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Queueing Theory v2: DORA metrics, queue-of-queues, success-failure-skip notation

https://github.com/joelparkerhenderson/queueing-theory
1•jph•1m ago•0 comments

Show HN: Hibana – choreography-first protocol safety for Rust

https://hibanaworks.dev/
1•o8vm•3m ago•0 comments

Haniri: A live autonomous world where AI agents survive or collapse

https://www.haniri.com
1•donangrey•4m ago•1 comments

GPT-5.3-Codex System Card [pdf]

https://cdn.openai.com/pdf/23eca107-a9b1-4d2c-b156-7deb4fbc697c/GPT-5-3-Codex-System-Card-02.pdf
1•tosh•17m ago•0 comments

Atlas: Manage your database schema as code

https://github.com/ariga/atlas
1•quectophoton•20m ago•0 comments

Geist Pixel

https://vercel.com/blog/introducing-geist-pixel
1•helloplanets•22m ago•0 comments

Show HN: MCP to get latest dependency package and tool versions

https://github.com/MShekow/package-version-check-mcp
1•mshekow•30m ago•0 comments

The better you get at something, the harder it becomes to do

https://seekingtrust.substack.com/p/improving-at-writing-made-me-almost
2•FinnLobsien•32m ago•0 comments

Show HN: WP Float – Archive WordPress blogs to free static hosting

https://wpfloat.netlify.app/
1•zizoulegrande•33m ago•0 comments

Show HN: I Hacked My Family's Meal Planning with an App

https://mealjar.app
1•melvinzammit•34m ago•0 comments

Sony BMG copy protection rootkit scandal

https://en.wikipedia.org/wiki/Sony_BMG_copy_protection_rootkit_scandal
1•basilikum•36m ago•0 comments

The Future of Systems

https://novlabs.ai/mission/
2•tekbog•37m ago•1 comments

NASA now allowing astronauts to bring their smartphones on space missions

https://twitter.com/NASAAdmin/status/2019259382962307393
2•gbugniot•41m ago•0 comments

Claude Code Is the Inflection Point

https://newsletter.semianalysis.com/p/claude-code-is-the-inflection-point
3•throwaw12•43m ago•1 comments

Show HN: MicroClaw – Agentic AI Assistant for Telegram, Built in Rust

https://github.com/microclaw/microclaw
1•everettjf•43m ago•2 comments

Show HN: Omni-BLAS – 4x faster matrix multiplication via Monte Carlo sampling

https://github.com/AleatorAI/OMNI-BLAS
1•LowSpecEng•44m ago•1 comments

The AI-Ready Software Developer: Conclusion – Same Game, Different Dice

https://codemanship.wordpress.com/2026/01/05/the-ai-ready-software-developer-conclusion-same-game...
1•lifeisstillgood•46m ago•0 comments

AI Agent Automates Google Stock Analysis from Financial Reports

https://pardusai.org/view/54c6646b9e273bbe103b76256a91a7f30da624062a8a6eeb16febfe403efd078
1•JasonHEIN•49m ago•0 comments

Voxtral Realtime 4B Pure C Implementation

https://github.com/antirez/voxtral.c
2•andreabat•51m ago•1 comments

I Was Trapped in Chinese Mafia Crypto Slavery [video]

https://www.youtube.com/watch?v=zOcNaWmmn0A
2•mgh2•58m ago•0 comments

U.S. CBP Reported Employee Arrests (FY2020 – FYTD)

https://www.cbp.gov/newsroom/stats/reported-employee-arrests
1•ludicrousdispla•59m ago•0 comments

Show HN: I built a free UCP checker – see if AI agents can find your store

https://ucphub.ai/ucp-store-check/
2•vladeta•1h ago•1 comments

Show HN: SVGV – A Real-Time Vector Video Format for Budget Hardware

https://github.com/thealidev/VectorVision-SVGV
1•thealidev•1h ago•0 comments

Study of 150 developers shows AI generated code no harder to maintain long term

https://www.youtube.com/watch?v=b9EbCb5A408
1•lifeisstillgood•1h ago•0 comments

Spotify now requires premium accounts for developer mode API access

https://www.neowin.net/news/spotify-now-requires-premium-accounts-for-developer-mode-api-access/
1•bundie•1h ago•0 comments

