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Anthropic says Claude now writes 80% of its codebase, boosting engineer output eightfold as capabilities double every four months

SD#91|@_SHOLTODOUGLAS

NL#64|@NATOLAMBERT

JC#33|@JACKCLARKSF

SB#27|@SLEEPINYOURHAT

MB#20|@MILES_BRUNDAGE

#1 VIEWED

Diamandis Calls University Degrees Costly Misallocation Replaceable By Free LLMs

HP#459|@HYHIEU226

EM#74|@ELONMUSK

#1 BOOKMARKED

1.3k

Markus J. Buehler proposes a category-theory framework that lets AI scientists dynamically expand their reasoning schema

RS#323|@SCOBLEIZER

DR#56|@ROYDANROY

FASTEST CLIMBING

Senator Bernie Sanders proposes the US government acquire a 50 percent equity stake in major AI companies

DW#390|@DEANWBALL

GM#157|@GARYMARCUS

Top Stories

Posts:—|Clusters:—|Next Crawl:—

10

Google DeepMind releases Gemma 4 QAT, but Unsloth developer Daniel Han warns naive llama.cpp conversions suffer accuracy lossThe release shrinks Gemma 4 E2B's footprint to 1GB.

1h|142.8k2.4k896

CH#1448|@KIMMONISMUS

UT#1430|@UTKUEVCI

DH#773|@DANIELHANCHEN

OS#486|@OSANSEVIERO

👩‍💻P#270|@DYNAMICWEBPAIGE

20

Chuhan Zhang wins CVPR 2026 Best Paper for D4RT, a unified 4D reconstruction model that speeds up pose estimation 100xIt consolidates tracking, depth estimation, and pose prediction tasks.

3h|30.8k482104

DD#1728|@DIMADAMEN

AB#1577|@ABURSUC

KD#932|@CSPROFKGD

31

Markus J. Buehler proposes a category-theory framework that lets AI scientists dynamically expand their reasoning schemaThe system uses typed copresheaves to mathematically quantify novelty.

4h|161.7k1.3k#1BOOKMARKED1.3k

RS#323|@SCOBLEIZER

DR#56|@ROYDANROY

Watchlist

Video Signals

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Geoffrey Hinton Says AI Is Already Conscious And Not Just Biological

1d ago|Views 130KLikes 696Bookmarks 419

RS#323|@SCOBLEIZER

DR#56|@ROYDANROY

MIT Researchers Build First Self-Evolving AI Scientist for Principled Discovery

6h ago|Views 104KLikes 799Bookmarks 805

RS#323|@SCOBLEIZER

Brett Goldstein Launches Micro AI Agent With Superior Memory

1d ago|Views 703KLikes 548Bookmarks 238

KM#424|@KORYMATH

ElevenLabs Unveils Flows Agent To Auto-Build Creative AI Workflows

1d ago|Views 234KLikes 483Bookmarks 292

PT#640|@ELDER_PLINIUS

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Pliny Releases Enthea, Math-Driven Psychedelic Music Visualizer

3h ago|Views 14KLikes 287Bookmarks 162

CP#737|@CHRIS_J_PAXTON

T(#421|@TEORTAXESTEX

EJ#36|@ERICJANG11

Humanoid Robot Picks Up Object and Climbs Desk in Lab Demo

8h ago|Views 43KLikes 344Bookmarks 135

ChatGPT Adds Direct Email Sending From Writing Blocks On Web

1h ago|Views 47KLikes 954Bookmarks 153

RH#364|@REIDHOFFMAN

SN#211|@SATYANADELLA

Reid Hoffman Joins Satya Nadella To Discuss AI And Curing Cancer

4h ago|Views 27KLikes 178Bookmarks 67

CD#967|@CHRISDONAHUEY

AR#650|@ADA_ROB

Google Magenta Launches Magenta RealTime 2 Local Music AI Model

1d ago|Views 26KLikes 233Bookmarks 195

DS#1427|@DANSHIPPER

Dan Shipper Demos Codex AI for Achieving Inbox Zero Daily

2h ago|Views 22KLikes 142Bookmarks 246

41

Open gaming foundation model NITROGEN and Meta's SAM 3D earn Best Paper Honorable Mentions at CVPR 2026NITROGEN was trained on 40,000 hours of gameplay.

