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An Engineer's Guide to USB Type-C [pdf]

2026-07-21 @ 22:45:27Points: 27Comments: 4

Furtex: Post-exploitation, rootkit and evasion research toolkit for Linux

2026-07-21 @ 22:39:58Points: 7Comments: 2

Kimi K3 Is Competitive with Fable; Kimi K3 and Fable Is SoTA

2026-07-21 @ 22:35:24Points: 235Comments: 120

Show HN: Computable – Buy, sell, and redeem GPU for the exact weeks you want

2026-07-21 @ 21:48:19Points: 17Comments: 16

So we built a market for GPU nodes, sold by the calendar week. Here are three things you can do on it that you can’t do anywhere else:

- Buy exactly the weeks you need. Three nodes for the last two weeks of October means you pay for those two weeks and walk away when the run is done. You don't have to commit to 6-24 months, and there's no flexibility premium.

- Sell back what you don’t use. If your plans change, unused weeks turn back into cash: we keep a market quote posted on every position, so there’s always a price to hit.

- Buy (or sell) the future. Lock January in July at a price you set, so the cost of a future run is known before another 40% H100 rate jump makes it not.

The first auction is live now at https://market.getcomputable.com: a block of nodes, August through the end of January. Bidding closes July 31. The bids are sealed. You bid how many nodes, which weeks, and your price. Every clearing price gets published after settlement, because nobody knows what a GPU week is worth and we want the prints to exist in public.

Happy to go deep in the comments on anything, including the clearing mechanism, which is a packing problem and was fun to design!

Gemini last models: temperature, top_p, and top_k are deprecated and ignored

2026-07-21 @ 21:27:54Points: 29Comments: 6

"Drawing" the Mona Lisa with GPT-5.6, Claude, Gemini, and Grok

2026-07-21 @ 21:13:20Points: 85Comments: 33

A digestion of the Jacobian conjecture counterexample

2026-07-21 @ 21:09:25Points: 140Comments: 43

OpenAI and Hugging Face address security incident during model evaluation

2026-07-21 @ 20:09:52Points: 641Comments: 430

'VPNs are lawful technical tools,' says EU Court in landmark copyright ruling

2026-07-21 @ 19:43:59Points: 355Comments: 61

The Price of Happiness (2024)

2026-07-21 @ 18:42:46Points: 57Comments: 25

FreeInk: Open ecosystem for e-readers

2026-07-21 @ 18:39:06Points: 380Comments: 91

Show HN: A self-running space economy SIM in Rust and Bevy

2026-07-21 @ 18:29:57Points: 81Comments: 26

A space-economy sim where nothing is scripted. A few hundred autonomous ships each run their own planner. Some chase the best trade route, take a delivery contract, refuel, retrofit at a shipyard, or dock so the crew can rest before morale tanks.

Markets price everything off supply with shortage-urgency multipliers, factions tax and subsidize, populations migrate when they're unhappy, and stations that go broke get abandoned and rot.

It started as an Elixir/Phoenix prototype, but the BEAM scheduler struggled on Windows gaming PCs, so I had Claude rewrite the engine in Rust.

The sim core is pure, synchronous, IO-free (its own hecs ECS), and the Bevy client embeds it directly as a library, sim and renderer share one world with zero marshalling. Ship AI is a GOAP planner over a world state; ships replan mid-flight when a better option appears. ~485 agents today at p50 ~10-20ms/tick, architected to push toward 100k+. Single native binary, bundled SQLite, no runtime deps. Getting into 100k has been a struggle, but I have pushed it into the thousand and it was running fine.

It's a sandbox, not a game yet, there's no objective yet, and I'm not actively pushing it toward "shippable." Anyone can fork it and take it over. Or it can stay as some type of AI slop, but part of me thinks it is already in a pretty good shape for a simulation use for various games or ideas.

(Full disclosure: a lot of this was built pairing with Claude. That's how I had the bandwidth to take it this far. Happy to talk about what that workflow actually looked like.)

Apple Private Cloud Compute SoC 3 audit reports

2026-07-21 @ 17:58:21Points: 100Comments: 45

Laguna S 2.1

2026-07-21 @ 17:17:06Points: 224Comments: 42

Jack Dorsey launches Buzz to combine team chat, AI agents and Git hosting

2026-07-21 @ 17:14:06Points: 225Comments: 205

Bloomy (YC S26) is hiring a founding engineer

2026-07-21 @ 17:00:20Points: 1

About Bloomy

Bloomy is an AI tutor and curriculum for K-12 students. Our student users are learning approximately 2x faster in early pilots, and students and teachers alike love our product.

How it works: We diagnose students’ skill gaps, map out a personalized learning path for them, and then have an AI tutor teach them. The AI learns about how they learn, so it can increase the efficiency of its teaching and, consequently, their learning.

How you can help: You will be joining as the founding engineer. Right now, engineering is one founder (me) orchestrating fleets of coding agents that produce a large share of our code and curriculum against specs, verification harnesses, and QA gates. I’m a solo founder with domain expertise as a former teacher and sales leader, but I’m not an engineer by training, and I need someone with true technical expertise to actualize the vision of improving education for millions of students.

Why we’re different: Bloomy is AI-native. I built the entire product from February to April of this year, got it into the hands of 500 students across 6 schools from April to June, started YC in June, and have roughly doubled ARR every 2 weeks since then. Thousands of students will soon use our product this fall. Bloomy is also the first EdTech company to go through YC for the past 5 batches, so it represents an opportunity to be on the ground floor of one of relatively few startups trying to transform education with AI.