When Albert Einstein Moved to Princeton

https://twitter.com/Math_files/status/2020017485815456224
1•keepamovin•1h ago•0 comments

Agents.md as a Dark Signal

https://joshmock.com/post/2026-agents-md-as-a-dark-signal/
2•birdculture•1h ago•0 comments

System time, clocks, and their syncing in macOS

https://eclecticlight.co/2025/05/21/system-time-clocks-and-their-syncing-in-macos/
1•fanf2•1h ago•0 comments

McCLIM and 7GUIs – Part 1: The Counter

https://turtleware.eu/posts/McCLIM-and-7GUIs---Part-1-The-Counter.html
2•ramenbytes•1h ago•0 comments

So whats the next word, then? Almost-no-math intro to transformer models

https://matthias-kainer.de/blog/posts/so-whats-the-next-word-then-/
1•oesimania•1h ago•0 comments
Open in hackernews

Show HN: Chefs.Video – A marketplace where you pay freelancers $0.005/second

https://chefs.video
1•ufvy•1mo ago
Hello HN,

I’m the solo developer behind Chefs.Video. It’s a platform for hiring freelancers (devs, designers, editors) by watching them work live, rather than relying on portfolios or resumes.

The Problem: I got burned hiring a React developer on Fiverr. He had 5-star reviews and a great portfolio. It took 2 weeks and $300 to realize he was outsourcing the work and pasting bad jQuery code. Portfolios are easy to fake; live problem-solving isn't.

The Solution: I built a "Live Kitchen" concept. Instead of interviewing or sending take-home tests, you invite the candidate to a paid session.

Video + Screen Share: Built on LiveKit (WebRTC). Low latency is critical so you can direct them ("change that color", "fix that bug") in real-time.

Per-Second Billing: Users pay $0.005/second (~$18/hr).

The "Kill Switch": If the candidate is struggling or using AI to fake it, you can click "Kick". The Webhook immediately cuts the connection and stops the billing. You only pay for the minutes used.

The Tech Stack:

Frontend: Next.js 14 (App Router)

Video Infrastructure: LiveKit (SFU architecture, handles the simulcast for group rooms).

Backend/DB: Convex. (I moved away from Supabase for this because the real-time sync for the "Cost Monitor" needed to be instant).

Billing: Stripe Connect. We use "Destination Charges" to split the payment (Platform fee + Freelancer payout) instantly.

Storage: Cloudflare R2 (for storing the session recordings).

Challenges: The hardest part was the billing logic. Syncing the participant_left webhook from LiveKit with Stripe to ensure we calculate the exact millisecond the user was kicked (to avoid overcharging) was tricky. We settled on a pre-authorization model (holding $20) and finalizing the capture when the room closes.

Why I'm posting: I know this borders on "micromanagement" for some, but I see it as a "paid audition." I’d love feedback on the WebRTC implementation and the billing architecture.

Try it out (you get $20 in credits to test the system): https://chefs.video

Comments

ufvy•1mo ago
OP here. A few technical details on the video implementation if anyone is interested:

We are using Simulcast for the video tracks. Since a 'Chef' (Buyer) might have 5 freelancers in a room sharing screens simultaneously, bandwidth was a massive bottleneck in early testing.

We configured the LiveKit room to dynamically downgrade the video resolution of the 4 'passive' screens while keeping the 'active' focused screen in 1080p.

Also, regarding the 'surveillance' aspect: I know this is controversial. The goal isn't to watch someone work for 8 hours a day. It's designed for 15-30 minute sprints to verify skill before offering a longer contract. Think of it like a pair-programming interview, but paid.