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Robust and Interactable World Models in Computer Vision [video]

https://www.youtube.com/watch?v=9B4kkaGOozA
1•Anon84•1m ago•0 comments

Nestlé couldn't crack Japan's coffee market.Then they hired a child psychologist

https://twitter.com/BigBrainMkting/status/2019792335509541220
1•rmason•3m ago•0 comments

Notes for February 2-7

https://taoofmac.com/space/notes/2026/02/07/2000
2•rcarmo•4m ago•0 comments

Study confirms experience beats youthful enthusiasm

https://www.theregister.com/2026/02/07/boomers_vs_zoomers_workplace/
2•Willingham•11m ago•0 comments

The Big Hunger by Walter J Miller, Jr. (1952)

https://lauriepenny.substack.com/p/the-big-hunger
1•shervinafshar•12m ago•0 comments

The Genus Amanita

https://www.mushroomexpert.com/amanita.html
1•rolph•17m ago•0 comments

We have broken SHA-1 in practice

https://shattered.io/
2•mooreds•18m ago•1 comments

Ask HN: Was my first management job bad, or is this what management is like?

1•Buttons840•19m ago•0 comments

Ask HN: How to Reduce Time Spent Crimping?

1•pinkmuffinere•20m ago•0 comments

KV Cache Transform Coding for Compact Storage in LLM Inference

https://arxiv.org/abs/2511.01815
1•walterbell•25m ago•0 comments

A quantitative, multimodal wearable bioelectronic device for stress assessment

https://www.nature.com/articles/s41467-025-67747-9
1•PaulHoule•27m ago•0 comments

Why Big Tech Is Throwing Cash into India in Quest for AI Supremacy

https://www.wsj.com/world/india/why-big-tech-is-throwing-cash-into-india-in-quest-for-ai-supremac...
1•saikatsg•27m ago•0 comments

How to shoot yourself in the foot – 2026 edition

https://github.com/aweussom/HowToShootYourselfInTheFoot
1•aweussom•27m ago•0 comments

Eight More Months of Agents

https://crawshaw.io/blog/eight-more-months-of-agents
4•archb•29m ago•0 comments

From Human Thought to Machine Coordination

https://www.psychologytoday.com/us/blog/the-digital-self/202602/from-human-thought-to-machine-coo...
1•walterbell•29m ago•0 comments

The new X API pricing must be a joke

https://developer.x.com/
1•danver0•30m ago•0 comments

Show HN: RMA Dashboard fast SAST results for monorepos (SARIF and triage)

https://rma-dashboard.bukhari-kibuka7.workers.dev/
1•bumahkib7•31m ago•0 comments

Show HN: Source code graphRAG for Java/Kotlin development based on jQAssistant

https://github.com/2015xli/jqassistant-graph-rag
1•artigent•36m ago•0 comments

Python Only Has One Real Competitor

https://mccue.dev/pages/2-6-26-python-competitor
4•dragandj•37m ago•0 comments

Tmux to Zellij (and Back)

https://www.mauriciopoppe.com/notes/tmux-to-zellij/
1•maurizzzio•38m ago•1 comments

Ask HN: How are you using specialized agents to accelerate your work?

1•otterley•39m ago•0 comments

Passing user_id through 6 services? OTel Baggage fixes this

https://signoz.io/blog/otel-baggage/
1•pranay01•40m ago•0 comments

DavMail Pop/IMAP/SMTP/Caldav/Carddav/LDAP Exchange Gateway

https://davmail.sourceforge.net/
1•todsacerdoti•41m ago•0 comments

Visual data modelling in the browser (open source)

https://github.com/sqlmodel/sqlmodel
1•Sean766•43m ago•0 comments

Show HN: Tharos – CLI to find and autofix security bugs using local LLMs

https://github.com/chinonsochikelue/tharos
1•fluantix•43m ago•0 comments

Oddly Simple GUI Programs

https://simonsafar.com/2024/win32_lights/
1•MaximilianEmel•44m ago•0 comments

The New Playbook for Leaders [pdf]

https://www.ibli.com/IBLI%20OnePagers%20The%20Plays%20Summarized.pdf
1•mooreds•44m ago•1 comments

