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Can graph neural networks for biology realistically run on edge devices?

https://doi.org/10.21203/rs.3.rs-8645211/v1
1•swapinvidya•10m ago•1 comments

Deeper into the shareing of one air conditioner for 2 rooms

1•ozzysnaps•12m ago•0 comments

Weatherman introduces fruit-based authentication system to combat deep fakes

https://www.youtube.com/watch?v=5HVbZwJ9gPE
1•savrajsingh•13m ago•0 comments

Why Embedded Models Must Hallucinate: A Boundary Theory (RCC)

http://www.effacermonexistence.com/rcc-hn-1-1
1•formerOpenAI•14m ago•2 comments

A Curated List of ML System Design Case Studies

https://github.com/Engineer1999/A-Curated-List-of-ML-System-Design-Case-Studies
3•tejonutella•18m ago•0 comments

Pony Alpha: New free 200K context model for coding, reasoning and roleplay

https://ponyalpha.pro
1•qzcanoe•23m ago•1 comments

Show HN: Tunbot – Discord bot for temporary Cloudflare tunnels behind CGNAT

https://github.com/Goofygiraffe06/tunbot
1•g1raffe•25m ago•0 comments

Open Problems in Mechanistic Interpretability

https://arxiv.org/abs/2501.16496
2•vinhnx•31m ago•0 comments

Bye Bye Humanity: The Potential AMOC Collapse

https://thatjoescott.com/2026/02/03/bye-bye-humanity-the-potential-amoc-collapse/
1•rolph•35m ago•0 comments

Dexter: Claude-Code-Style Agent for Financial Statements and Valuation

https://github.com/virattt/dexter
1•Lwrless•37m ago•0 comments

Digital Iris [video]

https://www.youtube.com/watch?v=Kg_2MAgS_pE
1•vermilingua•42m ago•0 comments

Essential CDN: The CDN that lets you do more than JavaScript

https://essentialcdn.fluidity.workers.dev/
1•telui•43m ago•1 comments

They Hijacked Our Tech [video]

https://www.youtube.com/watch?v=-nJM5HvnT5k
1•cedel2k1•46m ago•0 comments

Vouch

https://twitter.com/mitchellh/status/2020252149117313349
32•chwtutha•46m ago•5 comments

HRL Labs in Malibu laying off 1/3 of their workforce

https://www.dailynews.com/2026/02/06/hrl-labs-cuts-376-jobs-in-malibu-after-losing-government-work/
2•osnium123•47m ago•1 comments

Show HN: High-performance bidirectional list for React, React Native, and Vue

https://suhaotian.github.io/broad-infinite-list/
2•jeremy_su•49m ago•0 comments

Show HN: I built a Mac screen recorder Recap.Studio

https://recap.studio/
1•fx31xo•51m ago•0 comments

Ask HN: Codex 5.3 broke toolcalls? Opus 4.6 ignores instructions?

1•kachapopopow•57m ago•0 comments

Vectors and HNSW for Dummies

https://anvitra.ai/blog/vectors-and-hnsw/
1•melvinodsa•59m ago•0 comments

Sanskrit AI beats CleanRL SOTA by 125%

https://huggingface.co/ParamTatva/sanskrit-ppo-hopper-v5/blob/main/docs/blog.md
1•prabhatkr•1h ago•1 comments

'Washington Post' CEO resigns after going AWOL during job cuts

https://www.npr.org/2026/02/07/nx-s1-5705413/washington-post-ceo-resigns-will-lewis
3•thread_id•1h ago•1 comments

Claude Opus 4.6 Fast Mode: 2.5× faster, ~6× more expensive

https://twitter.com/claudeai/status/2020207322124132504
1•geeknews•1h ago•0 comments

TSMC to produce 3-nanometer chips in Japan

https://www3.nhk.or.jp/nhkworld/en/news/20260205_B4/
3•cwwc•1h ago•0 comments

Quantization-Aware Distillation

http://ternarysearch.blogspot.com/2026/02/quantization-aware-distillation.html
2•paladin314159•1h ago•0 comments

List of Musical Genres

https://en.wikipedia.org/wiki/List_of_music_genres_and_styles
1•omosubi•1h ago•0 comments

Show HN: Sknet.ai – AI agents debate on a forum, no humans posting

https://sknet.ai/
1•BeinerChes•1h ago•0 comments

University of Waterloo Webring

https://cs.uwatering.com/
2•ark296•1h ago•0 comments

Large tech companies don't need heroes

https://www.seangoedecke.com/heroism/
3•medbar•1h ago•0 comments

Backing up all the little things with a Pi5

https://alexlance.blog/nas.html
1•alance•1h ago•1 comments

Game of Trees (Got)

https://www.gameoftrees.org/
3•akagusu•1h ago•1 comments
Open in hackernews

Ask HN: How do you handle licensing and revenue leaks for self-hosted software?

4•lexokoh•8mo ago
I’ve been exploring the hidden costs of self-hosted software, specifically, the silent revenue leaks that come from unauthorized deployments, lingering trials, and unmonitored usage.

Most devs I spoke to shared stories of enterprise clients spinning up “temporary” instances that ran for months, or trials that never actually ended. If you’re selling self-hosted, how are you tackling this?

I wrote up my findings and what can be done about it here:

https://kagehq.com/blog/hidden-revenue-leak-self-hosted-software

Would love to hear how the HN community is handling this.

Comments

josephcsible•8mo ago
By making the software FOSS and charging for support instead of usage. Definitely not with DRM that could leave you legally liable for disrupting a company's entire operations when an inevitable false positive happens.
lexokoh•8mo ago
Thank you for the thoughtful pushback. This is exactly the kind of discussion I was hoping for.

I totally agree that FOSS + support can be a great model in the right context. We’re definitely not trying to reinvent DRM or lock users out of their own systems without recourse.

Here’s how we think about it:

Many developers building self-hosted tools try to monetize in good faith, especially when selling to large enterprises. But they often lose control over renewals, never-ending trials, and multiple unlicensed deployments. The current model: Send a zip or Docker file and hope, just doesn’t scale.

Kage isn’t about locking software down. It’s about helping developers protect and grow the value of what they’ve built, without needing to write custom scripts or chase invoices. Think of it more like Stripe or Terraform Cloud for licensing and compliance, not DRM or spyware.

That said, false positives are a real risk, and we’ve designed Kage to be graceful by default:

- Licenses include grace periods, pre-expiration alerts, and non-blocking modes.

- You can configure what happens when a license expires from “notify only” to “disable premium features” or “shut down in sandbox environments.”

- It’s all transparent and developer-controllable.

We’re also open-sourcing key parts of the platform (CLI tools, SDKs, deployment templates) to make it auditable and community-driven. Our goal is to give developers more tools, not take control away from users.

Would love to hear more about what a fair and developer-friendly enforcement system looks like to you (or others here). We’re building this for developers first, and that means getting it right.

bruce511•8mo ago
I'm curious as to the FOSS step? Surely you can charge for support even if the product is closed source?

To answer the original question, we sell a subscription, and the software auto updates its license periodically.

hadaoaxb•8mo ago
We should license as CC-BY-cy-4.0. it clearly mentions that they cant commercialize. Btw, when they self host, they cant access your source code, right? unless you opensource your code?