GoKawiil - Latest Tech News & Aggregated Headlines

Show HN: Typed-FFmpeg 3.0–Typed Interface to FFmpeg and Visual Filter Editor

Source: news.ycombinator.com | By Unknown

Published on: 2025-06-09 20:23:11

typed-ffmpeg offers a modern, Pythonic interface to FFmpeg, providing extensive support for complex filters with detailed typing and documentation. Inspired by ffmpeg-python , this package enhances functionality by addressing common limitations, such as lack of IDE integration and comprehensive typing, while also introducing new features like JSON serialization of filter graphs and automatic FFmpeg validation. Table of Contents Features Zero Dependencies: Built purely with the Python standard

Keywords: ffmpeg filter graphs input support

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Why Property Testing Finds Bugs Unit Testing Does Not (2021)

Source: news.ycombinator.com | By Unknown

Published on: 2025-06-23 04:49:08

April 1, 2021 Why Property Testing Finds Bugs Unit Testing Does Not I intended this newsletter to be my thoughts without editing, and I have a new thought, so here goes. I want to respond to this discussion: But Kids These Days think randomly generating inputs (property-based testing) is cooler than finding the most telling inputs. (cf Hamlet&Taylor, "Partition testing does not inspire confidence", 1990, https://t.co/rNLugvGxob) — Brian Marick (@[email protected]) (@marick) March 27, 2021

Keywords: cases edge input pbt testing

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Show HN: A web browser agent in your Chrome side panel

Source: news.ycombinator.com | By Unknown

Published on: 2025-06-27 21:48:42

BrowserBee 🐝 Your in-browser AI assistant. Control the web with natural language. BrowserBee.mp4 BrowserBee is a privacy-first open source Chrome extension that lets you control your browser using natural language. It combines the power of an LLM for instruction parsing & planning, and Playwright for robust browser automation to accomplish tasks. Since BrowserBee runs entirely within your browser (with the exception of the LLM), it can safely interact with logged-in websites, like your socia

Keywords: browser browserbee input tab use

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Show HN: acmsg (automated commit message generator)

Source: news.ycombinator.com | By Unknown

Published on: 2025-07-04 11:44:33

acmsg (automated commit message generator) A cli tool written in Python that generates git commit messages using AI models through the OpenRouter API. Features Analyzes staged changes in your git repository Generates contextual commit messages using AI Supports multiple AI models via OpenRouter Optionally edit generated commit message Automatically commits changes with generated message, if confirmed Prerequisites OpenRouter API Key Installation with pipx: pipx install acmsg with ni

Keywords: acmsg commit config inputs message

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Here’s how Google Circle to Search could be coming to Gemini (APK teardown)

Source: androidauthority.com | By Unknown

Published on: 2025-07-04 21:00:02

Rita El Khoury / Android Authority TL;DR Google Circle to Search offers a convenient way to use screen input for looking things up online. Last month we spotted a “Circle Screen” tool that appeared to offer similar functionality for Gemini. We’re now able to share a demo of this kind of Gemini input in action. Even though Android’s been around for well over a decade, some of its most useful tools are only recent additions, and one of our favorites has been the ability to ask Google about stu

Keywords: circle gemini google input screen

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Embeddings are underrated (2024)

Source: news.ycombinator.com | By Unknown

Published on: 2025-07-07 06:05:44

Machine learning (ML) has the potential to advance the state of the art in technical writing. No, I’m not talking about text generation models like Claude, Gemini, LLaMa, GPT, etc. The ML technology that might end up having the biggest impact on technical writing is embeddings. Building intuition about embeddings§ Here’s an overview of how you use embeddings and how they work. It’s geared towards technical writers who are learning about embeddings for the first time. Input and output§ Someone