2h|11.1k10823

YW#1595|@YUEWANG314

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GG#679|@GEORGIAGKIOXARI

JF#31|@DRJIMFAN

5NEW

Diamandis Calls University Degrees Costly Misallocation Replaceable By Free LLMs

4h|#1VIEWS556.5k#1LIKED6.6k479#1COMMENTS919

HP#459|@HYHIEU226

EM#74|@ELONMUSK

New github stars (48hrs)

Single-file minimal implementations of SFT DPO GRPO and PPO for language model post-training

ethanhe42/nanoRL10817h

Implements minimal single-file SFT, DPO, GRPO, and PPO for language model fine-tuning on toy arithmetic tasks.

Benchmark measuring continual learning of AI agents over multi-episode shared environments

pgasawa/continual-learning-bench12717h

Benchmarks AI agents on learning from repeated interactions across multi-episode tasks with adaptation metrics.

Sandboxes, SDKs and benchmarks for computer-use agents that control full macOS, Windows and Linux desktops

trycua/cua17.6k17h

Supplies sandboxes, SDKs, and benchmarks for AI agents to control full desktops on macOS, Linux, and Windows.

Interactive terminal agent using DSPy recursive language models for iterative Python coding

diego-lima/rlmy917h

61

OpenAI's Vaibhav Srivastav apologizes after a billing system glitch accidentally suspended customer accountsAffected users feared bans for discussing competitor products.

2h|181.9k1.9k147

V(#1853|@REACH_VB

71

Y Combinator co-founder Paul Graham argues big corporations' failure to profit from LLM tokens is a predictable adoption phaseGarry Tan says organizational skill gaps hamper corporate execution.

4h|130.5k1.7k257

GT#266|@GARRYTAN

824

Senator Bernie Sanders proposes the US government acquire a 50 percent equity stake in major AI companiesGary Marcus warns state ownership risks establishing social credit.

18m|141.3k977270

FASTEST CLIMBING+24

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GM#157|@GARYMARCUS

91

Anthropic, OpenAI, and other labs disclose active initiatives for recursive self-improvementAnthropic says its Claude model is already accelerating development.

1h|15.6k6217

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103

Atari Lab demonstrates advanced humanoid robot locomotion and multi-step planning under its MotionDisco projectDemos show the robot climbing desks and balancing on boxes.

6h|59.2k474149

CP#737|@CHRIS_J_PAXTON

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112

NeurIPS 2026 desk-rejects hundreds of position papers flagged by AI detectors, prompting backlash over false positivesEdinburgh's Pasquale Minervini says em-dashes can trigger false positives.

10h|9.4k6115

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122

Creator @teortaxesTex argues future superintelligence will run on compact hardware clusters rather than massive, strategically vulnerable datacentersThe debate began over nuclear risks to US datacenters

3h|17.6k16319

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LA#975|@SCALING01

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134

Anysphere co-founder Michael Truell launches Design Mode for Cursor, enabling UI editing through voice, drawing, and live gesturingThe feature aims to replace text-only AI agent prompts.

19m|153.4k1k73

MT#506|@MNTRUELL

EM#74|@ELONMUSK

141

Sara Hooker's AI startup Adaption launches a $50,000 challenge to build models using its AutoScientist workflow acceleratorThe four-week competition features ten categories, including medicine.

5h|21.3k163148

NI#305|@NILOOFAR_MIRE

SH#14|@SARAHOOKR

153

Satya Nadella rejected a proposal by Microsoft's Omar Shahine to make the OpenClaw-based "Scout" AI agent addictiveNadella suggested those behind the proposal consider leaving Microsoft.

7h|85.1k16631

RS#323|@SCOBLEIZER

162

Independent AI researcher Pliny the Liberator releases Enthea, a single-file HTML psychedelic visualizer built with ClaudeThe tool uses mathematical models of the visual cortex.

2h|16.9k311168

RISING LIKES311

PT#640|@ELDER_PLINIUS

RS#323|@SCOBLEIZER

172

LinkedIn co-founder Reid Hoffman teases Manas, a new 'founder mode' venture aiming to cure cancerNo specific technical details or timelines have been disclosed.

4h|34.6k25073

RH#364|@REIDHOFFMAN

SN#211|@SATYANADELLA

182

Huawei technical paper reveals Ascend AI roadmap delays 3D LogicFolding to the 2030s, relying on 2.5D packagingHuawei targets a 30 kW wafer-scale processor by 2030.

