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AI for Bio has a Fuzzy API problem

https://ankitg.me/blog/2026/05/04/fuzzy_api.html
2•laserson•1h ago

Comments

laserson•57m ago
Nice essay Ankit!

I think there are two more factors worth touching on that make things difficult in drug discovery:

1. It feels like you're differentiating a bit but I always hear of the APIs being leaky. The selection of a target in the target discovery phase may drive which modalities are even available to try to engineer an intervention (e.g., intracellular vs extracellular targets can be addressed with different types of drugs). Clinical factors can also determine whether a particular modality is appropriate (e.g., keeping drugs refrigerated).

2. Costs create constraints that need to be applied at all the stages of the pipeline. Does gathering evidence during target discovery require a unique assay or access to very rare patient samples? What is the size of the addressable market? If you can only target a narrow patient population, it may not end up justifying the costs involved in running the clinical trials. If your chosen drug modality costs $500k to synthesize one dose, how will it be paid for?

AlphaEvolve: Gemini-powered coding agent scaling impact across fields

https://deepmind.google/blog/alphaevolve-impact/
1•berlianta•28s ago•0 comments

I take antidepressants. You're welcome

https://acesounderglass.com/2025/10/08/12045/
2•surprisetalk•2m ago•0 comments

Why RLHF Will Never Solve Sycophancy

https://jinyili.substack.com/p/resident-ai-the-missing-layer-in
1•Jinyibruceli•8m ago•0 comments

Scientist accidentally finds shortcut to Mars could slash travel time in half

https://www.msn.com/en-us/news/technology/scientist-accidentally-finds-shortcut-to-mars-that-coul...
1•megamike•8m ago•0 comments

Lisplets

https://lisplets.sourceforge.net/
1•tosh•8m ago•0 comments

Silicon Valley bets $200M on AI data centers floating in the ocean

https://arstechnica.com/ai/2026/05/silicon-valley-bets-on-floating-ai-data-centers-powered-by-oce...
1•rbanffy•9m ago•0 comments

Mark I Perceptron (1958)

https://en.wikipedia.org/wiki/Mark_I_Perceptron
1•RyanShook•11m ago•0 comments

If You Can Make a Compute Engine, You Can Sell a Compute Engine

https://www.nextplatform.com/compute/2026/05/06/if-you-can-make-a-compute-engine-you-can-sell-a-c...
4•rbanffy•13m ago•0 comments

Show HN: I Built Paul Graham's Social Media Math/Logic CAPTCHA Idea

https://mentwire.com/sample
1•nowflux•14m ago•0 comments

Researchers pioneer method to rapidly design proteins

https://www6.slac.stanford.edu/news/2026-05-04-researchers-pioneer-method-rapidly-design-proteins
1•gmays•15m ago•0 comments

Toronto demands meeting with Google over Maps navigation glitch

https://www.ctvnews.ca/toronto/article/a-google-maps-glitch-sent-drivers-the-wrong-way-up-a-toron...
1•Krontab•16m ago•0 comments

File format for large sorted lists of integers

https://github.com/SebMtn/vde-format
2•WorldDev•17m ago•0 comments

Why hasn't longer-horizon training slowed AI progress?

https://www.seangoedecke.com/why-hasnt-longer-horizon-training-slowed-ai-progress/
1•Brajeshwar•17m ago•0 comments

China's Unwinding of the Manus Deal Highlights a Key US Advantage

https://thediplomat.com/2026/05/chinas-unwinding-of-the-manus-deal-highlights-a-key-us-advantage/
1•u1hcw9nx•17m ago•1 comments

Xbox and N64 Zelda Ocarina of Time Online Co-Op (Real Hardware) [video]

https://www.youtube.com/watch?v=3LVxkTMucGg
1•surprisetalk•17m ago•0 comments

Amp, Rebuilt

https://ampcode.com/news/neo
2•doppp•18m ago•0 comments

Resurfaced 2025 clip fuels false Musk-Ramaphosa snub claim amid Starlink row

https://factcheck.afp.com/doc.afp.com.A9WB89E
1•lschueller•18m ago•0 comments

Understanding Wi-Fi 4/5/6/6E/7/8 (802.11 n/AC/ax/be/bn)

https://www.wiisfi.com/
5•fanf2•20m ago•0 comments

Show HN: MySigner – Ship iOS and Android apps with one command

https://mysigner.dev/
2•lekacoding•21m ago•0 comments

Daily Sucker to Harrass

https://www.elysee.fr/en/contact/
2•machardmachard•21m ago•0 comments

Show HN: CtxVault – local receipts for AI context handoffs

https://github.com/ctxvault/ctxvault
3•LuxBennu•22m ago•0 comments

People don't linger like they used to

https://www.not-ship.com/we-dont-linger-like-we-used-to/
2•dangond•22m ago•0 comments

Apple MLX vs. llama.cpp: compared and benchmarked [video]

https://www.youtube.com/watch?v=ZwCbChJWXkQ
4•nvahalik•24m ago•0 comments

Madrid Built Its Metro Cheaply

https://worksinprogress.co/issue/how-madrid-built-its-metro-cheaply/
2•latentframe•25m ago•1 comments

Show HN: Self-improving skills for any coding agent

https://github.com/luml-ai/dreamer
2•iryna_kondr•25m ago•0 comments

C++ survey finds AI use rising, though trust is in short supply

https://www.theregister.com/devops/2026/05/07/c-survey-finds-ai-use-rising-though-trust-is-in-sho...
4•lschueller•28m ago•0 comments

Amazon Web Services in Plain English (2015)

https://expeditedsecurity.com/aws-in-plain-english/
4•downbad_•28m ago•1 comments

DayOne.fan – music promotion toolkit for indie artists (Meta ads and artist hub)

https://dayone.fan
2•jamescundle•28m ago•1 comments

MPEG-2 Transport Stream Packaging for Media over QUIC Transport

https://www.ietf.org/archive/id/draft-gregoire-moq-msfts-00.html
4•mondainx•30m ago•0 comments

Reclip – Download videos from almost any website

https://github.com/averygan/reclip
2•the-mitr•31m ago•0 comments