Interactive Unboxing of J Dilla's Donuts

https://donuts20.vercel.app
1•sngahane•45m ago•0 comments

OneCourt helps blind and low-vision fans to track Super Bowl live

https://www.dezeen.com/2026/02/06/onecourt-tactile-device-super-bowl-blind-low-vision-fans/
1•gaws•47m ago•0 comments

Rudolf Vrba

https://en.wikipedia.org/wiki/Rudolf_Vrba
1•mooreds•48m ago•0 comments
Open in hackernews

Show HN: Modeling the human body in Rust so I can cmd+click through it

https://github.com/lantos1618/open_human_ontology
46•lleong1618•4mo ago
I started this trying to understand two things: why my Asian friends turn red after drinking, and why several friends all seemed to have migraine clusters.

I was reading medical papers and textbooks, but kept getting lost jumping between topics. I thought: what if I could just Cmd+Click through this like code? What if "ALDH2 gene" was actually clickable, and took me to the variant, the phenotype, the population frequencies?

So I started modeling human biology in Rust with my Ralph agent (Claude in a loop, ty ghuntley). Turns out the type system is perfect for this. Every biological entity is strongly-typed with relationships enforced at compile time.

After 1 day of agent coding: - 277 Rust files, ~95k lines of code - 1,561 tests passing - 13 complete organ systems - Genetics with ancestry-specific variants - Clinical pathology models

Try it:

git clone https://github.com/lantos1618/open_human_ontology cd open_human_ontology cargo run --example ide_navigation_demo

Then open `examples/ide_navigation_demo.rs` and Cmd+Click through:

Understanding Asian flush:

AsianGeneticVariantsCatalog::get_metabolic_variants()

// Click through to:

// → ALDH2 gene on chromosome 12q24.12

// → rs671 variant (Glu504Lys)

// → 40% frequency in Japanese population

// → Alcohol flush reaction

// → 10x esophageal cancer risk with alcohol

// → Acetaldehyde metabolism pathway

Understanding migraines: Migraine { subtype: WithAura, triggers: [Stress, LackOfSleep, HormonalChanges], genetic_variants: ["rs2075968", "rs1835740"], ... }

// Click through to:

// → 17 migraine trigger types

// → 12 aura symptom types

// → Genetic risk factors

// → Why clusters happen (HormonalChanges → Menstruation)

Now I can actually navigate the connections instead of flipping through PDFs. Heart → CoronaryArtery → Plaque. VisualCortex → 200M neurons → NeuralConnection pathways. It's like Wikipedia but type-checked and with jump-to-definition.

This isn't production medical software - it's a learning tool. But it's way more useful than textbooks for understanding how biological systems connect.

The agent keeps expanding it. Sometimes it OOMs but that's part of the fun.

Tech: Rust, nalgebra, serde, rayon, proptest

I am not a dr or medical professional this is for my education you can commit to it if you want to or review and open some PR's if you find wrong information or want to add references.

Comments

pacoWebConsult•4mo ago
Any grounding in medical truth/ is anything sourced to legitimate references or is this entirely pulled from the model's general training of human anatomy?
lovecg•4mo ago
100k lines in one day of “coding”? I think you already know the answer.
lleong1618•4mo ago
exactly, i mean can attach a research agent to each file or commit to validate and confirm the values, which would just give validity to internet information I guess.
lleong1618•4mo ago
I am pulling from the model and was thinking of attaching a research agent on per file to validate each file and adding sourced validated information.

it seems sound to get structure but on real values and source grounding is needed to be validated.

just a poc

sixo•4mo ago
the absurd things people come up with to meet their own needs are usually good indicators of products and services which want to exist
lleong1618•4mo ago
Yeah ahaha, I mean I just needed 2 pieces of information and got carried away. But would be awesome to have a runnable human emulation.
dietr1ch•4mo ago
True, but to me it seems the product is halfway there with org-roam/logseq/obsidian and that Rust code is the wrong way to start building it.

