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Verbalizable Representations Form a Global Workspace in Language Models

https://transformer-circuits.pub/2026/workspace/index.html
3•tristenharr•1h ago

Comments

tristenharr•1h ago
Feels related to research I've been doing with Author2Vec! https://author2vec.com/

I truly believe that now with all the post-training these AI models know some of us not just as fuzzy vectors but as individuals with a specific location within the Jacobian workspace that they tend to work from.

This thesis is why I keep separate Claude accounts, some for letting them train on my data, and another for work that must stay private. The more that it seems Claude will come to know you based on your fingerprint defined by your word choices and the fingerprint making up basically a mathematical representation of the way your brain is wired to do language.

If you want a model to do good work I hypothesize it is better to make sure that your project has a representation to work from within it's jacobian workspace!

Show HN: Chrome extension that creates mini-Chrome extensions for you

https://www.clickremix.com/
1•alentodorov•46s ago•0 comments

Rough and Ready, California

https://en.wikipedia.org/wiki/Rough_and_Ready,_California
1•ttd•6m ago•0 comments

Have you heard? ClickHouse is winning the observability wars

https://charity.wtf/p/have-you-heard-clickhouse-is-winning
1•backlit4034•9m ago•0 comments

Joe Rogan Experience #2524 – Rupert Lowe [video]

https://www.youtube.com/watch?v=k29cMrVtVXY
3•Bender•11m ago•0 comments

Show HN: Calculator.Free - 200+ Free Calculators

https://calculator.free/
1•nadermx•13m ago•0 comments

Simple Made Easy – Rich Hickey (2011) [video]

https://www.youtube.com/watch?v=SxdOUGdseq4
1•taurath•15m ago•0 comments

Show HN: Skillburst - AI skills for your whole team, not just the engineers

https://skillburst.ai/
1•htahir111•18m ago•0 comments

Microsoft Publisher will no longer be supported after October 2026

https://support.microsoft.com/en-us/publisher/microsoft-publisher-will-no-longer-be-supported-aft...
3•MrVandemar•23m ago•2 comments

The Unbearable Anxiety of Being Just an Ordinary Human

https://www.freepressjournal.in/analysis/the-unbearable-anxiety-of-being-just-an-ordinary-human
2•thunderbong•23m ago•0 comments

Show HN: Amotions app in Zoom: real-time guidance for sales calls

https://amotionsinc.com/blogs/how-to-use-amotions-ai-zoom-app
1•xupianpian1•26m ago•0 comments

Ask HN: HN frontpage feels boring now?

2•xeonmc•26m ago•1 comments

How to build a cancer vaccine, and whether they will work this time

https://www.owlposting.com/p/how-to-build-a-cancer-vaccine-and
1•gone35•27m ago•0 comments

US seeks cheaper hunter-killer drones after Iran destroys $1B worth of Reapers

https://arstechnica.com/gadgets/2026/07/us-seeks-cheaper-hunter-killer-drones-after-iran-destroys...
2•jnord•28m ago•1 comments

John Deere owners will get the right to repair equipment under FTC settlement

https://apnews.com/article/john-deere-right-to-repair-agriculture-equipment-cb7514ffedb95c130a976...
26•djoldman•29m ago•2 comments

M64 Controller Review: The N64 Remote Perfected

https://retrododo.com/m64-controller-review-the-n64-remote-perfected/
1•bpierre•30m ago•0 comments

Hijacking Defensive Cyber AI Agents for Remote Code Execution

https://ainowinstitute.org/publications/friendly-fire-exploit-brief
1•Cynddl•31m ago•0 comments

The AI Bubble We need to talk

https://www.youtube.com/watch?v=2J2Fb1bBufA
2•cable2600•32m ago•0 comments

US rare earths flow to Asia as domestic demand is slow to emerge

https://arstechnica.com/science/2026/07/us-rare-earths-flow-to-asia-as-domestic-demand-is-slow-to...
1•jnord•33m ago•0 comments

Ask HN: What do you think of xsight labs?

1•m101•36m ago•0 comments

Telling Stories with Data (2023)

https://tellingstorieswithdata.com
1•matt_daemon•39m ago•0 comments

We made Grok 4.5, GPT-5.5, and Claude build the same apps

https://www.tryai.dev/blog/grok-4.5-vs-gpt-5.5-vs-claude-build-off
2•hershyb_•40m ago•0 comments

BassBet – Live Games, Fast Payouts and Big Wins Online

https://bassbet-login.com/en/
1•kalwrepo•44m ago•0 comments

Xsight labs - anyone talking about these guys?

https://xsightlabs.com/
2•m101•46m ago•1 comments

You may not need 8 hours of sleep

https://www.nytimes.com/2026/07/05/opinion/sleep-health-8-hours.html
2•dr_•48m ago•0 comments

Ghislaine Maxwell's Dad Sold Bugged Israeli Software to Two Nuclear Weapons Labs

https://alisav.substack.com/p/ghislaine-maxwells-father-sold-bugged
8•newspaper1•49m ago•0 comments

Suspecting AI cheating, Ivy League prof ordered in-person final; scores fell 50%

https://arstechnica.com/ai/2026/07/we-cannot-choose-to-become-idiots-the-ai-cheating-scandal-roil...
40•furcyd•55m ago•18 comments

Show HN: Schema_ferry – Continuous schema migration from MySQL to PostgreSQL

https://github.com/kyuuri1791/schema_ferry
1•kyuuri1791•57m ago•0 comments

Observations of a Journal Editor

https://uq.pressbooks.pub/editorobservations/
1•MrVandemar•57m ago•0 comments

Meta datacenter contractor flushed contaminated water

https://www.theguardian.com/us-news/2026/jul/08/meta-datacenter-ai-wyoming-water
5•doener•1h ago•2 comments

Visualizing Buns new Rust Files against the rest of the JavaScript / cpp

https://old.reddit.com/r/bun/comments/1ur8ka2/visualizing_the_rust_portion_of_bun_against/
1•fernando-ram•1h ago•0 comments