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40k-line AI platform built solo with Rails, self-hosted GPU, and an agent

https://austn.net/blog/building-an-ai-native-web-platform
1•frogr•2h ago

Comments

frogr•2h ago
I'm a senior Rails dev who started self-hosting AI models on my own GPU (7800X3D + 4070 Ti Super) last year. The key insight was building a shared GpuJob base class (~130 lines) that handles Redis-based GPU locking, retries, and health tracking — every tool inherits from it, so adding a new one is about 60-80 lines of tool-specific code. The agent workflow (Hermes running in Discord) is where it gets wild — I voice-message an idea and it builds the feature, commits, pushes a PR, and deploys on merge. Happy to answer questions about the architecture, the self-hosting setup, or the agent workflow.

1•Gym-Berlin•2s ago

Flock v0.7.0 – Semantic Layer for DuckDB (C++)

https://github.com/dais-polymtl/flock
1•dorbanianas•26s ago•1 comments

Tensor – publicly available multi-agent system

https://www.tensor-omega.com/
1•emrekaraoglu_•38s ago•1 comments

Maintenant – Monitor everything. Manage nothing

https://maintenant.dev
1•qbonnard•3m ago•0 comments

Show HN: M68k assembly emulator that runs in the browser

https://github.com/gianlucarea/m68k-interpreter
1•aldino97•3m ago•0 comments

Music as a scientific metaphor for mind and brain

https://www.sciencedirect.com/science/article/pii/S0149763426001004
1•XzetaU8•6m ago•0 comments

Plastic-Eating Bacteria

https://news.mit.edu/2026/ocean-bacteria-break-down-biodegradable-plastic-0316
1•I_Nidhi•7m ago•0 comments

Automated Deployments with GitHub Actions for Amazon ECS Express Mode

https://aws.amazon.com/blogs/containers/automated-deployments-with-github-actions-for-amazon-ecs-...
1•mariuz•9m ago•0 comments

Close Brothers banking group to cut 600 jobs and roll out AI 'at pace'

https://www.theguardian.com/business/2026/mar/17/close-brothers-banking-group-cut-jobs-car-financ...
2•chrisjj•11m ago•0 comments

Advancements and future directions in AI-assisted coding: Erik Meijer (2023) [video]

https://www.youtube.com/watch?v=SsJqmV3Wtkg
1•pramodbiligiri•12m ago•0 comments

We publish the SOP for our hospitality AI agent – here's what's in it

https://unabypolydom.medium.com/your-ai-agent-needs-an-sop-heres-what-ours-looks-like-7db98cba873c
1•wastemaster•14m ago•0 comments

A complete set of canonical nucleobases in the carbonaceous asteroid Ryugu

https://www.nature.com/articles/s41550-026-02791-z
1•michaelsbradley•14m ago•0 comments

AI crowd counter confuses people with rock columns at Giant's Causeway

https://www.bbc.co.uk/news/articles/c39wgjpgg4ko
1•ccanni•18m ago•0 comments

The Bar for Joining the Technical Workforce Is Skyrocketing

https://www.justinmath.com/its-more-important-than-ever-to-develop-serious-skills/
1•speckx•19m ago•0 comments

Would you use a free AI security review for your public GitHub repo?

https://vuecode.dev/roast
1•scillt•20m ago•1 comments

Kagi Small Web

https://kagi.com/smallweb/
20•trueduke•20m ago•2 comments

Rtk – CLI proxy that reduces LLM token consumption by 60-90%

https://github.com/rtk-ai/rtk
1•armcat•20m ago•0 comments

Why people in L.A. are strapping cameras on their bodies to do chores?

https://www.latimes.com/business/story/2026-03-12/why-people-in-la-are-strapping-cameras-on-their...
1•trueduke•21m ago•0 comments

Building a Shell

https://healeycodes.com/building-a-shell
2•ingve•21m ago•0 comments

Geography as an API: A Framework for Finding Mispriced Cities

https://substack.com/home/post/p-191144998
1•node_architect•23m ago•0 comments

Cannabis is not an effective treatment for common mental health conditions

https://www.theguardian.com/society/2026/mar/16/cannabis-inot-effective-treatment-for-common-ment...
1•Geekette•23m ago•1 comments

AI Won't Replace Innovation

https://aspiringforintelligence.substack.com/p/ai-wont-replace-innovation
3•kiyanwang•24m ago•0 comments

AppScript: Objective-C Without the C

https://codeberg.org/leeg/appscript
2•ingve•26m ago•0 comments

I've added human.json to my website

https://sethmlarson.dev/ive-added-human-dot-json-to-my-website
1•speckx•26m ago•0 comments

Millwright: Smarter Tool Selection from Agent Experience

https://minor.gripe/posts/2026-03-13-millwright_smarter_tool_selection_with_adaptive_toolsheds/
1•matthewsinclair•27m ago•0 comments

Gleam v1.15.0 has been published

https://gleam.run/news/upgrading-hex-security/
1•kharec•31m ago•0 comments

VibesSDK: Robust AI Agent SDK for TypeScript and Deno

https://github.com/a7ul/vibes
1•atulanand94•32m ago•1 comments

Olympia becomes first Washington city to pass polyamory protections

https://www.opb.org/article/2026/03/15/olympia-first-washington-city-polyamory-protection/
1•robtherobber•34m ago•0 comments

Video Shows How Globes Were Made by Hand in 1955. End of a 500-Year Tradition

https://www.openculture.com/2026/03/how-globes-were-made-by-hand-in-1955.html
3•speckx•36m ago•0 comments

Liminal Space

https://en.wikipedia.org/wiki/Liminal_space_(aesthetic)
1•tosh•37m ago•0 comments