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Show HN: CyteType – AI agents that annotate cell types in scRNA-seq data

https://github.com/NygenAnalytics/CyteType
1•parashar_nygen•21m ago
Been annotating single-cell data for 7 years now. Got tired of second-guessing CellTypist/SingleR outputs in disease datasets. Reference methods pattern-match against atlases. Works until it doesn't: disease, ectopic expression, unexpected tissue context. You get an annotation label and no way to know it's wrong.

CyteType runs multiple LLM agents that propose and critique annotations and surface all the ambiguity instead of hiding it.

The output is an interactive report you can chat with to interrogate the reasoning. Linked cell ontology terms and relevant literature for each cluster. Confidence score and match score against author labels help with triaging.

Model-agnostic. Benchmarked across 16 LLMs and against reference-based methods. Integrates with Seurat/Scanpy/Anndata.

We built an AI that spots problems in your product data

https://withcounsel.co
1•aarushyadav•1m ago•1 comments

GitHub Actions cache size can now exceed 10 GB per repository

https://github.blog/changelog/2025-11-20-github-actions-cache-size-can-now-exceed-10-gb-per-repos...
1•cosmic_quanta•2m ago•0 comments

The Little Theorems

https://blog.computationalcomplexity.org/2025/11/the-little-theorems.html
1•baruchel•2m ago•0 comments

A logging loop in GKE cost me $1,300 in 3 days – 9.2x my actual infrastructure

2•nthypes•4m ago•0 comments

Show HN: I built a Zero-Knowledge text shredder that deletes data on read

https://www.tbd.bot/
2•ktwao•4m ago•0 comments

Malaysia to Bar Children Under 16 from Social Media

https://www.nytimes.com/2025/11/24/world/asia/malaysia-social-media-ban.html
1•geox•4m ago•0 comments

Academic Arbitrage in the LLM Era

https://c.mov/academic-arbitrage/
1•aoli-al•7m ago•0 comments

Raylib now requires no OS

https://twitter.com/raysan5/status/1992964737953411283
1•klaussilveira•7m ago•0 comments

Show HN: Grow Your Organic Traffic with Automated SEO

https://www.fastseofix.com
1•certibee•8m ago•0 comments

Ask HN: Do smooth, wearable spinning rings (fidget-spinners) exist?

2•spinity•8m ago•0 comments

Real-time, verified city chatrooms for travelers built around actual trip dates

1•aacishh•9m ago•0 comments

I tried lab-grown chocolate. Could it be the future of Halloween?

https://www.theguardian.com/wellness/2025/oct/31/lab-grown-chocolate-halloween
1•PaulHoule•9m ago•0 comments

Ethiopian volcano erupts for first time in 12,000 years

https://www.theguardian.com/world/2025/nov/24/ethiopian-volcano-hayli-gubbi-erupts-first-time-120...
1•tosh•9m ago•0 comments

Shard Your Database

https://pgdog.dev/blog/shard-your-database
1•levkk•10m ago•0 comments

Show HN: MCP Optimizer for faster, lower-token coding agents

https://platform.tupl.xyz/
1•fencio_dev•11m ago•0 comments

New CPU Pricing for Containers and Sandboxes – Cloudflare

https://developers.cloudflare.com/changelog/2025-11-21-new-cpu-pricing/
1•NicoJuicy•12m ago•0 comments

Show HN: Pg-aiguide – Write better PostgreSQL code with AI

https://github.com/timescale/pg-aiguide
1•cevian•12m ago•0 comments

Enshittification of Arduino Begins? Qualcomm Starts Clamping Down

https://itsfoss.com/news/enshittification-of-arduino-begins/
1•cratermoon•13m ago•0 comments

Automatically Merging Dependabot Pull Requests

https://deanpcmad.com/2025/dependabot-auto-pr-merge/
1•deanpcmad•13m ago•0 comments

Network Design Principles

https://github.com/xxia8864/Article/blob/main/Docs/Network%20Design%20Principles.md
1•bill3389•14m ago•0 comments

The Intentional Stance

https://en.wikipedia.org/wiki/Intentional_stance
1•georgestrakhov•16m ago•0 comments

Shai-Hulud malware infects 500 NPM packages, leaks secrets on GitHub

https://www.bleepingcomputer.com/news/security/shai-hulud-malware-infects-500-npm-packages-leaks-...
2•speckx•17m ago•0 comments

Olmo 3 from Scratch (Standalone Notebook)

https://github.com/rasbt/LLMs-from-scratch/blob/main/ch05/13_olmo3/README.md
1•quietlearning•17m ago•0 comments

Surf (Dutch edu/research IT cooperative) test Nextcloud for partner institutions

https://www.surf.nl/en/themes/public-values/surf-and-nextcloud
4•teekert•18m ago•0 comments

Assert in Production

https://dtornow.substack.com/p/assert-in-production
1•rajeevk•20m ago•0 comments

WINS removal: Moving forward with modern name resolution

https://support.microsoft.com/en-us/topic/wins-removal-moving-forward-with-modern-name-resolution...
1•p_ing•20m ago•0 comments

A Startup's Bid to Dim the Sun: Solar Geoengineering Pros and Cons

https://www.newyorker.com/news/the-lede/a-startups-bid-to-dim-the-sun
1•bookofjoe•20m ago•1 comments

Cable Caballero

https://www.notboring.co/p/cable-caballero
2•pepelondono•21m ago•0 comments

Show HN: CyteType – AI agents that annotate cell types in scRNA-seq data

https://github.com/NygenAnalytics/CyteType
1•parashar_nygen•21m ago•0 comments

Radical Ethics

https://studium.dev/tech/radical-ethics
2•jerlendds•22m ago•0 comments