absorb.md

What the smart people are recommending. 8874 books, tools, and products endorsed by the thinkers absorb.md tracks. Ranked by how many times each has been recommended across compiled podcasts, papers, posts, and tweets.

AllπŸ“š BooksπŸ›  ToolsπŸ“± AppsπŸ’Š SupplementsπŸŽ“ Courses🎬 MoviesπŸ“Ί ShowsπŸ“¦ ProductsπŸ”§ ServicesπŸ“„ PapersπŸ‘€ People🎟 EventsπŸ’» Repos✨ Skills
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πŸ›  ToolsΓ—1 mentions

Websites On Instagram

β€œwe have an Instagram you should check it out and it's pretty fun there's just all sorts of variety in there”

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πŸ’» ReposΓ—1 mentions

Bcisift

by UMCU-RIBS

β€œOur scikit-learn-compatible toolbox (github.com/UMCU-RIBS/BCI-sift) simplifies feature selection in BCI tasks by integrating advanced optimization methods.”

paper: BCI-sift: A Scikit-Learn-Compatible Toolbox That Improves Neural Decoding via Automated Feature Selection on HD ECoG Data β€” by Nick β€” 2026-05-24
Endorsed by Nick
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πŸ“„ PapersΓ—1 mentions

Mckinsey Clean Energy Jobs Study

by McKinsey

β€œmckinsey put out a study showing investing in clean energy clean economy creates you know twice as many jobs as if you're investing in some of the heavy carbon oil and gas futures”

Recommended on Up First from NPR β€” 2026-05-24
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πŸ“± AppsΓ—1 mentions

Discord

β€œCommunity Driven research which if you haven't applied to join our absolutely bustling Discord you should do that we'll put the link in the chat shortly so Community Driven research across fundamental…”

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πŸ“„ PapersΓ—1 mentions

Overcoming Leakage In Scalable Quantum Error Correction

by Hartmut Neven

β€œ# Overcoming leakage in scalable quantum error correction”

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πŸ“„ PapersΓ—1 mentions

Canadian Institute For Climate Choices Report On Economy And Climate

by Canadian Institute for Climate Choices

β€œwe have a new report out today actually that tries to tackle exactly that question and it takes the data really seriously and it finds that there are really serious connections between economic growth…”

Recommended on Up First from NPR β€” 2026-05-24
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πŸ‘€ PeopleΓ—1 mentions

Fraser

by Fraser

β€œthere's a really great podcast interview with my former manager Frasier um who led product for both Chach BT and the API and he talked about how and again this was before I joined open AI but the mo g…”

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πŸ›  ToolsΓ—1 mentions

Abc News Youtube Channel

by ABC News

β€œThanks for checking out the ABC News YouTube channel. If you'd like to get more videos, show highlights, and watch live event coverage, click on the right over here to subscribe to our channel.”

Recommended on The Daily β€” 2026-05-24
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πŸ“± AppsΓ—1 mentions

Abc News App

by ABC News

β€œdon't forget to download the ABC News app for breaking news alerts.”

Recommended on The Daily β€” 2026-05-24
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πŸ›  ToolsΓ—1 mentions

Groipedia

β€œwe used that latest version of Grock to create Groipedia”

youtube: Elon Musk on X, AI, and Sustainable Energy Future β€” by Elon Musk β€” 2025-10-31
Endorsed by Elon Musk
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🎬 MoviesΓ—1 mentions

Zootopia

β€œyou ever see that movie zootopia you ever see that movie zootopia there's like a sloth in for the approval yeah accidentally tell a joke and and I was like oh no this is good here we go going to take …”

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🎬 MoviesΓ—1 mentions

Star Wars

β€œyou look at sort of watch Star Wars and it's like R2D2 and see3 I love those guys uh”

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πŸ‘€ PeopleΓ—1 mentions

R2d2

β€œyou look at sort of watch Star Wars and it's like R2D2 and see3 I love those guys”

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πŸ‘€ PeopleΓ—1 mentions

C3po

β€œyou look at sort of watch Star Wars and it's like R2D2 and see3 I love those guys”

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πŸ’» ReposΓ—1 mentions

Genuidemo

by Vercel

β€œ# genui-demo β€” GitHub repo”

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πŸ“„ PapersΓ—1 mentions

Improving Pretrained Selfsupervised Embeddings Through Effective Entropy Maximization

by Yann LeCun

β€œA number of different architectures and loss functions have been applied to the problem of self-supervised learning (SSL), with the goal of developing embeddings that provide the best possible pre-tra…”

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πŸ“„ PapersΓ—1 mentions

Envexample

β€œYou will need to use the environment variables defined in .env.example to run Next.js AI Chatbot.”

