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An AI model that can read and diagnose a brain MRI in seconds

https://www.michiganmedicine.org/health-lab/ai-model-can-read-and-diagnose-brain-mri-seconds
1•hhs•49s ago•0 comments

Dev with 5 of experience switched to Rails, what should I be careful about?

1•vampiregrey•3m ago•0 comments

AlphaFace: High Fidelity and Real-Time Face Swapper Robust to Facial Pose

https://arxiv.org/abs/2601.16429
1•PaulHoule•4m ago•0 comments

Scientists discover “levitating” time crystals that you can hold in your hand

https://www.nyu.edu/about/news-publications/news/2026/february/scientists-discover--levitating--t...
1•hhs•6m ago•0 comments

Rammstein – Deutschland (C64 Cover, Real SID, 8-bit – 2019) [video]

https://www.youtube.com/watch?v=3VReIuv1GFo
1•erickhill•6m ago•0 comments

Tell HN: Yet Another Round of Zendesk Spam

1•Philpax•6m ago•0 comments

Postgres Message Queue (PGMQ)

https://github.com/pgmq/pgmq
1•Lwrless•10m ago•0 comments

Show HN: Django-rclone: Database and media backups for Django, powered by rclone

https://github.com/kjnez/django-rclone
1•cui•13m ago•1 comments

NY lawmakers proposed statewide data center moratorium

https://www.niagara-gazette.com/news/local_news/ny-lawmakers-proposed-statewide-data-center-morat...
1•geox•14m ago•0 comments

OpenClaw AI chatbots are running amok – these scientists are listening in

https://www.nature.com/articles/d41586-026-00370-w
2•EA-3167•15m ago•0 comments

Show HN: AI agent forgets user preferences every session. This fixes it

https://www.pref0.com/
5•fliellerjulian•17m ago•0 comments

Introduce the Vouch/Denouncement Contribution Model

https://github.com/ghostty-org/ghostty/pull/10559
2•DustinEchoes•19m ago•0 comments

Show HN: SSHcode – Always-On Claude Code/OpenCode over Tailscale and Hetzner

https://github.com/sultanvaliyev/sshcode
1•sultanvaliyev•19m ago•0 comments

Microsoft appointed a quality czar. He has no direct reports and no budget

https://jpcaparas.medium.com/microsoft-appointed-a-quality-czar-he-has-no-direct-reports-and-no-b...
2•RickJWagner•21m ago•0 comments

Multi-agent coordination on Claude Code: 8 production pain points and patterns

https://gist.github.com/sigalovskinick/6cc1cef061f76b7edd198e0ebc863397
1•nikolasi•21m ago•0 comments

Washington Post CEO Will Lewis Steps Down After Stormy Tenure

https://www.nytimes.com/2026/02/07/technology/washington-post-will-lewis.html
7•jbegley•22m ago•1 comments

DevXT – Building the Future with AI That Acts

https://devxt.com
2•superpecmuscles•23m ago•4 comments

A Minimal OpenClaw Built with the OpenCode SDK

https://github.com/CefBoud/MonClaw
1•cefboud•23m ago•0 comments

The silent death of Good Code

https://amit.prasad.me/blog/rip-good-code
3•amitprasad•23m ago•0 comments

The Internal Negotiation You Have When Your Heart Rate Gets Uncomfortable

https://www.vo2maxpro.com/blog/internal-negotiation-heart-rate
1•GoodluckH•25m ago•0 comments

Show HN: Glance – Fast CSV inspection for the terminal (SIMD-accelerated)

https://github.com/AveryClapp/glance
2•AveryClapp•26m ago•0 comments

Busy for the Next Fifty to Sixty Bud

https://pestlemortar.substack.com/p/busy-for-the-next-fifty-to-sixty-had-all-my-money-in-bitcoin-...
1•mithradiumn•26m ago•0 comments

