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    1,916 blog available in the Perplexity directory

    Articles, tutorials, and deep dives on this AI platform — from getting-started guides to advanced techniques and real-world use cases.

    An Update on the Hacktoberfest Open-Source AI Challenge: Ghost in the Machine Winnersdevchallenge

    An Update on the Hacktoberfest Open-Source AI Challenge: Ghost in the Machine Winners

    Hey all, we have a quick update for everyone who participated in the Hacktoberfest Open-Source AI...

    J
    Jem
    1
    Congrats to October's MLH x DEV Writing Challenge Winner!devchallenge

    Congrats to October's MLH x DEV Writing Challenge Winner!

    October's MLH x DEV Writing Challenge is a wrap! This is our way of celebrating MLH hackers who take...

    J
    Jem
    Want to make DEV your full-time job? We're hiring a Community Manager!career

    Want to make DEV your full-time job? We're hiring a Community Manager!

    Hey friends 👋 Back in June, we posted about a Community Program Manager role. Thank you to everyone...

    J
    Jess Lee
    1
    Containing the Autonomous Mind: Sub-Second Zero-Trust Execution with GKE Agent Sandboxai

    Containing the Autonomous Mind: Sub-Second Zero-Trust Execution with GKE Agent Sandbox

    Why standard Kubernetes pods fail when AI agents start writing code and how to build a sub-second,...

    S
    Saurabh Mishra
    One Word, Two GPUs: Why Gemma 4 Answers the Same Question Differently on a Laptop and a Tesla T4gemma

    One Word, Two GPUs: Why Gemma 4 Answers the Same Question Differently on a Laptop and a Tesla T4

    Same GGUF file, same llama.cpp build, greedy decoding, and a GTX 1650 Ti answers $20 where a Tesla T4 answers 2000. One GSM8K question followed down to the word where the two cards part, the order in which each card adds its numbers, and the one stock setting that makes them agree.

    X
    xbill
    Prompt Pad: Show Your AI How to Respond with Few-Shot Examplesai

    Prompt Pad: Show Your AI How to Respond with Few-Shot Examples

    Want AI to answer in a specific way? Don't just tell it. Show it. In this episode of Prompt Pad,...

    M
    MLH Team
    What was your win this week?weeklyretro

    What was your win this week?

    👋👋👋👋 Looking back on your week -- what was something you're proud of? All wins count -- big or small...

    J
    Jess Lee
    Who is building solutions with documents?discuss

    Who is building solutions with documents?

    Digital transformation, anyone?

    A
    Amara Graham
    1
    Congrats to the Kaggle Benchmarking Challenge Winners!devchallenge

    Congrats to the Kaggle Benchmarking Challenge Winners!

    A few weeks ago we teamed up with Kaggle to ask a deceptively simple question: how do you actually...

    J
    Jem
    Prompt Pad: What Are Open-Weight Models?opensource

    Prompt Pad: What Are Open-Weight Models?

    When people call an AI model "open," they don't always mean the same thing. On this week's Prompt...

    M
    MLH Team
    Android 17 on a 4.9 Kernel: LineageOS 24.0 on the Pixel 3aandroid

    Android 17 on a 4.9 Kernel: LineageOS 24.0 on the Pixel 3a

    The Pixel 3a runs LineageOS 24.0, Android 17, on its original 4.9 kernel with SELinux enforcing and Google apps. One kernel fix, five platform forks and a set of device-tree changes, each traced to a line of a boot log.

    X
    xbill
    Find the production agent failures that every health check missesagents

    Find the production agent failures that every health check misses

    AQuA is an open-source quality agent that surfaces the production failures your health checks miss and, when you ask, traces a failure to the line of code behind it. Try its dashboard locally.

    E
    Elia Secchi
    The Fibonacci Spiral Is Secretly a Straight Linethreejs

    The Fibonacci Spiral Is Secretly a Straight Line

    I folded it, unfolded it, and watched it flip to the other side. A three.js experiment, the math...

