Tailscale ACLs, Caddy security measures, and Docker best practices.
  • Common troubleshooting issues include Tailscale connection failures, Caddy HTTPS failures, and Docker container crashes.

Read Full Article

like

9 Likes

source image

Logrocket

2w

read

78

img
dot

Image Credit: Logrocket

I asked ChatGPT to help me design — here’s what worked

  • Understanding the language of AI in design can set designers ahead by leveraging AI prompts effectively.
  • Crafting quality AI prompts improves workflow in tasks like generating briefs, choosing color palettes, and creating wireframes.
  • The AI prompt clarity framework involves defining role, context, task, and tone to structure prompts effectively.
  • By structuring prompts intentionally, designers can obtain high-quality output tailored to their specific needs.
  • Examples include crafting UX design briefs, writing microcopy, generating color palettes, and structuring websites.
  • Clarity and specificity in prompts are crucial to receive relevant and useful AI-generated content.
  • Defining audience, setting tone, providing context, offering examples, and refining feedback loops are best practices for writing AI prompts.
  • ChatGPT is favored for design prompts, although other tools like Claude, Gemini, Jasper AI, and Notion AI serve different functions.
  • AI tools empower designers and the framework shared (Role, Context, Task, Tone) ensures consistent and useful results.
  • Overall, AI enhances design processes when designers understand how to effectively communicate with AI tools.

Read Full Article

like

4 Likes

source image

Javacodegeeks

2w

read

279

img
dot

Image Credit: Javacodegeeks

String Minus Operation In Java

  • Java does not support a native minus (-) operator for strings like in some scripting languages but simulations can be achieved by removing substrings or characters from other strings.
  • Common use cases for string manipulation in Java include removing specific words/characters, trimming suffixes/extensions from filenames, and deleting defined patterns.
  • Java lacks a direct - operator for strings, thus methods like replace(), replaceAll(), replaceFirst(), and substring are used for string manipulation.
  • The only supported string operator in Java is the + operator for concatenation, while methods like replace(), substring(), and replaceAll() aid in achieving 'minus' operations.
  • Various methods, including replace(), replaceAll(), substring(), and replaceFirst(), can be utilized to simulate 'minus' operations on strings in Java.
  • The Java class StringMinusOperations provides code examples for removing characters, substrings, or suffixes from strings using different methods like replace, substring, and Java Streams.
  • The code examples demonstrate removing characters like 'a', 'b', 'n', a known suffix like '.txt', and the first occurrence of a substring like 'apple'.
  • A custom solution using Java Streams is showcased to remove specific characters like 'a' and 'e' from a string, displaying an alternative functional style approach.
  • Java developers can efficiently perform 'minus' operations on strings by understanding methods like replace, replaceAll, replaceFirst, and substring, offering flexibility in string manipulation.
  • The article concludes by emphasizing the importance of mastering string manipulation techniques in Java to handle diverse challenges with clarity and precision.

Read Full Article

like

16 Likes

source image

Dev

2w

read

205

img
dot

Image Credit: Dev

Surviving Extreme Programming: A Developer's Wild Ride

  • Extreme Programming (XP) pushes traditional software development practices to the extreme, offering a mix of fear and excitement reminiscent of a rollercoaster ride.
  • XP enhances engineering practices to a higher level, akin to embarking on a cross-country trip with just a compass rather than detailed plans.
  • Pair programming in XP involves constant collaboration, leading to improved code quality, error reduction, and shared learning experiences.
  • Test-Driven Development (TDD) in XP involves writing tests before code, acting as a safety net that prevents issues and enhances code reliability.
  • Continuous Integration in XP involves frequent code commits to the main branch, promoting regular updates and reducing the accumulation of major changes.
  • XP emphasizes customer involvement, ensuring clear communication, direct feedback, and active participation in the development process.
  • Although XP may appear slower initially, it ultimately leads to time savings by reducing bug fixing, unwanted features, and emergency fixes.
  • Extreme Programming may be suitable for those who value rapid feedback, bug reduction, continuous learning, and focused work sessions.
  • Essential items for surviving XP include resilience, adaptability, the ability to collaborate, honesty, and a good sense of humor.
  • Despite its extreme nature, XP proves to be highly effective and beneficial, with many developers finding it hard to revert to traditional methods after experiencing its advantages.

