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The Rise of Spec Driven Development

https://www.dbreunig.com/2026/02/06/the-rise-of-spec-driven-development.html
1•Brajeshwar•4m ago•0 comments

The first good Raspberry Pi Laptop

https://www.jeffgeerling.com/blog/2026/the-first-good-raspberry-pi-laptop/
2•Brajeshwar•4m ago•0 comments

Seas to Rise Around the World – But Not in Greenland

https://e360.yale.edu/digest/greenland-sea-levels-fall
1•Brajeshwar•4m ago•0 comments

Will Future Generations Think We're Gross?

https://chillphysicsenjoyer.substack.com/p/will-future-generations-think-were
1•crescit_eundo•7m ago•0 comments

State Department will delete Xitter posts from before Trump returned to office

https://www.npr.org/2026/02/07/nx-s1-5704785/state-department-trump-posts-x
1•righthand•10m ago•0 comments

Show HN: Verifiable server roundtrip demo for a decision interruption system

https://github.com/veeduzyl-hue/decision-assistant-roundtrip-demo
1•veeduzyl•11m ago•0 comments

Impl Rust – Avro IDL Tool in Rust via Antlr

https://www.youtube.com/watch?v=vmKvw73V394
1•todsacerdoti•11m ago•0 comments

Stories from 25 Years of Software Development

https://susam.net/twenty-five-years-of-computing.html
2•vinhnx•12m ago•0 comments

minikeyvalue

https://github.com/commaai/minikeyvalue/tree/prod
3•tosh•17m ago•0 comments

Neomacs: GPU-accelerated Emacs with inline video, WebKit, and terminal via wgpu

https://github.com/eval-exec/neomacs
1•evalexec•22m ago•0 comments

Show HN: Moli P2P – An ephemeral, serverless image gallery (Rust and WebRTC)

https://moli-green.is/
2•ShinyaKoyano•26m ago•1 comments

How I grow my X presence?

https://www.reddit.com/r/GrowthHacking/s/UEc8pAl61b
2•m00dy•27m ago•0 comments

What's the cost of the most expensive Super Bowl ad slot?

https://ballparkguess.com/?id=5b98b1d3-5887-47b9-8a92-43be2ced674b
1•bkls•28m ago•0 comments

What if you just did a startup instead?

https://alexaraki.substack.com/p/what-if-you-just-did-a-startup
5•okaywriting•35m ago•0 comments

Hacking up your own shell completion (2020)

https://www.feltrac.co/environment/2020/01/18/build-your-own-shell-completion.html
2•todsacerdoti•37m ago•0 comments

Show HN: Gorse 0.5 – Open-source recommender system with visual workflow editor

https://github.com/gorse-io/gorse
1•zhenghaoz•38m ago•0 comments

GLM-OCR: Accurate × Fast × Comprehensive

https://github.com/zai-org/GLM-OCR
1•ms7892•39m ago•0 comments

Local Agent Bench: Test 11 small LLMs on tool-calling judgment, on CPU, no GPU

https://github.com/MikeVeerman/tool-calling-benchmark
1•MikeVeerman•40m ago•0 comments

Show HN: AboutMyProject – A public log for developer proof-of-work

https://aboutmyproject.com/
1•Raiplus•40m ago•0 comments

Expertise, AI and Work of Future [video]

https://www.youtube.com/watch?v=wsxWl9iT1XU
1•indiantinker•41m ago•0 comments

So Long to Cheap Books You Could Fit in Your Pocket

https://www.nytimes.com/2026/02/06/books/mass-market-paperback-books.html
3•pseudolus•41m ago•1 comments

PID Controller

https://en.wikipedia.org/wiki/Proportional%E2%80%93integral%E2%80%93derivative_controller
1•tosh•45m ago•0 comments

SpaceX Rocket Generates 100GW of Power, or 20% of US Electricity

https://twitter.com/AlecStapp/status/2019932764515234159
2•bkls•45m ago•0 comments

Kubernetes MCP Server

https://github.com/yindia/rootcause
1•yindia•46m ago•0 comments

I Built a Movie Recommendation Agent to Solve Movie Nights with My Wife

https://rokn.io/posts/building-movie-recommendation-agent
4•roknovosel•46m ago•0 comments