Your first 90 days

First week

Ship a feature or a fix to production and watch real students in real classrooms hit it the next school day. Our loop from “merged” to “a 6th grader used it” is as short as it gets.

First month

Get acquainted with the React/TypeScript app, the Supabase backend, the content pipeline, and the agent fleets that feed it. Take ownership of your first fleet — write the spec, build the harness, set the QA gate — and start shipping through it.

Three months later

Design the roadmap with me: ~50% shipping product across the stack, ~25% building and running agent infrastructure, ~25% talking to teachers, students, and districts — and turning what you hear into the roadmap.

Things we badly want to build

- The data flywheel. Almost nobody in education closes the loop between that telemetry and the instruction itself. We can — for every answer, retry, AI-tutor conversation, and any other interaction — in days, not textbook-revision cycles. Design that loop.

- Agent orchestration as a first-class engineering problem. Better harnesses, better evals, better verification — so that a dozen concurrent agents produce work you'd trust in front of a classroom.

- Whatever schools need next. Today it's tools for students and teachers. The surface area in a school district is enormous, and you'll help decide where we go.

We're looking for someone who

- Has 5+ years shipping products that real end users touch daily, and has opinions about what makes them good

- Is high-agency: can take ambiguous feedback and turn it into shipped product without waiting for a spec

- Is expert-level with AI coding tools and uses them to move dramatically faster — without outsourcing judgment to them

- Gets excited, not exhausted, by the idea of managing a dozen concurrent agents

- Wants tight feedback loops with real users (some of whom are eleven)

- Has high schlep tolerance — roster CSV imports, school-device performance quirks, and school-specific customization are part of the job and part of why we win

- Cares about measurable learning outcomes, not just engagement metrics

Preferred experience

- TypeScript, React, Postgres (we're React 18, Vite, Tailwind, shadcn/ui, Supabase, TanStack Query, on Vercel)

- LLMs in production: agents, evals, tool use, context management

- Building codebases and pipelines designed to be worked on by agents

- Event telemetry, analytics, or experimentation systems

- Edtech background genuinely not required

The backstory

I started my career as a 7th grade English teacher, where I saw how hard teaching 30 different kids at 30 different levels of understanding really is. After building the driver acquisition engine at Lyft, pursuing various entrepreneurial ventures while getting my MBA at Stanford, and building AI agents and workflows at McKinsey from the start of the boom, I now believe education is where AI can have the largest positive impact for society.

Compensation

- $175K - $200K

- 1.5 - 2.0% equity

Founding-engineer package — meaningful ownership from day one.

Sound like you?

Email alex@bloomylearning.com. Include something you've built that real people used.

Roblox Officially Supports GrapheneOS

2026-07-21 @ 16:39:30Points: 101Comments: 20

France's Anssi Will Block PQC-Free Products from Certification Starting 2027

2026-07-21 @ 16:02:04Points: 85Comments: 41

Long presumed dead, a thriving coral reef is discovered in West Africa

2026-07-21 @ 15:41:51Points: 296Comments: 53

Gemini 3.6 Flash, 3.5 Flash-Lite, and 3.5 Flash Cyber

2026-07-21 @ 15:17:16Points: 597Comments: 474

Apple defeats liability for not scanning iCloud for CSAM

2026-07-21 @ 14:31:41Points: 337Comments: 312

PCjs Machines

2026-07-21 @ 13:48:35Points: 185Comments: 23

Qwen-Image-3.0: Rich Content, Authentic Details, Deep Knowledge

2026-07-21 @ 08:44:23Points: 540Comments: 211

Show HN: Read the Tape – Wordle for daytrading, five blind S&P 500 charts a day

2026-07-20 @ 12:07:16Points: 45Comments: 31

We're two weeks in and some interesting data is being kicked up. Players like to call tops even though stonks go up- 60% of the 70 charts so far resolve higher, players' down calls have only been right 31% of the time. There's a full stats dive at https://readthetape.cc/notes/tape-report-1

Your feedback and thoughts is most welcome.

My USB Drive Has a Hidden Encrypted Vault

2026-07-20 @ 06:09:25Points: 161Comments: 96

The unreasonable difficulty of time series forecasting

2026-07-18 @ 18:09:36Points: 123Comments: 43

The Birth of Prolog (1996)

2026-07-17 @ 23:33:39Points: 60Comments: 4

Show HN: Justif – Knuth-Plass justification and microtypography for the web

2026-07-17 @ 12:47:20Points: 74Comments: 12

I made justif because I've long been a fan of justified text. I think it looks clean and elegant, and makes reading more enjoyable. But bad justification is the opposite, with gaping spaces that distract me to the point of making the text near unreadable.

Browsers have got better recently at handling justified text [0][1], but still use suboptimal greedy algorithms for the most part, and are not near that TeX/InDesign level of quality that I crave. `text-wrap: pretty` exists but is far from a panacea, as you can see for yourself in the demo.

Justif also has the benefit of providing more consistent text layout across browsers. Blink (Chrome), Gecko (Firefox) and WebKit (Safari) all justify text differently, so normally what the user sees depends on what browser they use.

Take a look at the demo, play around with it, see if you can break anything. I'm open to improvements of the API design as well, so please let me know your thoughts.

For more details, see the README: https://github.com/lyallcooper/justif

0: https://cloudfour.com/thinks/justified-text-better-than-expe...

1: https://owickstrom.github.io/the-proportional-web/

Recreating the math behind the first stealth aircraft

2026-07-16 @ 18:34:56Points: 24Comments: 8

Celestrak adds catalog digit, fixes Y2K bug

2026-07-16 @ 13:43:16Points: 12Comments: 3

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