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πŸ”§ ServicesΓ—1 mentions

Demol La

β€œdonate to the demol LA donate to the cost that you like”

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πŸ›  ToolsΓ—1 mentions

Vercel Environment Variables

β€œIt's recommended you use Vercel Environment Variables for this, but a .env file is all that is necessary.”

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πŸ“„ PapersΓ—1 mentions

Dupoux Et Al Arxiv260315381

by Dupoux et al.

β€œA closed-loop meta-control layer (Extension A) reduces forgetting by an additional 81% at ~398M, mapping onto the System A and System M roles of Dupoux et al. (arXiv:2603.15381).”

paper: TFGN Solves Catastrophic Forgetting at LLM Scale Without Replay, Task Labels, or Regularization β€” by Surya Ganguli β€” 2026-05-25
Endorsed by Surya Ganguli
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πŸ“„ PapersΓ—1 mentions

Clever

β€œwe evaluate Claude Code in an agentic proving framework on CLEVER, a Lean 4 benchmark for verifiable code generation”

paper: Agentic LLMs Are Outpacing Program Verification Benchmarks: 98% End-to-End Success on CLEVER β€” 2026-05-25
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πŸ“„ PapersΓ—1 mentions

Gaia A Benchmark For General Ai Assistants

by Yann LeCun

β€œGAIA: a benchmark for general AI assistants”

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πŸ’» ReposΓ—1 mentions

Zbwproonepred

β€œOur code is publicly available at https://github.com/ZBWpro/OnePred.”

paper: OnePred: Recursive Intent Memory Enables 22Γ— Cheaper Next-Query Prediction in Multi-Turn LLM Conversations β€” 2026-05-25
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πŸ›  ToolsΓ—1 mentions

Django Web Framework

by Simon Willison

β€œI was a co-creator of the D Jango web framework”

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πŸ’» ReposΓ—1 mentions

Zbwprocoreact

β€œOur code is publicly available at https://github.com/ZBWpro/Co-ReAct.”

paper: Co-ReAct: Step-Level Rubric Injection Improves Multi-Step Reasoning in ReAct Agents β€” 2026-05-25
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πŸ›  ToolsΓ—1 mentions

Google Gemini Voice Mode

β€œI've been playing a bit with Google Geminis voice mode as well which um like that that's available in the Google app now it hasn't quite stuck for me yet it hasn't sort of become a daily driver but it…”

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πŸ“š BooksΓ—1 mentions

Forgotten Souls

by Cheryl W. Thompson

β€œIn her new book, Forgotten Souls, NPR investigative correspondent Cheryl W. Thompson has the stories of those lost men from their families who never forgot them.”

Recommended on Up First from NPR β€” 2026-04-12
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πŸ’» ReposΓ—1 mentions

Liliupeng28icml26cvsearch

β€œCode is released at https://github.com/liliupeng28/ICML26-CVSearch.”

paper: CVSearch: A Training-Free Adaptive Visual Search Framework That Resolves Coverage-Efficiency Tradeoffs in High-Resolution MLLMs β€” 2026-05-25
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πŸ›  ToolsΓ—1 mentions

Claude Artifacts

β€œAnd part of that as well is um we haven't talked about Claude artifacts yet which is again quite new right artifacts Sun it came out the same time as 3.5 Sonet so I think it's maybe two and a half mon…”

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πŸ›  ToolsΓ—1 mentions

Githubs Copilot Workspace

β€œgithub's co-pilot workspace which is I think still in a like in it's a beta feature that's where you can be on a GitHub repository and you can basically prompt it and say add this feature or resolve t…”

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πŸ’» ReposΓ—1 mentions

Lumina04care

β€œOur code is available at https://github.com/Lumina04/CARE.”

paper: Active Label Acquisition Stabilizes RLVR Training by Selectively Replacing Pseudo-Labels β€” 2026-05-26
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πŸ›  ToolsΓ—1 mentions

Gina Reader

β€œthe other trick I use is um gina. a have a thing called Gina reader which where you can say r.j. a/ URL and it will take whatever URL you give it loaded up in I think they Puppeteer pull out just the …”

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πŸ“„ PapersΓ—1 mentions

Ratein Informationdriven Adaptive Dropout Rates For Improved Inferencetime Uncertainty Estimation

by Yann LeCun

β€œIn this paper, we propose Rate-In, an algorithm that dynamically adjusts dropout rates during inference by quantifying the information loss induced by dropout in each layer's feature maps.”