What were the first animals? The fierce sponge–jelly battle that just won't end

https://www.nature.com/articles/d41586-026-00238-z
2•beardyw•55m ago•0 comments

Sidestepping Evaluation Awareness and Anticipating Misalignment

https://alignment.openai.com/prod-evals/
1•taubek•55m ago•0 comments

OldMapsOnline

https://www.oldmapsonline.org/en
2•surprisetalk•57m ago•0 comments

What It's Like to Be a Worm

https://www.asimov.press/p/sentience
2•surprisetalk•57m ago•0 comments

Don't go to physics grad school and other cautionary tales

https://scottlocklin.wordpress.com/2025/12/19/dont-go-to-physics-grad-school-and-other-cautionary...
2•surprisetalk•57m ago•0 comments
Open in hackernews

Show HN: We built instant Kubernetes provisioning with KVM and gRPC

2•dib85•2mo ago
We've spent the last year building RunOS, a platform that spins up production-ready Kubernetes clusters in 5-10 minutes with databases, message queues, observability, and AI tooling configured.

The Problem

Every team rebuilds the same Kubernetes infrastructure: networking, certificates, monitoring, databases, storage. The existing solutions either lock you into a vendor ecosystem or dump you into raw Kubernetes complexity. We wanted the control of self-hosting without weeks of setup.

Architecture

Our system uses two agent types:

Server agents run on VM hosts and communicate with our backend via gRPC bidirectional streams. When users request a cluster node, the agent provisions a KVM-based VM and bootstraps it.

Node agents run on each Kubernetes node and handle cluster operations, monitoring, and service installations.

Key insight: gRPC streams initiated by agents eliminate firewall configuration and public IP requirements. Agents reach out to our backend, not vice versa.

Why KVM?

- Battle-tested, works great with Ubuntu - Solid Go bindings via libvirt - Excellent GPU passthrough for AI workloads like Ollama - Good isolation/performance balance

Sometimes boring technology is the right choice.

Provisioning Flow

1. User clicks "Create Cluster" 2. Backend selects available server agents 3. gRPC commands sent to provision VMs 4. KVM VMs spin up (Ubuntu Cloud 24.04, 30-60 seconds) 5. Node agents install and connect 6. Kubernetes bootstrap with kubeadm + Cilium 7. WireGuard mesh established between nodes 8. Storage configured (OpenEBS + Longhorn) 9. Cluster ready (5-10 minutes total)

The WireGuard Decision

We manage WireGuard at the OS level, not Kubernetes level. Why?

- Same VPN secures both K8s traffic and SSH access - Nodes communicate securely even if Kubernetes fails - Simpler troubleshooting with separated layers - Easier multi-cluster peering (coming soon)

Our backend orchestrates WireGuard configs across nodes via the agents. Centrally coordinated, locally executed.

Version Management Hell

The hardest problem? Keeping 20+ services compatible across updates.

We offer one-click installation of: PostgreSQL, MySQL, ClickHouse, Kafka, RabbitMQ, MinIO, Longhorn, Harbor, Traefik, Grafana, Prometheus, Ollama, LiteLLM, Open WebUI, and more.

Each has opinions about K8s versions, storage, and networking. We use Helm charts, operators, and custom YAML as appropriate. The real work is maintaining compatibility matrices and testing every combination.

Deployment Models

RunOS Cloud: Managed dedicated servers with fixed 8 CPU/16GB instances (free trial credits available). KVM handles VM provisioning with GPU passthrough for AI workloads. Strict security since it's early access.

Bring Your Own Node: Run node agents on any hardware. Complete tenant isolation since you control infrastructure.

Coming soon: Self-managed VM hosts with custom sizing.

What's Next

Agent code will be open source. One company runs three production clusters already. Common feedback: "I can't believe how fast I went from zero to a working cluster with Postgres, Kafka, and monitoring."

We're planning weekly updates here on HackerNews about new features, technical challenges, and production lessons.

Try it at runos.com - free trial credits for 8 CPU threads and 16GB memory.

Questions? Happy to discuss architecture in the comments.