Keywords: embedding embeddings input model text

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Embeddings are underrated

Source: news.ycombinator.com | By Unknown

Published on: 2025-07-07 21:05:44

Machine learning (ML) has the potential to advance the state of the art in technical writing. No, I’m not talking about text generation models like Claude, Gemini, LLaMa, GPT, etc. The ML technology that might end up having the biggest impact on technical writing is embeddings. Building intuition about embeddings§ Here’s an overview of how you use embeddings and how they work. It’s geared towards technical writers who are learning about embeddings for the first time. Input and output§ Someone

Keywords: embedding embeddings input model text

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Embeddings Are Underrated

Source: news.ycombinator.com | By Unknown

Published on: 2025-07-08 07:05:44

Machine learning (ML) has the potential to advance the state of the art in technical writing. No, I’m not talking about text generation models like Claude, Gemini, LLaMa, GPT, etc. The ML technology that might end up having the biggest impact on technical writing is embeddings. Building intuition about embeddings§ Here’s an overview of how you use embeddings and how they work. It’s geared towards technical writers who are learning about embeddings for the first time. Input and output§ Someone

Keywords: embedding embeddings input model text

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Writing an LLM from scratch, part 13 – attention heads are dumb

Source: news.ycombinator.com | By Unknown

Published on: 2025-07-06 10:06:02

Writing an LLM from scratch, part 13 -- the 'why' of attention, or: attention heads are dumb Now that I've finished chapter 3 of Sebastian Raschka's book "Build a Large Language Model (from Scratch)" -- having worked my way through multi-head attention in the last post -- I thought it would be worth pausing to take stock before moving on to Chapter 4. There are two things I want to cover, the "why" of self-attention, and some thoughts on context lengths. This post is on the "why" -- that is, w

Keywords: attention embedding head input space

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Show HN: Agents.erl (AI Agents in Erlang)

Source: news.ycombinator.com | By Unknown

Published on: 2025-07-07 17:42:37

Erlang Agent for OpenAI API A comprehensive, distributed Erlang framework for OpenAI API integration with built-in supervision trees, dynamic API client generation, and tool execution. Features Distributed Architecture : Each API endpoint runs in its own supervised process : Each API endpoint runs in its own supervised process Dynamic API Client Generation : Auto-generates client modules from the OpenAI API spec : Auto-generates client modules from the OpenAI API spec Comprehensive API Cove

Keywords: agent api client input openai

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Zombieverter: Open source VCU for reusing salvage EV components

Source: news.ycombinator.com | By Unknown

Published on: 2025-07-07 22:00:11

ZombieVerter VCU board An open-source EV conversion VCU (vehicle control unit) for controlling salvaged EV components! Introduction Modern EV conversion projects often look to reuse salvaged parts from wrecked vehicles, such as the motors, batteries and chargers. The issue is that each of these components and manufacturers, use different methods of control and communication. Developing controllers for these devices is complex, and time consuming and often require very dedicated communicatio

Keywords: 12v input output pin zombieverter

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A Tektronix TDS 684B Oscilloscope Uses CCD Analog Memory

Source: news.ycombinator.com | By Electronics Etc...

Published on: 2025-07-20 05:37:51

Introduction I have a Tektronix TDS 684B oscilloscope that I bought cheaply at an auction. It has 4 channels, 1 GHz of BW and a sample rate of 5 Gsps. Those are respectable numbers even by today’s standards. It’s also the main reason why I have it: compared to modern oscilloscopes, the other features aren’t nearly as impressive. It can only record 15k samples per channel at a time, for example. But at least the sample doesn’t go down when you increase the number of recording channels: it’s 5 Gs

Keywords: input memory mhz sample signal

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Not everything needs an LLM: A framework for evaluating when AI makes sense

Source: venturebeat.com | By Sharanya Rao

Published on: 2025-07-20 12:35:00

Join our daily and weekly newsletters for the latest updates and exclusive content on industry-leading AI coverage. Learn More Question: What product should use machine learning (ML)? Project manager answer: Yes. Jokes aside, the advent of generative AI has upended our understanding of what use cases lend themselves best to ML. Historically, we have always leveraged ML for repeatable, predictive patterns in customer experiences, but now, it’s possible to leverage a form of ML even without an