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πŸ“„ PapersΓ—1 mentions

Scaling And Logic In The Color Code On A Superconducting Quantum Processor

by Hartmut Neven

β€œHere, we present a comprehensive demonstration of the color code on a superconducting processor, achieving logical error suppression and performing logical operations. ... This work establishes the co…”

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πŸ›  ToolsΓ—1 mentions

Adamw

β€œA 625-run follow-up (Phase 5) probes the null along five axes: optimiser (AdamW), schedule shape (cosine), training length (up to 9x more iterations)”

paper: LR Schedule Is Bit-Width-Agnostic for Sub-100M QAT β€” Except INT4 Above 50M Parameters β€” 2026-05-26
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πŸ›  ToolsΓ—1 mentions

Google Brain

β€œAnd if that wasn't enough, he also co-founded Google's AI research project, Google Brain, and was one of the earliest pioneers of a new neural network architecture called Transformers.”

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✨ SkillsΓ—1 mentions

Cosine Schedule

β€œschedule shape (cosine)”

paper: LR Schedule Is Bit-Width-Agnostic for Sub-100M QAT β€” Except INT4 Above 50M Parameters β€” 2026-05-26
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πŸ›  ToolsΓ—1 mentions

Distbelief

β€œThe system that we built for training these neural networks and trying different ways of breaking them apart, I actually named it DistBelief because it's-- partly because people didn't think it was re…”

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✨ SkillsΓ—1 mentions

Wd33 Lr Schedule For Int4 Qat At 50m

β€œfor INT4 at 50M+ use wd33; for INT4 below 50M the schedule choice is in the noise”

paper: LR Schedule Is Bit-Width-Agnostic for Sub-100M QAT β€” Except INT4 Above 50M Parameters β€” 2026-05-26
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✨ SkillsΓ—1 mentions

Regret Minimization Framework

by Jeff Bezos

β€œAll the dumb decisions that I've made in my life which have actually turned out to be good was because of this one regret minimization framework that I've heard from him. It's so good.”

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🎟 EventsΓ—1 mentions

Httpswwwyoutubecomliveykp2srciu7s

β€œWatch live: https://www.youtube.com/live/YKp2srCIu7s”

tweet: Perplexity Launches Hourly Polls on X Feed with Live YouTube Integration β€” by Perplexity β€” 2026-04-20
Endorsed by Perplexity
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✨ SkillsΓ—1 mentions

Fp16tuned Lr Schedule Applied To Int8int6 Qat

β€œPractical recommendation: at sub-100M scale, tune the LR schedule once at FP16 and apply unchanged to INT8/INT6 QAT”

paper: LR Schedule Is Bit-Width-Agnostic for Sub-100M QAT β€” Except INT4 Above 50M Parameters β€” 2026-05-26
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πŸ›  ToolsΓ—1 mentions

Laula Light Clients

β€œand then also use Helios and laula light clients for L1 and for L2 um you could do a mockup of moving um L2 configs onto L1 and turnning turning the main ASMR contracts and then support the version of…”

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πŸ“„ PapersΓ—1 mentions

Abstentionbench

β€œAbstentionBench is used as the evaluation benchmark, as this work aims to contribute to the field of abstention learning. All datasets on the benchmark were tested against this method and various base…”

paper: TIAR: Using GRPO Trajectories as Confidence Signals to Improve LLM Abstention Without Sacrificing Accuracy β€” 2026-05-26
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πŸ’» ReposΓ—1 mentions

Alexfanwlegalsearchr1

β€œThe code and data are available at https://github.com/AlexFanw/LegalSearch-R1.”

paper: RL-Trained Legal Search Agent Solves Temporal Consistency Failures in LLM Legal Reasoning β€” 2026-05-26
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πŸ“„ PapersΓ—1 mentions

Calibrated Surprise

by Zou & Xu

β€œThe question this paper addresses is: does this mathematical claim hold at the engineering level? To make the answer as general as possible, we deliberately choose the strictest engineering conditions”

paper: ~100 Expert CoT Annotations Are Sufficient for Creative Quality Alignment via Architectural Duality β€” 2026-05-26
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πŸ›  ToolsΓ—1 mentions

Advanced Voice Mode

β€œYeah. I'm also excited to see what you all do with Advanced Voice Mode, with the real-time API, and with vision fine-tuning in particular.”

