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India's Sarvan AI LLM launches Indic-language focused models

https://x.com/SarvamAI
1•Osiris30•38s ago•0 comments

Show HN: CryptoClaw – open-source AI agent with built-in wallet and DeFi skills

https://github.com/TermiX-official/cryptoclaw
1•cryptoclaw•3m ago•0 comments

ShowHN: Make OpenClaw Respond in Scarlett Johansson’s AI Voice from the Film Her

https://twitter.com/sathish316/status/2020116849065971815
1•sathish316•5m ago•1 comments

CReact Version 0.3.0 Released

https://github.com/creact-labs/creact
1•_dcoutinho96•7m ago•0 comments

Show HN: CReact – AI Powered AWS Website Generator

https://github.com/creact-labs/ai-powered-aws-website-generator
1•_dcoutinho96•7m ago•0 comments

The rocky 1960s origins of online dating (2025)

https://www.bbc.com/culture/article/20250206-the-rocky-1960s-origins-of-online-dating
1•1659447091•13m ago•0 comments

Show HN: Agent-fetch – Sandboxed HTTP client with SSRF protection for AI agents

https://github.com/Parassharmaa/agent-fetch
1•paraaz•14m ago•0 comments

Why there is no official statement from Substack about the data leak

https://techcrunch.com/2026/02/05/substack-confirms-data-breach-affecting-email-addresses-and-pho...
5•witnessme•18m ago•1 comments

Effects of Zepbound on Stool Quality

https://twitter.com/ScottHickle/status/2020150085296775300
2•aloukissas•22m ago•1 comments

Show HN: Seedance 2.0 – The Most Powerful AI Video Generator

https://seedance.ai/
2•bigbromaker•24m ago•0 comments

Ask HN: Do we need "metadata in source code" syntax that LLMs will never delete?

1•andrewstuart•30m ago•1 comments

Pentagon cutting ties w/ "woke" Harvard, ending military training & fellowships

https://www.cbsnews.com/news/pentagon-says-its-cutting-ties-with-woke-harvard-discontinuing-milit...
6•alephnerd•33m ago•2 comments

Can Quantum-Mechanical Description of Physical Reality Be Considered Complete? [pdf]

https://cds.cern.ch/record/405662/files/PhysRev.47.777.pdf
1•northlondoner•33m ago•1 comments

Kessler Syndrome Has Started [video]

https://www.tiktok.com/@cjtrowbridge/video/7602634355160206623
2•pbradv•36m ago•0 comments

Complex Heterodynes Explained

https://tomverbeure.github.io/2026/02/07/Complex-Heterodyne.html
4•hasheddan•36m ago•0 comments

EVs Are a Failed Experiment

https://spectator.org/evs-are-a-failed-experiment/
3•ArtemZ•48m ago•5 comments

MemAlign: Building Better LLM Judges from Human Feedback with Scalable Memory

https://www.databricks.com/blog/memalign-building-better-llm-judges-human-feedback-scalable-memory
1•superchink•49m ago•0 comments

CCC (Claude's C Compiler) on Compiler Explorer

https://godbolt.org/z/asjc13sa6
2•LiamPowell•51m ago•0 comments

Homeland Security Spying on Reddit Users

https://www.kenklippenstein.com/p/homeland-security-spies-on-reddit
10•duxup•53m ago•1 comments

Actors with Tokio (2021)

https://ryhl.io/blog/actors-with-tokio/
1•vinhnx•55m ago•0 comments

Can graph neural networks for biology realistically run on edge devices?

https://doi.org/10.21203/rs.3.rs-8645211/v1
1•swapinvidya•1h ago•1 comments

Deeper into the shareing of one air conditioner for 2 rooms

1•ozzysnaps•1h ago•0 comments

Weatherman introduces fruit-based authentication system to combat deep fakes

https://www.youtube.com/watch?v=5HVbZwJ9gPE
3•savrajsingh•1h ago•0 comments

Why Embedded Models Must Hallucinate: A Boundary Theory (RCC)

http://www.effacermonexistence.com/rcc-hn-1-1
1•formerOpenAI•1h ago•2 comments

A Curated List of ML System Design Case Studies

https://github.com/Engineer1999/A-Curated-List-of-ML-System-Design-Case-Studies
3•tejonutella•1h ago•0 comments

Pony Alpha: New free 200K context model for coding, reasoning and roleplay

https://ponyalpha.pro
1•qzcanoe•1h ago•1 comments

Show HN: Tunbot – Discord bot for temporary Cloudflare tunnels behind CGNAT

https://github.com/Goofygiraffe06/tunbot
2•g1raffe•1h ago•0 comments

Open Problems in Mechanistic Interpretability

https://arxiv.org/abs/2501.16496
2•vinhnx•1h ago•0 comments

Bye Bye Humanity: The Potential AMOC Collapse

https://thatjoescott.com/2026/02/03/bye-bye-humanity-the-potential-amoc-collapse/
3•rolph•1h ago•0 comments

Dexter: Claude-Code-Style Agent for Financial Statements and Valuation

https://github.com/virattt/dexter
1•Lwrless•1h ago•0 comments
Open in hackernews

Give Your Metrics an Expiry Date

https://adrianhoward.com/posts/give-your-metrics-an-expiry-date/
74•adrianhoward•3mo ago

Comments

sandermvanvliet•3mo ago
I think this should be true for many things, or at least have a fixed future date at which you re-evaluate $thing

For example with Architecture Decision Records, put a 6 or 12 month expiry on them and evaluate to see if they can be renewed, should be changed or replaced with something that covers new insights.