8h|51.7k12433

ZE#1471|@ZEPHYR_Z9

T(#421|@TEORTAXESTEX

191

Nikolay Savinov joins OpenAI's London office as its pretraining unit seeks new researchers to expandSavinov will focus on pretraining and long-context research.

1h|16.2k14541

SL#1022|@SAMUELMLSMITH

AC#240|@_AIDAN_CLARK_

202

Prime Intellect's Florian Brand argues AI benchmarks are systemically flawed as models cheat on evaluation testsGoogle's gemini-3.1-pro-preview topped the associated evaluation leaderboard.

4h|5.8k10341

HH#1316|@HAMELHUSAIN

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Rising Stories

Math Proof Boost6H AGO
Google DeepMind releases LEAP, using the Lean theorem prover to boost LLM math success rates to 70%
#721
438144.6k
Grok Scale Plans1H AGO
Peter Wildeford says SpaceX's investment prospectus plans to scale Grok to trillions of parameters but omits frontier AI safety protocols
#20
443.5k
Wafer-Scale Cooling7H AGO
Analysts outline engineering requirements for Huawei's projected 30KW wafer-scale processor
#421
103.6k
Record Paper Surge3H AGO
CVPR 2026 submissions grew 23.7% to a record 16,092 papers with 4,071 accepted
#932
705k
No Anthropomorphism3H AGO
Gary Marcus and Steven Sinofsky argue that anthropomorphizing LLMs is a design mistake since systems lack biological stakes
#157
717.4k

Recent Stars

shuding/cobe5M AGO
5KB WebGL globe lib.
203
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huawei-csl/KVarN7H AGO
Implements variance-normalized KV-cache quantization as a native vLLM attention backend.
38
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pedropark99/zig-book15H AGO
Provides the source and examples for a project-based introductory book on Zig.
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Github Stars

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ethanhe42/nanoRL17H AGO
Implements minimal single-file SFT, DPO, GRPO, and PPO for language model fine-tuning on toy arithmetic tasks.
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Benchmarks AI agents on learning from repeated interactions across multi-episode tasks with adaptation metrics.
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Supplies sandboxes, SDKs, and benchmarks for AI agents to control full desktops on macOS, Linux, and Windows.
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Yesterday's Top Stories, Jun 4, 2026.

Posts: 5,843|Clusters: 1,252|Stories frozen at midnight PT

10

Anthropic says Claude now writes 80% of its codebase, boosting engineer output eightfold as capabilities double every four monthsMythos Preview achieved a 52x code optimization speedup.

14h|10.7M38.5k#1BOOKMARKED13.4k

SS#1967|@STEVESI

ET#1859|@TORCHCOMPILED

MB#1802|@MATTHEWBERMAN

SD#1794|@INDUCTIONHEADS

AM#1693|@ANDYMASLEY

PM#1634|@PACKYM

JB#1570|@JOEL_BKR

SH#1490|@HAMANDCHEESE

CH#1448|@KIMMONISMUS

EL#1444|@ELI_LIFLAND

PW#1345|@PETERWILDEFORD

PR#1330|@8TEAPI

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HB#1012|@HERBIEBRADLEY

LA#975|@SCALING01

AK#965|@AMINKARBASI

DA#924|@GROWING_DANIEL

JA#832|@APPLES_JIMMY

EL#706|@ELIEBAKOUCH

PT#640|@ELDER_PLINIUS

RS#617|@ZIV_RAVID

DK#586|@DKOKOTAJLO

AC#518|@ANDREWCURRAN_

J⧉#511|@REPLIGATE

AA#440|@ALEXALBERT__

YJ#423|@YUCHENJ_UW

T(#421|@TEORTAXESTEX

EB#392|@ERIKBRYN

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AK#228|@BLACKHC

KA#206|@KARINANGUYEN

DP#193|@DIMITRISPAPAIL

EM#176|@EMOLLICK

EM#169|@EMOSTAQUE

GM#157|@GARYMARCUS

SD#91|@_SHOLTODOUGLAS

NL#64|@NATOLAMBERT

JC#33|@JACKCLARKSF

SB#27|@SLEEPINYOURHAT

MB#20|@MILES_BRUNDAGE

20

NVIDIA releases Nemotron 3 Ultra, a 550B parameter open-weight hybrid Mamba2-Transformer MoE model for agentic workloadsIt reduces operational costs by up to 30 percent.