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πŸ“„ PapersΓ—1 mentions

Digital Discovery

β€œso with that uh I'm want to advertise the journal digital Discovery very briefly okay I really want everybody to submit their best work there impact factor of 6.2 Open Access Data reviewer”

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πŸ›  ToolsΓ—1 mentions

Projects By Anthropic

β€œI'll say mine is, I think Anthropic did a really good job on Projects. It's kind of a different take on what we did with GPTs.”

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πŸ“„ PapersΓ—1 mentions

Bc Protocol

by Zou & Xu

β€œTraining data comes from approximately 100 expert chain-of-thought (CoT) annotations produced by the BC Protocol (Zou & Xu, 2026b).”

paper: ~100 Expert CoT Annotations Are Sufficient for Creative Quality Alignment via Architectural Duality β€” 2026-05-26
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πŸ“„ PapersΓ—1 mentions

Lima

by Zhou et al.

β€œThis is the structural reason why ~100 CoT examples are sufficient -- not a purely empirical observation like LIMA (Zhou et al., 2023).”

paper: ~100 Expert CoT Annotations Are Sufficient for Creative Quality Alignment via Architectural Duality β€” 2026-05-26
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πŸ“„ PapersΓ—1 mentions

Llamion

β€œWe release Llamion, a family of 14B-parameter open-weight language models...We release three checkpoints (Base, Chat, LongChat) that load with trust_remote_code=False in the Hugging Face Transformers …”

paper: Cross-Architecture LLM Transformation with Near-Zero Training Cost: Orion-14B β†’ Llama via KEPT β€” 2026-05-26
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πŸ“¦ ProductsΓ—1 mentions

Rayban

by Luxottica

β€œescor luoda they make Rayban they make a lot of the iconic glasses Let's see what we can fit into glasses today and make them as useful as possible”

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πŸ’» ReposΓ—1 mentions

Tartarus

β€œso if you want to generate a model you want to think about how to Benchmark it so we uh got this paper accepted in Europe um a couple years ago where we actually show a library called Tartarus we actu…”

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πŸ“„ PapersΓ—1 mentions

Organa

β€œthis stock will not be obviously the same without talking about language language models of course they're extremely important we're all using them for one Fe or another so I just want to show you thi…”

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πŸ›  ToolsΓ—1 mentions

Orana

β€œso let me just show you a video of how organ works here let me know if you can hear the Audio I don't think we can really oh um what am I going to do well because I I want at 12:45 usually works”

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blogΓ—1 mentions

How Tradestack Launched Their Mvp In 6 Weeks Using

by LangChain

β€œHow Tradestack launched their MVP in 6 weeks using ...”

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πŸ›  ToolsΓ—1 mentions

Eip 7702

β€œso one example is EIP 7702 so this is uh the an EIP that's making it into the next hard Fork that is going to uh Bas um provide a lot of convenience and usability benefits to EAS that will like put th…”

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πŸ›  ToolsΓ—1 mentions

Blobs

β€œNumber two blobs so we're going to see blob count increases and well thanks to P do um and uh other Technologies over the next couple of years and so building on top of blobs um building like both lay…”

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πŸ›  ToolsΓ—1 mentions

Zk Email

β€œnot a call future but ZK rappers of everything so ZK email ZK government ID um ZK like web 2 with TLS notary um ZK like some of everything right um and I think you like this stuff has use cases in Soc…”

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πŸ›  ToolsΓ—1 mentions

Zk Government Id

β€œnot a call future but ZK rappers of everything so ZK email ZK government ID um ZK like web 2 with TLS notary um ZK like some of everything right um and I think you like this stuff has use cases in Soc…”

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πŸ›  ToolsΓ—1 mentions

Zk Web 2 With Tls Notary

β€œnot a call future but ZK rappers of everything so ZK email ZK government ID um ZK like web 2 with TLS notary um ZK like some of everything right um and I think you like this stuff has use cases in Soc…”

