Hacker News ReaderTop Best

Linux 7.3 improves performance when running out of vRAM | 5

pixelcluster.dev

VRAM Management Part 2: Beyond the Limits of Physical VRAM | pixelcluster's GPU blog

How Bluesky draws its logo on screenshots | 58

timmarinin.net

How Bluesky draws its logo on screenshots

The secret is humble UITextField.

GPT-5.6 Sol Pricing Cut by 50% | 42

GPT-5.6 Sol Pricing Cut by 50%

openrouter.ai

GPT-5.6 Sol Pricing Cut by 50%

Quake Shareware, a CD-ROM just a little too full | 30

fabiensanglard.net

Quake Shareware, a CD-ROM just a little too full

Rethinking Database Programming | 5

acadia.engineering

Rethinking Database Programming

Fairphone 6 and PostmarketOS working main camera | 11

catcrafts.net

Fairphone 6 + PostmarketOS working main camera! — Catcrafts

Today i bring the working main camera! Building on the work nondescriptpointer did on the wide lens camera i have written the driver for the main camera and now its working alongside auto focus and color correction. The color correction still a work in progress, but you can…

A Preview of DuckDB v2.0 | 48

A Preview of DuckDB v2.0

duckdb.org

A Preview of DuckDB v2.0 – DuckDB

DuckDB v2.0 is coming this fall. In this post, we preview its headline features: DuckDB as a server, triggers, the VARIANT type, asynchronous I/O, a new SQL parser, a new storage format, and much more.

The Benchmarkpocalypse | 14

The Benchmarkpocalypse

danluu.com

The benchmarkpocalypse

Ranking the Most Brilliantly Colored Birds with Data | 1

moultano.wordpress.com

Fairly Ranking the Most Brilliant Birds – Ryan Moulton's Articles

Finding beautiful birds with data, and the ethics of converting preferences into math

IBM Simon (1994): the original smartphone, explained in its own ad [video] | 0

AI-Generated GitHub Copilot “Autofix” Allowed Compromise of Snowflake's Jira | 30

wiz.io

Red Agent Exploits Snowflake Vuln Missed by Github Copilot | Wiz Blog

Wiz Red Agent finds its way into Snowflake's internal Jira through a flaw in a GitHub Copilot–Assisted PR.

Olo (Color) | 30

Olo (Color)

en.wikipedia.org

Olo (Color)

Exercise intensity modulates interorgan communication and is associated with | 1

cell.com

Just a moment...

Shattered skeleton is first confirmed death from trebuchet | 16

science.org

Just a moment...

GPU Offload in Rust: Portable, Safe, and Fast | 13

Drehwald, Manuel S. | Domínguez, Marcelo | Sala, Kevin | Aspuru-Guzik, Alán | Doerfert, Johannes

[2608.13759] GPU Offload in Rust: Portable, Safe, and Fast

Abstract page for arXiv paper 2608.13759: GPU Offload in Rust: Portable, Safe, and Fast

Israel creates fake think tank in likely attempt to dupe AI chatbots | 50

responsiblestatecraft.org

Israel creates fake think tank in likely attempt to dupe AI chatbots | Responsible Statecraft

In just over a week, the Hanover Institute has published at least 100 articles that appear tailor-made to influence chatbots

The Road to MS-DOS 2.0 | 7

nemanjatrifunovic.substack.com

The Road to MS-DOS 2 - by Nemanja Trifunovic

One little step toward UNIX

An update on leaving Gmail for Fastmail | 46

moddedbear.com

An Update on Leaving Gmail for Fastmail | moddedbear.com

It's been a few months since my post on leaving Gmail which sparked a lot of discussion on Hacker News. Here's an update on how things have been going after my move to Fastmail.

GPT 5.6 Sol is the best "vision" model OpenAI ever released | 60

blog.roboflow.com

GPT 5.6 Sol is the best "vision" model OpenAI ever released

GPT-5.6 Sol is OpenAI’s strongest vision model yet. We tested Sol, Terra, and Luna across detection, counting, OCR, and extraction, then compared their results, speed, and cost with leading VLMs.

Climbing Guide as a Shared Infrastructure | 3

OpenClimbing turns a climbing guide into shared infrastructure
irz.fr

OpenClimbing turns a climbing guide into shared infrastructure — IRZ

OpenClimbing 2.0 can export an offline PDF, draw a route over a photo, and send shared climbing data back to OpenStreetMap and Wikimedia Commons. The guide becomes an editor for common infrastructure.

Repair Cafe – Fix Your Broken Items | 14

repaircafe.org

Repair Cafe – Fix Your Broken Items

Judge sets framework for Nine PBS to retrieve archival data | 14

current.org

Judge sets framework for Nine PBS to retrieve archival data - Current

Denver District Court Judge Eric Elliff ordered Iron Mountain to cooperate with the station in retrieving its data from its storage center within 30 days.

AI;DR (AI; Didn't Read) | 104

AI;DR (AI; Didn't Read)

rickmanelius.com

AI;DR (AI; Didn’t Read) - Rick Manelius's Newsletter

I'm about as pro-AI as you can be, but this is becoming a pet peeve of mine (and I'm not alone). That's why I love the AI;DR acronym as my new solution for ignoring the walls of slop.

Sun Clock | 35

Sun Clock

sunclock.net

Sun Clock

A 24-hour clock that shows sunrise, sunset, golden hour, and twilight times for your current location. It also shows the current position and phase of the moon, and its rising and setting times.