Unfortunately that seems a very unpopular thing to do so I’ve never seen it work and companies end up with “we have always done it like this” type practices

storyinmemo•3mo ago
I've advocated for this as well but called it a lease. We agree to run this for the duration of the lease and agree to determine whether we should extend / re-sign the lease a period of time before the expiration.

Keeps from changing up too often but also gives a conscious evaluation.

bluGill•3mo ago
You cannot usefully change/review architecture decisions in 1 year. The point of architecture is to make the hard decisions that you will regret getting wrong in the future to try to get them right now (often without enough information to make them). If you decide to make a free for all an architecture will emerge that is a mess that you cannot change.

Architecture should not be "we have always done it like this". If you don't write down why though it will become that. Often there are good reasons that things have always been done like that - those reasons may or may not still be valid but if you don't know what they are it is hard to evaluation. More than once I've seen someone rethink a "we have always done it like that" and discover the hard way why they always did it that way.

I've never seen a company with a good way to write down why they do things though. When someone even tries nobody reads those documents.

scaryclam•3mo ago
It really depends on the decision, what was done, and the overall impact. If the decision is to migrate to microservices, a year in it may be reviewed and decided that the work has been far more than anticipated, and is too much for EVERYTHING to be migrated, and the decision changed.

Or it might be an architectural decision to change the hierarchy of some organisational structure. Again, it could be the correct call for the time, but as things evolve over a year, it may not be sufficiant a year later.

A year isn't a bad time to review, and if the decision is just a "yeah, duh, of course we'll continue", then it's a really quick conversation, but at least you're thinking about things.

bluGill•3mo ago
You can review - but by the time you really know it is too late. If things are going really bad after one year then start over. However often things that will go well long term are having "growing pains" at 1 year and so "staying the course" despite the pain might be the right decision. Until you have a microservices architecture you don't know the pros/cons of it for your system - you can get insight from others, but their system will be different and so will have different problems.

Your org chart should be tweaked every year - as should your architecture. However major changes should not happen often - if at all.

fragmede•3mo ago
A year is and is not a long time, so it depends on how seasonal the prosu is. New years celebration decorations are at one end of the spectrum, but it turns out a lot of things have a seasonality to them as well.
adrianhoward•3mo ago
<nods> another of my fave things for expiry dates are regular meetings — never set them to repeat forever. Six months max. That way you have to be intentional about keeping them going & talking about their value (or not ;-)
chanux•3mo ago
IIRC Nassim Taleb proposed that every institute (or was it policy?) should come with an expiry dates. In work context there have so many things I thought this applies (meetings, policies, email alerts etc).
rkagerer•3mo ago
It's more important to have people who actively "own" each piece of the infrastructure, and are intimately familiar with it, the rationales, the tradeoffs, etc.

Then when new knowledge/technology/idle cycles come along they can take advantage to update/refine it in sensible ways.

Often the sensible way is "leave it, it works fine". But there's a big difference between arriving at that outcome via ignorance vs. deliberation. Too often management doesn't recognize the difference, but the former as your state of affairs will eventually lead your stuff to rot.

abirch•3mo ago
I wish laws had expiry dates. For 100 years. Inertia seems to be the most powerful force
anon98356•3mo ago
Isn't that a big part of the issues the US has with passing a budget? Some of their tax breaks etc. have expiry dates so keep needing to be renewed. I think part of the current shutdown is related to the debate about renewing the obamacare tax breaks which have/are due to expire
arccy•3mo ago
i think it's more they just tack on a bunch of unrelated stuff into bills that "must" be passed
sokoloff•3mo ago
I think that’s as much a matter of game-playing to be able to give breaks now and make the budget impact evaluation work out by making them temporary.

Or less politely, make it future citizens’ and another administration’s problem.

anon98356•3mo ago
very true, although in relation to OPs point I was talking less about the why of expiring laws/taxes and just pointing out that creating laws that expire can have its own less than desirable knock on effects
drdec•3mo ago
They recently stepped up their game.

So they do the thing where they set breaks to sunset in order to make the bill revenue neutral according to the CBO.

Then, later on, when the tax breaks are ready to sunset, they convince the CBO that the tax breaks constitute the new baseline. So now when they pass the next budget they are not considered "new" and they do NOT need to be balanced with cuts or increases any more.

It's a total end run around the intention of the process.

vinniedkator•3mo ago
To over simplify the process: Budgets in the US are supposed to be revenue neutral. The use of sunset provisions, like the SALT cap, allow Congress to play with the math in order to make it follow its own rules. These provisions are really a gimmick because not extending them before expiration becomes a political problem. I.e. letting the SALT cap expire would “give the rich a tax break”. Note: I’m not arguing the validity of the SALT cap).
drdec•3mo ago
> Budgets in the US are supposed to be revenue neutral.

To clarify - budgets passed via the reconciliation are supposed to be revenue neutral. The reconciliation process takes away the Senate's filibuster. When the filibuster is in play, it effectively requires a 60-40 supermajority to pass anything.

(No this is not how the founders imagined the process going when they wrote the rules.)

kwk1•3mo ago
A technical term for this is "sunset provision": https://en.wikipedia.org/wiki/Sunset_provision
zinodaur•3mo ago
If you have the time to evaluate your metrics on a case by case basis every 18 months, you aren't collecting enough metrics
scott_w•3mo ago
I’m not sure if you’re joking or you’re thinking of a different type of “metric.”

The metrics I think you’re referring to are the ones you collect throughout your product, which I think the article author would advocate you continue to collect and expand.

The “metrics” the article references is more actively tracking and referring to them in your workflow. So, tracking and acting on changes to conversion rate. If you “expire” them, you don’t stop collecting them, you just take them off your dashboard for now.