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Open Weights Isn't Open Training

https://www.workshoplabs.ai/blog/open-weights-open-training
7•addiefoote8•2h ago

Comments

oscarmoxon•1h ago
The framing here is undersold in the broader discourse: "open weights" is a ruse for reproducibility. What you have is closer to a compiled binary than source code. You can run it, you can diff it against other binaries, but you cannot, in any meaningful sense, reproduce or extend it from first principles.

This matters because OSS truly depends on the reproducibility claim. "Open weights" borrows the legitimacy of open source (the assumption that scrutiny is possible, that no single actor has a moat, that iteration is democratised). Truly democratised iteration would crack open the training stack and let you generate intelligence from scratch.

Huge kudos to Addie and the team for this :)

Financial group probed by congressional committee over Chinese stock scams

https://www.ft.com/content/49f541f8-c73d-4268-9621-f8604f1a8141
1•petethomas•41s ago•0 comments

Boredom Is the Price We Pay for Meaning

https://www.theatlantic.com/ideas/2026/02/boredom-parenthood-father/686158/
1•myth_drannon•1m ago•0 comments

Something feels weird about this economy

https://www.noahpinion.blog/p/something-feels-weird-about-this
1•paulpauper•2m ago•0 comments

Phonyhuman

https://github.com/manav03panchal/phonyhuman
1•manavpanchal•3m ago•0 comments

Ask HN: What game engine would you recommend for vibe coding?

1•general_reveal•4m ago•0 comments

American Prairie Grows Again with 2k+ Acres of Critical Wetland Habitat

https://americanprairie.org/the-latest/american-prairie-grow-again-with-2k-acres-of-critical-wetl...
1•gametorch•6m ago•0 comments

Emergent Quantization from a Dynamic Vacuum

https://journals.aps.org/prresearch/abstract/10.1103/l8y7-r3rm
1•Rover222•17m ago•2 comments

High-throughput phenomics of global ant biodiversity

https://www.nature.com/articles/s41592-026-03005-0
1•bookofjoe•18m ago•0 comments

The Deadliest Animals

https://ourworldindata.org/deadliest-animals
1•gmays•18m ago•0 comments

Fast and Powerful Code Editor

https://lap.dev/lapce/
2•arthurz•20m ago•1 comments

The greatest unsolved problem in computer science

https://www.youtube.com/watch?v=x36UmiSiEzc
1•ArturoNereu•23m ago•0 comments

China Deploys 30k-Ton Liaowang-1 "Floating Supercomputer" to Gulf of Oman

https://defencesecurityasia.com/en/china-liaowang-1-spy-ship-gulf-of-oman-us-israel-iran-war-surv...
3•swed420•24m ago•1 comments

Family of Tumbler Ridge shooting victim suing OpenAI

https://www.cbc.ca/news/canada/british-columbia/openai-sued-tumbler-ridge-victim-9.7121635
2•stygiansonic•25m ago•0 comments

Show HN: Open-source, model-agnostic alternative to Claude Code Review

https://github.com/kodustech/kodus-ai
3•edvaldodfreitas•28m ago•0 comments

Trump cancels sanctions against countries buying Russian oil

https://unn.ua/en/news/trump-cancels-sanctions-against-countries-buying-russian-oil
2•testing22321•29m ago•0 comments

Show HN: CLI for Atlassian

https://github.com/chinmaymk/acli
3•_chinmaymk•30m ago•0 comments

The Custodian Shift

https://igorschwarzmann.com/strategyasprotocol/custodian-shift/
2•doener•30m ago•0 comments

How to Get Free Email for Your Custom Domain

https://timleland.com/how-to-get-free-email-for-your-custom-domain/
2•TimLeland•31m ago•0 comments

Corporateapology.com – Accountability at Scale

https://corporateapology.com
1•drawbars•34m ago•1 comments

Karpathy: Autoresearch

https://github.com/karpathy/autoresearch/blob/master/README.md
3•champagnepapi•36m ago•1 comments

The CIA's attempt to make Havana Syndrome disappear

https://theins.press/en/inv/290088
2•FergusArgyll•37m ago•0 comments

Against the Orthogonality Thesis Part 2 – Alignment

https://jonasmoman.substack.com/p/against-the-orthogonality-thesis-f99
3•paulpauper•41m ago•0 comments

Finding Remote Work as a Drone Operator

https://nathankyoung.substack.com/p/finding-remote-work-as-a-drone-operator
2•paulpauper•41m ago•0 comments

Cybertruck in Autopilot mode tried to drive off Houston bridge, suit says

https://www.chron.com/culture/article/cybertruck-houston-lawsuit-21965298.php
2•zzzeek•42m ago•0 comments

LLM Integrity During Inference in Llama.cpp

https://bednarskiwsieci.pl/en/blog/integrity-llm-inference-tampering/
1•piotrbednarsalt•45m ago•1 comments

The iPhone 17e

https://daringfireball.net/2026/03/the_iphone_17e
1•chmaynard•47m ago•0 comments

The Requirements Layer Your AI System Is Missing

https://kiln.tech/blog/requirements_layer_your_ai_system_is_missing
1•samfierro•48m ago•1 comments

Simulating Catalog and Table Conflicts in Iceberg

https://cdouglas.github.io/posts/2026/03/catalog
1•eatonphil•51m ago•0 comments

Run PostgreSQL on AKS High‑Performance, Flexible, Cloud Native Postgres on Azure [video]

https://www.youtube.com/watch?v=KEApG5twaA4
1•RaouleDuke•51m ago•0 comments

Show HN: OxiGDAL – A pure Rust replacement for GDAL with zero C/C++ dependencies

https://github.com/cool-japan/oxigdal
2•kitasan•54m ago•0 comments