I'd try generating markdown to be rendered in logseq by teaching the AI how to link and whatnot in my AGENT.md (or whatever people call their project-local instruction/context file).

From outside, I'd not trust hallucinated stuff, but it'd be neat to start a project where knowledgeable humans did oversee all the proposed changes.

sixo•4mo ago
well yeah this is not itself the product, this is a demonstration of the need

Obsidian/etc really isn't it either, though; clearly OP wants to be able to do calculations with this stuff. They want both the knowledge graph AND an executable code environment. (I imagine Emacs can do both.)

But think more broadly. Imagine just

```

import <established knowledge>.anatomy

import <established knowledge>.high_energy_physics

import <established knowledge>.microeconomics

...

```

into a notebook-like environment, with good intellisense and completions. But not quite as a programming language—somewhere between that and a wiki.

sixo•4mo ago
Similar: for years I've been lugging around the idea of making a game like Civilization but where all of the different theories of history can be turned on/off as modules. Maybe going back to prehistory:

- did fire lead to cooking lead to big brains lead to tools lead to agriculture?

- or was it ice ages ending that lead to agriculture?

- or did oxygen levels change leading to more efficient brains?

- or were we Born to Run?

- or did women's hips change shapes to allow bigger brains?

- or perhaps 2001: A Space Odyssey occurred as written

- or Ancient Aliens...

Repeat for every other highly-debated period of history.

Somehow having all of these in the same modular system feels like it would metabolize them in a way that reading a bunch of separate theories can't really do. Same for OP's anatomy.

pagekicker•3mo ago
like this idea. Add "tech trees": path dependence can be arbitrary. What if we kept going with vacuum tubes/no transistors?
rfl890•4mo ago
How do we know this is accurate and not some big hallucination? Is the data sourced anywhere? Has anyone with a relevant background even skimmed through the code? It seems like a great idea in theory, but this execution is worrying.
lleong1618•4mo ago
Yes, It's very much a "I wonder if this would work" and kinda did. to be taken in some what of a regard would be attaching a research agent on each commit.

I did spot checks on random files with research agents and it seems to be ok for a claude code loop.

I'm not a Dr'

Please! is anyone a DR

rfl890•4mo ago
I mean, it is a pretty cool idea, but trusting an LLM to correctly implement an entire human body in software is a recipe for disaster. There's bound to be tons of hallucinations and errors.
lleong1618•4mo ago
absolutely agree but for the purposes of working out what ALDH2 deficiency is and clicking through it was successful

should absolutely have a research agent or eyes on for hallucinations and errors

JumpCrisscross•4mo ago
> for the purposes of working out what ALDH2 deficiency is and clicking through it was successful

Does your code model acetaldehyde metabolism?

The exercise is an interesting proof of concept for a click-through model of a biological system. But it's also a warning for trusting LLMs for understanding.

lleong1618•4mo ago
no it didn't do click through for this metabolism at first but it read your comment and then added it I guess. "examples/acetaldehyde_metabolism.rs" its about to push this in a moment
JumpCrisscross•4mo ago
> its about to push this in a moment

The point is acetaldehyde metabolism is at the heart of your question: Why do some people flush red with alcohol.

Reading the first reference on Wikipedia's article about alcohol flushing [1][2] would have generated, I believe, more understanding about the biochemistry involved. (And the fact that ALDH2 deficiency simply exacerbates something we all do--acetaldehyde is a big part of what causes hangovers.)