Imperative

https://pestlemortar.substack.com/p/imperative
1•mithradiumn•27m ago•0 comments

Show HN: I decomposed 87 tasks to find where AI agents structurally collapse

https://github.com/XxCotHGxX/Instruction_Entropy
2•XxCotHGxX•31m ago•1 comments

I went back to Linux and it was a mistake

https://www.theverge.com/report/875077/linux-was-a-mistake
3•timpera•32m ago•1 comments

Octrafic – open-source AI-assisted API testing from the CLI

https://github.com/Octrafic/octrafic-cli
1•mbadyl•34m ago•1 comments

US Accuses China of Secret Nuclear Testing

https://www.reuters.com/world/china/trump-has-been-clear-wanting-new-nuclear-arms-control-treaty-...
3•jandrewrogers•34m ago•2 comments

Peacock. A New Programming Language

2•hashhooshy•39m ago•1 comments

A postcard arrived: 'If you're reading this I'm dead, and I really liked you'

https://www.washingtonpost.com/lifestyle/2026/02/07/postcard-death-teacher-glickman/
4•bookofjoe•40m ago•1 comments

What to know about the software selloff

https://www.morningstar.com/markets/what-know-about-software-stock-selloff
2•RickJWagner•44m ago•0 comments
Open in hackernews

Dewy: Continuous deployments for VPS and bare metal, no K8s required

https://github.com/linyows/dewy
1•linyows•2mo ago

Comments

linyows•2mo ago
Hi HN,

I’ve been working on an open source deployment tool called *Dewy*.

Dewy is a *single-binary deployment agent* that runs on each host and keeps your apps (binaries or containers) up to date, with *zero-downtime rollouts*, *pull-based updates*, and *no Kubernetes required*.

It’s for teams who:

- Run small to medium services on *VPS / bare metal* (a few to a few dozen servers) - Can’t or don’t want to use *managed Kubernetes / Cloud Run / ECS* for cost, policy, or complexity reasons - Already have CI, but the “deploy to production” step is still *SSH + shell scripts / rsync / scp* - Worry about giving CI agents SSH access to production hosts

### How it works

- You publish *artifacts or images* from CI: - e.g. GitHub Releases assets, S3 / GCS objects, or container images in a registry - Dewy runs as a *daemon on each host* - It periodically checks a *registry / storage / container registry* for the latest semantic version - When a new version appears, Dewy: - Downloads it - Starts the new version - Performs *zero-downtime switch-over*: - For processes: graceful restart via signals - For containers: Dewy acts as a reverse proxy and *drains old containers* (finish existing connections, route new traffic to the new version) - Keeps multiple previous versions on disk so you can roll back safely

All of this is *pull-based*: production hosts reach out to fetch new releases. CI never SSHes into production, which reduces the attack surface.

### Why not Kubernetes?

Kubernetes (plus something like Argo CD) already gives you declarative, continuous deployments — but:

- Managed k8s can be *expensive* or *not allowed* in some orgs - Self-hosting k8s can be *overkill* for small teams with a handful of nodes - Many setups still have *long-lived VMs / bare metal* that are not going away soon

Dewy is *not* a replacement for Kubernetes. It doesn’t do scheduling or autoscaling. It focuses on a smaller problem:

> “Given some servers I already have, keep this service safely deployed and up to date, with minimal moving parts.”

### Safety & operations

- *Zero-downtime rollouts* via graceful restart / connection draining - If the new version fails to start or health checks don’t pass, Dewy: - Keeps the old version running - Sends notifications (Slack / email) - Avoids noisy repeated alerts - Keeps several past releases locally for *quick manual rollback* - Audit-friendly: you can see who released what and when through your Git tags / releases

### Cost & infra model

- Runs on *plain Linux servers* (VPS, small VMs, underpowered physical boxes) - No control plane, no database required - Just a *single static binary + a YAML config + systemd service*

If this sounds like something you’d use instead of hand-rolled SSH deploys or ad hoc scripts on non‑k8s infra, I’d love feedback:

- GitHub: https://github.com/linyows/dewy - Docs / landing page: https://dewy.linyo.ws