🌍 Dev.to

Gemma 4 E2B on a Single TPU v6e Chip: A Serving Deep Dive

Measured 2026-07-21 on vllm/vllm-tpu:nightly (vLLM 0.23.1rc1.dev1076), a GCE flex-start ct6e-standard-1t (one TPU v6e chip, 32 GB HBM) in europe-west4-a. TL;DR The plain google/gemma-4-E2B-it serves well on one v6e chip; none of its QAT siblings load at all. The 2-billion-parameter "efficient" Gemma 4 sustains 213 tok/s for a single user with a 16 ms first token, scales to ~2,200 output tok/s across concurrent streams, handles OpenAI-style function calling — including pa...
🌍 Dev.to

coldstart: one page after git clone

The first hour with a new repo is archaeology: open package.json , skim the Makefile, hunt for .env.example , grep workflows for secrets. , check Compose for ports. I already built focused tools for each of those questions. What I still wanted was one command that prints the whole map. coldstart coldstart is that overview — offline, no accounts, agent-friendly JSON. go install github.com/SybilGambleyyu/coldstart@latest coldstart coldstart -md >> ON...
🌍 Dev.to

How Much Water Do You Actually Need? A Science-Backed Hydration Guide

Quick Answer The "8 glasses a day" rule was never a research finding — it originated from a 1945 recommendation that was widely misquoted. How much water you actually need depends on your body weight, activity level, and climate. Most adults are mildly dehydrated for most of the day without knowing it, because thirst only activates after a 1–2% fluid deficit is already established — the same level at which mood, concentration, and physical performance are measurably impaired in controlled tr...
🌍 Dev.to

Optimizing RAG at Scale: Chunking, Retrieval, and the Bayesian Search That Cut Latency 40%

Optimizing RAG at Scale: Chunking, Retrieval, and the Bayesian Search That Cut Latency 40% How we moved from "semantic search + hope" to a measured, tunable retrieval pipeline with 95% recall@10 The RAG Reality Check Everyone ships RAG the same way: chunk by 512 tokens, embed with text-embedding-3-small , top-k=5, stuff into context. It works for demos. Then you hit production: Legal contracts: 512 tokens splits clauses mid-sentence API docs: 1000-token chunks...
What Is an Agent, Actually?
🌍 HackerNoon

What Is an Agent, Actually?

Untangling LLMs, agents, orchestration, and frameworks to establish a shared vocabulary for agentic systems
HackerNews

Jellyfin founder Andrew leaves team

Article URL: https://forum.jellyfin.org/t-project-leadership-changes Comments URL: https://news.ycombinator.com/item?id=48986091 Points: 142 # Comments: 67
HackerNews

Flock Credibility Lost as It Repeatedly Lies to City Councils, Police, & Public

Article URL: https://www.aclu.org/news/privacy-technology/tracking-alpr-cameras/flock-safety-credibility-lost-as-it-repeatedly-lies-to-city-councils-police-departments-and-public-across-the-country Comments URL: https://news.ycombinator.com/item?id=48986731 Points: 191 # Comments: 26
HackerNews

Is surveillance risk chilling your online speech?

Given the expansion of the fed/state/local/corporate surveillance net, do you find yourself expressing yourself less freely on the internet than you did five years ago? Comments URL: https://news.ycombinator.com/item?id=48987634 Points: 18 # Comments: 18
🌍 TheVerge

The PlayStation replica ornament is an homage to a great, yet fragile console

You probably know the signature PlayStation boot sound. Did you know that it's technically a multi-part chime? There's the synthy section where "Sony Computer Entertainment" shows onscreen with a white background. You only get to the next screen with the echo-y chimes and the color-filled PlayStation logo if your console recognizes the disc. How badly […]
🌍 TheVerge

Get Borderlands 3, Risk of Rain 2 and 13 other great PC games for $15

The aptly-named “2K Megahits 2026 Bundle” from Humble includes 15 Steam games for $15. It’s a smattering of the publisher 2K’s biggest games of the 2010s, including BioShock Infinite, Risk of Rain 2, Borderlands 3, and XCOM: Enemy Unknown. The bundle will be available until August 7th, though the bundle page notes that keys for […]
🌍 TheVerge

SpaceX in your index fund, explained

Index funds are touted as one of the safest ways to invest. Rather than picking and choosing individual stocks, index funds let you bet on the market as a whole. So what happens when a company like SpaceX - a giant gamble, and, in my opinion, terribly overpriced - is fast-tracked into the Nasdaq-100? Does […]
🌍 TheVerge

The Odyssey turned me into an IMAX believer

After seeing Christopher Nolan's The Odyssey for the first time early last week, I came away impressed, but somewhat conflicted about two of the film's more fantastical set pieces. While those scenes were beautifully crafted and tremendously acted, there was something a little bit off about the way they hit my eye. I spent days […]
🌍 TheVerge

The FCC is planning to retroactively ban disguised DJI gadgets

Last October, we told you how the FCC had given itself the power to retroactively ban gadgets that have already received its approval to be imported and sold in the United States. Now, the FCC's getting ready to wield that power for the first time, by cracking down on the "DJI front companies" suspected of […]
🌍 TheVerge

Here are the 30,000 songs Sony is suing Udio’s AI music generator over

Sony Music Entertainment has filed another lawsuit against Udio, accusing the AI music generator of infringing the copyright of more than 30,000 of its songs, ranging from Elvis Presley's Hound Dog to Beyoncé's Say My Name, and Harry Styles' As It Was. The lawsuit, filed in a New York court on Monday, claims that this […]
🌍 TechCrunch

Trump’s latest AI czar has already resigned

The director role for the Center for AI Standards and Innovation (CAISI) has become a revolving door since David Sacks left his position as czar.