What that would not have done is demonstrate (a) a genuinely interesting way to "step through" a physical system and (b) the ease with which a biochemist might be able to do so. As a hack and a project and a mode of communicating a model, I love this. Where I'm objecting is in pitching it per se as a mode for understanding a phenomenon, in this case, "what ALDH2 deficiency is."

[1] https://en.wikipedia.org/wiki/Alcohol_flush_reaction#cite_no...

[2] https://pmc.ncbi.nlm.nih.gov/articles/PMC2659709/

jll29•4mo ago
I wasn't sure what to expect, so I opened a random bit of the code.

                Some(Ancestry::Ashkenazi) => Self {
                    ancestry,
                    lactose_restricted: false,
                    alcohol_restriction_level: AlcoholRestrictionLevel::Moderate,
                    vitamin_d_supplementation_iu: 800.0,
                    recommended_foods: vec![
                        "Fish".to_string(),
                        "Whole grains".to_string(),
                        "Vegetables".to_string(),
                        "Olive oil".to_string(),
                        "Nuts".to_string(),
                    ],
                    foods_to_limit: vec![
                        "High-fat dairy".to_string(),
                        "Processed meats".to_string(),
                    ],
Now this seems to mix a couple of things in the same module: I would suggest to separate out dietary views from a model of the human body and its genetic heritage.

Scientific views may change over time based on new results, and even body properties like blood pressure or BMI are not constant per person but bound to vary; so perhaps a Body should be modeled as a view or snapshot of a set of time series?

I would like to encourage you to take a scientist's view: if you had not just one (your own) but two models, how would you evaluate which is "better" - in other words the evaluation question. You could set a particular task and perhaps finding out something works better with your model than with a full-text index of the textbook you used and a simple Lucene search interface?

Are you planning to connect your model to any kind of visualization? Should be useful.

rafram•4mo ago
Hah. Ashkenazis marked as not being lactose-intolerant? Interesting stuff.
ShrimpHawk•4mo ago
The entire project is AI coded. Thought of this level was not put into developing it.
csunoser•4mo ago
Maybe this is the future. But I dread looking at perfectly formatted yet sterile readme with too many emojis for comfort.
moron4hire•4mo ago
It's one emoji
csunoser•4mo ago
I mean, literally not true. There are 7. The problem is that most of the emojis there don't do anything for the content.

Emojis are not the core problem. Mindlessly letting claude do the work and then farm karma on HN is.

moron4hire•4mo ago
Your reply mentioned "perfectly formatted yet sterile", which could just be someone paying more than 10 minutes of attention to the damn thing, and the emoji. The way you made it sound, it was full of smileys and trees and rocket ships. It's one check mark emoji used in a list of 5 items and at the end of 2 headers. You didn't say anything about Claude.
csunoser•3mo ago
It seems like you think the author wrote this by hand and paid a great deal attention.

What do you think is the chance that claude code wrote the readme?

koakuma-chan•4mo ago
I think it's time to learn to stop publishing clearly fully AI generated "projects." Anyone can pull up CC and type "model the human body in Rust," or whatever.
nomilk•4mo ago
That was my first impression too, but not my conclusion. A project of this scale would take years if not for AI assistance, and OP is absolutely not trying to pass this off as a medical tool developed by professionals, but as a fun learning tool and interesting application of type systems and agents to solve a problem.
lleong1618•4mo ago
nomilk gets it.

This is 100% a hack and fun learning tool. It is an experiment to see if modeling biological processes with rust (leveraging specifically its strong type system)

and to see what agents can do. In fact the agent is listening to this thread and taking feed back and changing the repo.

jvanderbot•3mo ago
I appreciate this I really do.

But how will you see if modelling biological processes with rust actually benefits from a strong type system? What have you learned from this? Vs what have you read from the promises of the chatbot?