    T
    Thea
    Crows, Moths, and Makefiles: How 300 Megabytes of Crow DNA Explains Why a 20-Kilobyte Scar File Outsmarts a Terabyte LLMai

    Crows, Moths, and Makefiles: How 300 Megabytes of Crow DNA Explains Why a 20-Kilobyte Scar File Outsmarts a Terabyte LLM

    Why do New Caledonian crows bend wire into hooks with zero training while a trillion-parameter LLM flies straight into the same production bug zapper? How Anthony Zador's Genomic Bottleneck explains what 'instinct' really is in AI coding agents.

    R
    Randal L. Schwartz
    Gemma 4 E2B in JAX on One TPU v5e: bf16 or 4-Bit, Python or Rust, and How It Stands Against vLLMjax

    Gemma 4 E2B in JAX on One TPU v5e: bf16 or 4-Bit, Python or Rust, and How It Stands Against vLLM

    Gemma 4 E2B served three ways on one Cloud TPU v5e chip: a pure-JAX engine in Python, the same graph written in Rust and compiled by the libtpu that JAX loads, and vLLM, all timed by one client. bf16 beats 4-bit in the JAX engine, the Rust engine matches the JAX engine's tokens, and over HTTP it decodes at vLLM's rate with the fastest first token.

    X
    xbill
    Join the Presage SmartSpectra SDK Challenge: $3,000 in Prizes Across 10 Winners!devchallenge

    Join the Presage SmartSpectra SDK Challenge: $3,000 in Prizes Across 10 Winners!

    We're excited to announce our newest challenge with Presage! The Presage SmartSpectra SDK Challenge...

    J
    Jem
    Securing an Angular Firebase AI App with Email/Password Authentication (Part 3: Lightweight Home Screen, Lazy CDK Dialog, and Header Navigation)angular

    Securing an Angular Firebase AI App with Email/Password Authentication (Part 3: Lightweight Home Screen, Lazy CDK Dialog, and Header Navigation)

    We now have AuthService for authentication and SignInModalComponent for users to enter their email...

    C
    Connie Leung
    Prompt Pad: What Is Open Source?opensource

    Prompt Pad: What Is Open Source?

    Chances are you're already using open-source software without realizing it. In this episode of...

    M
    MLH Team
    Welcome Thread - v400welcome

    Welcome Thread - v400

    Leave a comment below to introduce yourself! You can talk about what brought you here, what you're...

    S
    Sloan the DEV Moderator
    Leveling the Playing Field: Building a 100% Offline Kubernetes Docs RAG Exam Assistant with Web AI, Gemma 4, and WebGPUwebai

    Leveling the Playing Field: Building a 100% Offline Kubernetes Docs RAG Exam Assistant with Web AI, Gemma 4, and WebGPU

    How to enable fair, zero-cost, air-gapped AI assistance in technical classrooms and...

    C
    Cyrus Wong
    Securing an Angular Firebase AI App with Email/Password Authentication (Part 2: Signal Forms Sign-In Modal) [GDE]angular

    Securing an Angular Firebase AI App with Email/Password Authentication (Part 2: Signal Forms Sign-In Modal) [GDE]

    In this blog post, we build a Sign-In modal component (SignInModalComponent) using the stable Angular...

    C
    Connie Leung
    The A2A CLI and Rust: The Same Code, Three Ways to Serve Itrust

    The A2A CLI and Rust: The Same Code, Three Ways to Serve It

    A tour of the A2A CLI against Rust agents on A2A v1.0: the official Rust SDK, a plain stdin/stdout program wrapped by a2a server --exec, and an ADK coordinator on Gemini, each timed from the CLI and from a Rust client.

    X
    xbill
    That's a Wrap on Hacktoberfest 2026! 🎃👻hacktoberfest

    That's a Wrap on Hacktoberfest 2026! 🎃👻

    Hacktoberfest 2026 wrapped up on October 31st! Thank you to everyone who built, hosted, mentored,...

    N
    Noah Brinker
    What I Learned Managing a Full Project with Antigravityantigravity

    What I Learned Managing a Full Project with Antigravity

    How my workflow evolved from solo prompting in AI Studio to managing a multi-model AI team, running...

    P
    Patricio Navarro
    ...

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