Keywords: customer inputs llms ml outputs

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iOS and Android juice jacking defenses have been trivial to bypass for years

Source: arstechnica.com | By Unknown

Published on: 2025-07-31 05:00:59

All three of the ChoiceJacking techniques defeat the original Android juice-jacking mitigations. One of them also works against those defenses in Apple devices. In all three, the charger acts as a USB host to trigger the confirmation prompt on the targeted phone. The attacks then exploit various weaknesses in the OS that allow the charger to autonomously inject “input events” that can enter text or click buttons presented in screen prompts as if the user had done so directly into the phone. In

Keywords: charger device host input usb

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Packing Input Frame Context in Next-Frame Prediction Models for Video Generation

Source: news.ycombinator.com | By Stanford University

Published on: 2025-08-12 03:17:48

A next-frame (or next-frame-section) prediction model looks like this: The idea is that we can encode the input frames to some GPU layout like this: So we have many input frames and want to diffuse some new frames. This chart shows the logical GPU memory layout - frames images are not stitched. Or, say the context length of each input frame. Each frame is encoded with different patchifying kernel to achieve this. For example, in HunyuanVideo, a 480p frame is likely 1536 tokens if using (1,

Keywords: context frame frames gpu input

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OpenAI launches Flex processing for cheaper, slower AI tasks

Source: techcrunch.com | By Kyle Wiggers

Published on: 2025-08-15 05:40:19

In a bid to more aggressively compete with rival AI companies like Google, OpenAI is launching Flex processing, an API option that provides lower AI model usage prices in exchange for slower response times and “occasional resource unavailability.” Flex processing, which is available in beta for OpenAI’s recently released o3 and o4-mini reasoning models, is aimed at lower-priority and “non-production” tasks such as model evaluations, data enrichment, and asynchronous workloads, OpenAI says. It

Keywords: flex input o3 openai tokens

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Show HN: Resonate – real-time high temporal resolution spectral analysis

Source: news.ycombinator.com | By Alexandre R.J. François

Published on: 2025-08-20 17:26:13

Resonate is a low latency, low memory footprint, and low computational cost algorithm to evaluate perceptually relevant spectral information from audio (and other) signals. Overview Resonate builds on a resonator model that accumulates the signal contribution around its resonant frequency in the time domain using the Exponentially Weighted Moving Average (EWMA), also known as a low-pass filter in signal processing. Consistently with on-line perceptual signal analysis, the EWMA gives more weigh

Keywords: frequency input sample signal time

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Show HN: ClipCapsule – A Clipboard Manager for Linux (Built with Go and Wails)

Source: news.ycombinator.com | By Unknown

Published on: 2025-08-21 20:52:49

📋 ClipCapsule ClipCapsule is a minimalist clipboard manager for Linux, built with Go and WailsJS. It supercharges your productivity by allowing you to manage and switch clipboard entries using only keyboard shortcuts—no mouse or GUI required. ⚠️ This is a work-in-progress project. Currently, the GUI must be open for shortcuts to work, but we're actively working on a background daemon to make the app run seamlessly without launching the interface. ✨ Features 🚀 Keyboard-first Workflow : Switch

Keywords: clipboard input item keyboard shortcuts

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Gemini 2.5 Pro is Google’s most expensive AI model yet

Source: techcrunch.com | By Maxwell Zeff

Published on: 2025-09-05 05:42:26

On Friday, Google released API pricing for Gemini 2.5 Pro, an AI reasoning model with industry-leading performance on several benchmarks measuring coding, reasoning, and math. For prompts up to 200,000 tokens, Gemini 2.5 Pro costs $1.25 per million input tokens (roughly 750,000 words, longer than the entire “Lord of The Rings” series) and $10 per million output tokens. For prompts greater than 200,000 tokens (which most of Google’s competitors don’t support), Gemini 2.5 Pro costs $2.50 per mill