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πŸ›  ToolsΓ—1 mentions

Cross L2 Interoperability

β€œalso cross L2 interoperability so again not part of L1 but coming soon and there are things to is that a comment on just we want to see more of or you're saying there's actually improvements happening…”

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πŸ›  ToolsΓ—1 mentions

Eip 7683

β€œtake an existing open source wallet Fork it make it support EIP 7683 make it support um chain specific addresses and so you're able to like copy and paste chain specific addresses and then it if you p…”

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πŸ›  ToolsΓ—1 mentions

Evm Max

β€œevm Max and simd I'm hoping we can get this uh within the next couple of years and you can actually Implement a lot of stuff much more efficiently with that also a project um privacy protocols continu…”

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πŸ›  ToolsΓ—1 mentions

Simd

β€œevm Max and simd I'm hoping we can get this uh within the next couple of years and you can actually Implement a lot of stuff much more efficiently with that also a project um privacy protocols continu…”

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πŸ›  ToolsΓ—1 mentions

Privacy Protocols

β€œ, ”

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πŸ›  ToolsΓ—1 mentions

Single Swot Finality

β€œand there's definitely like staking stuff that you can do on top of single SWOT finality um or even on top of the orbit you also talked about reducing the uh the minimum saking requirements the same w…”

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πŸ›  ToolsΓ—1 mentions

Eip 771

β€œyeah andrin counter abstraction another one so e771 but yeah okay that yeah that's the list a lot of goods that you can actually play with right now which is actually awesome so the biggest hackathon …”

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πŸ“„ PapersΓ—1 mentions

Over Three Decades Tech Obliterated Media

by Kara Swisher

β€œOver Three Decades, Tech Obliterated Media _Blog post by Kara Swisher_ https://nymag.com/intelligencer/article/kara-swisher-burn-book-excerpt-silicon-valley-media.html”

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πŸ“Ί ShowsΓ—1 mentions

Curious Brilliant Vanishing Mr Feynman Podcast Series

by Steven Dubner / Freakonomics Radio

β€œIn 2024, we made a three-part series called The Curious, Brilliant, Vanishing Mr. Fineman. And I thought now might be a good time to replay that series for you.”

Recommended on Freakonomics Radio β€” 2026-05-27
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πŸ“„ PapersΓ—1 mentions

Thermalization And Criticality On An Analogdigital Quantum Simulator

β€œWe present a quantum simulator comprising 69 superconducting qubits which supports both universal quantum gates and high-fidelity analog evolution, with performance beyond the reach of classical simul…”

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πŸ›  ToolsΓ—1 mentions

Garys Youtube Channel

by Gary Tan

β€œyou type in start a startup and uh you find Paul Graham's essays and and then increasingly they're finding this pod and they're finding my YouTube channel and they're finding the Y combinator YouTube …”

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πŸ›  ToolsΓ—1 mentions

Y Combinator Youtube Channel

by Y Combinator

β€œyou type in start a startup and uh you find Paul Graham's essays and and then increasingly they're finding this pod and they're finding my YouTube channel and they're finding the Y combinator YouTube …”

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πŸ‘€ PeopleΓ—1 mentions

Jake Heller At Casetext

β€œif you talk to  Jake heler at case text he was one of the first people to actually get access to gp4 and then when he comes and speaks at the batch you guys should have him on the show he's actually …”

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πŸ›  ToolsΓ—1 mentions

Grow Sf Voter Guide

by Grow SF

β€œmake sure you use the grow SF voter guide you know like you actually have to you know educate yourself on you know the pros cons and what's going on”

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πŸ›  ToolsΓ—1 mentions

Mistral 8x7b

β€œactually the one the next I do prefer to use on my MacBook because I upgraded my MacBook to to run m 8 x7b and I really like it”

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πŸ›  ToolsΓ—1 mentions

Chatgpt 40

by OpenAI

β€œhow good was that chat chat GPT 40 that was how good does that look that shows you what a large language model that's a multim modal multimodal which means the camera has smarts everything it looks at…”

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πŸ“¦ ProductsΓ—1 mentions

Apple Arm Laptops

by Apple

β€œI've been doing videos about the arm laptops for 15 years but Apple has really shown people right These Arm laptops so smooth guess what they call it Apple cityon but it's AR people have no idea I jus…”

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πŸ“š BooksΓ—1 mentions

What Do You Care What Other People Think

by Richard Feynman

β€œThe second was published in 1988, the same year Fineman Died. It was called What Do You Care What Other People Think? The books were bestsellers.”