I don't mean to be dismissive but I think the real goal is "make something cool with an AI agent" and that's fine. But be honest

tehlike•4mo ago
This is hackernews, this is the place for people to hack stuff, and share.
lleong1618•4mo ago
Yes this is 100% a hack.
lleong1618•4mo ago
maybe putting - Ai as a tag might help? but this is 100% a hack and experiment for fun. Test out what agents can do and can we model bio with rust.
jvanderbot•4mo ago
The old "Look what I built" thread has really bifurcated into "here's what I painstakingly crafted and maybe some lessons learned" and "look what I asked AI to make and it worked".

The latter feels a bit less hacker. Akin to saying "I got someone on fiver to mod this game look how cool it is". Sure, ideas are something, but as AI gets better this is less hacker and more just "Tool worked".

lleong1618•4mo ago
Ai will replace more of what we are doing, but I had fun with this so I thought I would share
moron4hire•4mo ago
The AI bubble will pop, nobody will be able to afford AI code completion without VC money subsidizing companies like Anthropic, and it will all go the way of UML tools: A thing one old guy the company in short sleeved, plaid shirts, cargo khakis, and a George Lucas haircut keeps insisting is the future 20 years later.
koakuma-chan•4mo ago
I think this is an outdated view. People are already running local models for code completion, and it will not be much longer until you can run code agents locally as well.
jvanderbot•3mo ago
More about the framing - if you posted ai imagery in a "cool imagery" sub, you'd probably be fine. If you posted it in a painting sub, that's probably no bueno.

I came to HN for "cool software" and "software as a craft/art", but they are being muddled here with a blanket ShowHN type demo.

jstrieb•4mo ago
This project reminds me of Matt Might's work (predating LLMs) on using techniques from Precision Medicine to help his son, who had a rare disease.

https://www.youtube.com/watch?v=Rt3XyeFHvt4 (poorly transcribed here: https://www.janestreet.com/tech-talks/algorithm-for-precisio...)

If I recall correctly, he used miniKanren along with formalized, structured data extracted from medical research. Unfortunately, his son has since passed away.

lleong1618•4mo ago
This is an incredible story, heart goes out to him. He has done some amazing work from this information.

There's nothing that is not actionable, you can always do science.

dleeftink•4mo ago
If you're looking for a 'click-through' experience, the JKU vis lab has long provided some awesome tools and visuals (ca. 2009) for interacting with the human genome[0][1].

[0]: https://jku-vds-lab.at/tools/

[1]: https://jku-vds-lab.at/publications/2009_bioinformatics_cale...

lleong1618•4mo ago
amazing and its open source thanks fro bring this up.
dleeftink•4mo ago
Some sophisticated tools coming out of that lab, I wish we could we could put more effort towards developing tools similar to their embedding explorer[0].

[0]: https://youtu.be/yBCe8SqGwK8

stronglikedan•4mo ago
I have an Asian friend that gets flushed when drinking, but I didn't know it was an Asian thing. TIL
overtone1000•4mo ago
I wonder how much it would cost to pay a domain expert to review 95k lines of code. As a domain expert who codes for fun and loves rust, I can only say the answer is, "A lot."
HeavyStorm•4mo ago
Clickable? Like a... Hyperlink?

After the "this meeting could have been an email", we get the "code could have been html"

WillAdams•3mo ago
For a physical spin on this sort of thing in OpenSCAD, see:

https://github.com/davidson16807/relativity.scad/wiki/Human-...

lleong1618•3mo ago
updates on learnings - the feed back from hn about ground truths was helpful passed this thread into the ai and it started to base truth on exa search. - it produced alot of slop so it added a review cycle to remove alot of the slop. - it worked out it was doing performative work then removed the data as code and moved this to toml. it then started to focus heavy on processes and doing things like the ALDH2 metabolic process.

honest take - decent at getting a quick understanding of what the ALDH2 process is like but struggles with harder modelling, the experiment gave better insights into ai then medical. (slop is countable with exa mcp (ground truthing, research, anti hallucinations).