Keywords: gemini input output pro tokens

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Clean, a formal verification DSL for ZK circuits in Lean4

Source: news.ycombinator.com | By Unknown

Published on: 2025-09-18 08:33:00

We are really excited to share our initial steps towards building clean, an embedded DSL and formal verification framework for ZK circuits in Lean4. As we recently shared, Zero Knowledge circuits are full of bugs, but fortunately, techniques like formal verification can provide a huge confidence boost in the correctness of ZK circuits. Clean enables us to define circuits in Lean4, specify their desired properties, and – most importantly – formally prove them! This work is part of the zkEVM Form

Keywords: circuit constraint constraints input witness

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Best AV Receiver for 2025

Source: cnet.com | By Ty Pendlebury

Published on: 2025-10-17 16:00:00

AV receivers are notoriously complex, with reams of features and confusing technical specifications. (For example, what's 4K/120Hz anyway?) Yet, what are the things that really matter when buying a new model? I'm going to sum up the most important ones right here. HDMI inputs With most TVs and set-top boxes supporting HDMI, you should buy a receiver that has as many of these HDMI input ports and outputs as possible. Front-mounted HDMI ports are kind of like a human appendix -- unneeded, becaus

Keywords: hdmi inputs receivers streaming wireless

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Writing an LLM from scratch, part 8 – trainable self-attention

Source: news.ycombinator.com | By Unknown

Published on: 2025-10-26 13:41:14

Writing an LLM from scratch, part 8 -- trainable self-attention This is the eighth post in my trek through Sebastian Raschka's book "Build a Large Language Model (from Scratch)". I'm blogging about bits that grab my interest, and things I had to rack my brains over, as a way to get things straight in my own head -- and perhaps to help anyone else that is working through it too. It's been almost a month since my last update -- and if you were suspecting that I was blogging about blogging and spe

Keywords: attention input matrix space token

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Bring Silent Videos to Life Sounds(Open-Source)

Source: news.ycombinator.com | By Unknown

Published on: 2025-10-26 08:05:23

FoleyCrafter Sound effects are the unsung heroes of cinema and gaming, enhancing realism, impact, and emotional depth for an immersive audiovisual experience. FoleyCrafter is a video-to-audio generation framework which can produce realistic sound effects semantically relevant and synchronized with videos. Your star is our fuel! We're revving up the engines with it! FoleyCrafter: Bring Silent Videos to Life with Lifelike and Synchronized Sounds Yiming Zhang, Yicheng Gu, Yanhong Zeng†, Zhening

Keywords: audio input mp4 prompt promptcontrol

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Go-attention: A full attention mechanism and transformer in pure Go

Source: news.ycombinator.com | By Unknown

Published on: 2025-10-30 09:38:50

From the Frontier Research Team at takara.ai we present the first pure Go implementation of attention mechanisms and transformer layers, designed for high performance and ease of use. Quick Start Run our comprehensive examples: # Get the module go get github.com/takara-ai/go-attention # Run the examples go run api_examples.go API Documentation Core Types type Vector [] float64 // Represents a 1D vector of float64 values type Matrix [] Vector // Represents a 2D matrix of float64 values 1.

Keywords: attention err input layer transformer

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Rackmounting that which should not be rackmounted

Source: news.ycombinator.com | By Unknown

Published on: 2025-10-30 23:30:47

Rackmounting that which should not be rackmounted Mar 2025 - 11 min read A few years ago I developed a few clever ways of rackmounting non-rackmount equipment so it could look neat in my HiFi rack enclosure. The goal was to have a professional-looking setup that would support input from my TV, spotify, Airplay, DJ controller and other sources while being able to drive a subwoofer with room correction and integrated crossover. As part of this I also developed some HiFiBerry accessory hardware a

Keywords: code face input panel plate

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