Recommended on Freakonomics Radio β€” 2026-05-27
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πŸ“š BooksΓ—1 mentions

Genius The Life And Science Of Richard Feynman

by James Gleick

β€œSpecial thanks to James Glick for writing Genius, his biography of Richard Fineman. It has been very helpful to us.”

Recommended on Freakonomics Radio β€” 2026-05-27
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πŸ›  ToolsΓ—1 mentions

Nvidia Audio2face

by Nvidia

β€œin fact today uh you could use uh an AI model from Nvidia it's called audio to face You apply it to a picture uh we call it live portrait and literally from the voice that is being transmitted and voi…”

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πŸ›  ToolsΓ—1 mentions

Recursion

β€œif I were to start from nothing I would do it the way recursion does it the systematic way of generating uh I I think it's an excellent method which is the reason why we're we're an investor I think i…”

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✨ SkillsΓ—1 mentions

Philosophy 101

β€œI think that everybody should learn philosophy 101 which is basically logic and and philosophy 101 which is basically logic is the is the foundations of programming right so go learn that”

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✨ SkillsΓ—1 mentions

Algebra

β€œplease learn algebra you know that that's how about linear algebra yeah I mean I I would push them until they get to calculus but but you know differential equations”

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πŸ“¦ ProductsΓ—1 mentions

Kiskit Functions

by IBM

β€œWill kiskit functions help create more Quantum startups I think um the short answer is yes but I think the better better answer is can we actually start to enable startups so that we can create an ind…”

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πŸ“¦ ProductsΓ—1 mentions

This Scam

β€œI am sorry that my mistakes exposed all of you to this scam. I am hoping that by detailing what happened others can avoid being duped as I was.”

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πŸ“„ PapersΓ—1 mentions

Quantum Error Correction Below The Surface Code Threshold

by Hartmut Neven

β€œQuantum error correction below the surface code threshold”

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πŸ’» ReposΓ—1 mentions

Mintlify Starter Kit

β€œClick on `Use this template` to copy the Mintlify starter kit.”

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πŸ›  ToolsΓ—1 mentions

Mintlify Cli

β€œInstall the [Mintlify CLI](https://www.npmjs.com/package/mintlify) to preview the documentation changes locally.”

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πŸ“„ PapersΓ—1 mentions

Exploring Prompt Optimization

by LangChain

β€œ# Exploring Prompt Optimization -- Blog post by LangChain https://blog.langchain.dev/exploring-prompt-optimization”

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🎟 EventsΓ—1 mentions

Noster Events

by Jack

β€œJack personally pays for these Noster events”

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πŸ“„ PapersΓ—1 mentions

Demonstrating Dynamic Surface Codes

by Hartmut Neven

β€œ# Demonstrating dynamic surface codes”

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πŸ“„ PapersΓ—1 mentions

Diplomacy Paper

by Noam Brown

β€œNoam Brown, who wrote the Diplomacy paper, said this about Sholto: β€œhe's only been in the field for 1.5 years, but people in AI know that he was one of the most important people behind Gemini's succes…”

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πŸ“„ PapersΓ—1 mentions

Constitutional Rl Paper

β€œFor example, Anthropic has the constitutional RL paper where they take another language model and they point it and say, β€œhow helpful or harmless was that response?””

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πŸ“š BooksΓ—1 mentions

Symbolic Species

β€œA book that Trenton recommended, The Symbolic Species, has this really interesting argument that language is not just a thing that exists, but it was also something that evolved along with our minds a…”

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πŸ“š BooksΓ—1 mentions

Feynman Lectures On Physics

by Richard Feynman, Robert Leighton, Matthew Sands

β€œMost notably what are called the big red books, the Fman lectures on physics. You'll see three names on the cover for authors. Feman, Leighton, and Sans.”

Recommended on Freakonomics Radio β€” 2026-05-27
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πŸ“„ PapersΓ—1 mentions

Layer By Layer Uncovering Hidden Representations In Language Models

by Yann LeCun

β€œThrough extensive experiments on 32 text-embedding tasks across various architectures (transformers, state-space models) and domains (language, vision), we demonstrate that intermediate layers consist…”

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