Read Full Article

like

12 Likes

source image

Medium

2w

read

178

img
dot

Image Credit: Medium

I Stopped Using var Everywhere — Here’s What Happened

  • The author reflects on their experience of using 'var' in C# code blindly until a code review made them realize the importance of explicit types for readability and maintainability.
  • After the realization, the author consciously started replacing 'var' with explicit types in their codebase, leading to more readable, maintainable, and easier-to-debug code.
  • While 'var' was initially seen as a convenient feature when introduced in C# 3.0, its overuse led to code clutter and reduced visibility of types, prompting the author to reconsider its usage.
  • The transition from using 'var' everywhere to selectively choosing explicit types improved the author's coding practices without compromising productivity, emphasizing the importance of thoughtful variable declarations.

Read Full Article

like

10 Likes

source image

Sdtimes

2w

read

21

img
dot

Image Credit: Sdtimes

Azul significantly cuts down on false positives in Java vulnerability detection with latest update to Azul Intelligence Cloud

  • Azul has updated its Vulnerability Detection solution to reduce false positives in Java vulnerability detection by up to 99%.
  • The update aims to flag vulnerabilities in code paths that are actively used in Java applications, preventing unnecessary alerts.
  • By curating a knowledge base mapping CVEs to runtime-used classes, Azul ensures accurate identification of vulnerable components in applications.
  • This approach helps in distinguishing between potentially vulnerable components in use and parts that are not activated, thereby minimizing wasted efforts on non-critical vulnerabilities.

Read Full Article

like

1 Like

source image

Johndcook

2w

read

192

img
dot

Golden powers revisited

  • A post revisiting the concept of golden powers, which are nearly integers, has been published.
  • The post explains why golden powers are close to integers using equations involving the golden ratio and the smaller root of x² − x − 1 = 0.
  • The equations reveal that the integers referred to in relation to golden powers are actually Fibonacci numbers.
  • The approximation for φn as an integer is nearly the sum of the (n + 1)st and (n − 1)st Fibonacci numbers, with the error decreasing exponentially with alternating signs.

Read Full Article

like

11 Likes

source image

Idownloadblog

2w

read

111

img
dot

Image Credit: Idownloadblog

How to install iOS 26 and iPadOS 26 developer beta today

  • iOS 26 and iPadOS 26 were announced at Apple's WWDC conference.
  • New features include an all-new Liquid Glass interface.
  • iOS 26 drops support for iPhone XR, XS, and XS Max.
  • Prepare by backing up your device before updating.
  • To install iOS 26, register as a developer and follow simple steps in the Settings app.
  • For past beta users, update to iOS 26 by selecting it in the Beta Updates section.
  • If you don't see the Beta Updates option, register on Apple's developer website.
  • To get iPadOS 26, follow the same process as for iOS 26.
  • For device compatibility with iPadOS 26, check iPad models listed.
  • If facing installation issues, wait for updates or try the Apple Developer app.

Read Full Article

like

6 Likes

source image

RealPython

2w

read

193

img
dot

Image Credit: RealPython

Python Continuous Integration and Deployment Using GitHub Actions

  • GitHub Actions for Python empower developers to automate workflows efficiently.
  • Continuous Integration and Continuous Deployment (CI/CD) systems are crucial for maintaining software quality and deployment streamlining.
  • GitHub Actions make CI/CD accessible, enabling automation and customization of workflows within the repository.
  • A video course covers various aspects such as using GitHub Actions, automating linting, testing, deployment, securing credentials, and automating security updates.

Read Full Article

like

11 Likes

For uninterrupted reading, download the app