How to disable or avoid intrusive AI | 21

How to disable or avoid intrusive AI

librarian.net

How to disable or avoid intrusive AI – librarian.net

One of the biggest questions I get at Drop-In Time at the library (besides "what is taking up all my cloud storage?") is how to disable or avoid intrusive AI that shows up where people don't want it. This is a guide for people who would like less intrusive AI in their tech environment. Maybe you lik

Los Puesteros, solitary men who look after ranches and livestock in Patagonia | 12

newyorker.com

The Lonely Men at the End of the World | The New Yorker

Ana Karina Zatarain on Dutch photographer Pie Aerts’s images of the puesteros of Chilean Patagonia, who look after other people’s livestock for not very much money, and sometimes go months without seeing anyone else.

India has paved the way for charging merchants a fee on UPI transactions | 19

A woman checks her mobile phone close to 'PhonePe' logo installation on the last day of the sixth Global Fintech Fest (GFF) in Mumbai. The three day event held from 7-9th October 2025, a global platform to encourage major stakeholders of Fintech firms, who gathered to share and exchange ideas, and innovation in banking, finance, artificial intelligence, digital payments, startups, and new technologies concluded on the last day with Indian Prime Minister Narendra Modi and United Kingdom Prime Minister, Keir Starmer addressing the delegates present at the event. (Photo by Ashish Vaishnav/SOPA Images/LightRocket via Getty Images)
bbc.com

UPI: India built a digital payments miracle. Now comes the bill.

India's UPI may finally face merchant fees, raising questions over who pays and whether users will resist.

A particle made of force: physicists say they've found mysterious 'glueball' | 10

nature.com

A particle made of force: physicists say they’ve found mysterious ‘glueball’ | Nature

Scientists have been predicting the existence of a particle made of gluons for a long time, but detecting it has taken decades.

Launch HN: Speko (YC S26) – OpenRouter for Voice AI | 20

Launch HN: Speko (YC S26) – OpenRouter for Voice AI

Hi HN! I'm Bek, founder of Speko, a platform that finds an optimal combination of speech-to-text, LLM, and text-to-speech models, given your constraints, among all our public benchmarked options, and tells you why.

Demo: https://www.youtube.com/watch?v=no2LY2gRh-c

Typical production voice agent is an ensemble of three models: STT, an LLM, and TTS.

Each of those layers offers a dozen credible vendors, and each month there are new models on the market. Almost everyone evaluates once, picks a stack of their choice, and never rechecks because switching from a vendor to another involves yet another integration and arguments about the numbers.

The result is that you use voice agents running last quarter's models while better and cheaper options are available.

Before founding Speko, I spent four years as cofounder and CTO building voice agents for enterprises across Asia in 10+ languages. Each time a new speech model would arrive, we repeated the same ritual: hire native-speaking raters, benchmark it against our existing stack, and update production if it improved. Speko turns this process into an API. A team running thousands of calls a day told us: "we can literally go to this dashboard, switch the model, and it will do it for us."

How it works: you send a request with your optimization criteria (accuracy, latency, cost or balanced), language and region. The router filters to models which we measured for the given combination of constraints, benchmarks them, selects the winner, and returns a response with headers containing provider, model names, and the scores. The gateway prefetches signed session plans, so a new session dials the provider straight from memory; no control-plane round trip while a caller waits.

Failover happens only during connection setup stage: if the provider refuses the connection attempt, we start connecting to the runners-up.

Some of the customer stories: one founder came to us not knowing what to pick at all: he gave us his use case and now routes everything through the platform. A property management AI runs LiveKit in Python and had not updated STT or TTS since launch: they did not know their STT had high error rates on their calls, better options existed, and swapping always looked like an R&D project. One team did not know which models to pick for Spanish. A medical team did not know which STT handles medical vocabulary best. In every case we helped find the right stack from the benchmarks, and now they route through us.

The measuring part is public: we pass the same inputs to every model in one region in different dated runs and we publish the boards, including those where our selections perform worse than alternatives. A launch demo answers which 30-second clip sounds better; production asks which model survives minute eight, so we test spontaneous speech, money and dates, ten-minute takes, and the rankings change. We trained an automatic scorer for TTS naturalness on our blind head-to-head listening votes; on providers it has never seen a vote for, it picks the same winner our raters do about as often as raters agree with each other.

We don't train or sell models ourselves, that's precisely how we keep our rankings impartial.

We also open sourced the gateway for teams who want to avoid an extra network hop on the audio path and don't want to share keys with our cloud (https://github.com/SpekoAI/gateway, MIT): one Go binary, which is running as a sidecar in your agent's container, speaks one local protocol over Unix socket, pins provider hosts and attaches your keys. In BYOK mode it doesn't communicate with us at all.

Notice that the anonymous, content-free telemetry is enabled by default, and one env var disables it.

Cost: the gateway and BYOK setup will be free forever, we charge for the hosted router and managed keys with consolidated billing. Since we started the batch in late June, external usage has grown about 25 percent per week on average, front-loaded toward the launch weeks.

I would love feedback from the community: how do you pick speech models now, and what makes you trust the third-party benchmark?

https://speko.ai/ [abdik]

Speko — the router for voice AI
speko.ai

The router for voice models | Speko

Every voice model is benchmarked in English. Your users don't speak English. Speko measures 61 speech and language models across 10 languages, then routes each session to the one that actually wins.