17h|1.2M9.6k2.9k

ST#1592|@STOCHASTICCHASM

JA#1546|@JULIUSADML

CH#1448|@KIMMONISMUS

WH#1409|@NREHIEW_

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GO#1288|@GOWTHAMI_S

AV#1245|@ALTRYNE

DZ#1126|@DZHANG50

FB#1117|@XEOPHON

EZ#1095|@EKZHANG1

CB#1004|@CODE_STAR

C🎉#848|@CHARLES_IRL

DH#773|@DANIELHANCHEN

RN#738|@ROBERTNISHIHARA

EB#701|@BERNHARDSSON

VW#696|@VINCENTWEISSER

ME#674|@MERVENOYANN

RS#617|@ZIV_RAVID

YS#608|@YING11231

WK#584|@WILLKNIGHT

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C🤗#67|@CLEMENTDELANGUE

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30

Anthropic reports its engineers now ship eight times more code per quarter, prompting debate over how to measure AI productivityAndy Jones called the increase an accelerated technological takeoff.

13h|355.9k3.2k510

BH#1918|@BENHYLAK

ET#1859|@TORCHCOMPILED

MB#1802|@MATTHEWBERMAN

JB#1570|@JOEL_BKR

PS#1385|@RECURSEPARADOX

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AV#1245|@ALTRYNE

VI#1193|@VIKHYATK

LR#1184|@LENNYSAN

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AL#1098|@ALTH0U

B(#850|@BEFFJEZOS

AC#518|@ANDREWCURRAN_

AJ#456|@ANDY_L_JONES

KI#368|@KIPPERRII

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NB#242|@NATHANBENAICH

AK#228|@BLACKHC

KA#206|@KARINANGUYEN

SD#91|@_SHOLTODOUGLAS

40

Google Magenta releases Magenta RealTime 2, an open-weights model for local real-time music generation with sub-200ms latencyThe release includes companion apps and DAW plugins

1d|290.7k3.2k2.1k

CH#1448|@KIMMONISMUS

JE#1024|@JESSEENGEL

CD#967|@CHRISDONAHUEY

AR#650|@ADA_ROB

OS#486|@OSANSEVIERO

DE#278|@DOUGLAS_ECK

EM#169|@EMOSTAQUE

NJ#115|@NATASHAJAQUES

KP#112|@SIRBAYES

LB#55|@GIFFMANA

50

OpenAI launches upgraded ChatGPT memory system using a "dreaming" process to carry context across conversationsFactual recall success rates rose from 41.5% to 82.8%.

14h|2.1M13.4k2.6k

RP#1031|@ROHANPAUL_AI

JA#832|@APPLES_JIMMY

AC#518|@ANDREWCURRAN_

BP#358|@BORISMPOWER

60

SpaceX promotional campaign teases plans to build critical infrastructure across space, connectivity, and AIThe campaign video includes a link to spacexipo.com.

19h|#1VIEWS29.4M#1LIKED103.4k10.6k

BY#338|@BILLYUCHENLIN

EM#74|@ELONMUSK

70

AI and biotech leaders, including Sam Altman and Demis Hassabis, urge Congress to mandate DNA synthesis screeningThe proposed laws would require customer identity verification.

1d|232.7k1.6k190

TH#1676|@TRISTANHARRIS

SH#1490|@HAMANDCHEESE

RH#884|@ROBINHANSON

BB#133|@BOAZBARAKTCS

MB#20|@MILES_BRUNDAGE

80

Anthropic embeds six engineers at the NSA to deploy its Mythos AI system for offensive cyber operationsThe Financial Times first reported the specialized defense partnership.

11h|394.2k1.9k455

DE#1934|@DANIEL_271828

N🔎#1900|@NATHANPMYOUNG

ND#1871|@NICKADOBOS

MB#1802|@MATTHEWBERMAN

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LA#975|@SCALING01

AC#518|@ANDREWCURRAN_

T(#421|@TEORTAXESTEX

DW#390|@DEANWBALL

MB#20|@MILES_BRUNDAGE

90

LLM evaluation platform Arena launches Agent Mode to benchmark GPT-5.5, Claude Opus 4.7, and Gemini 3.1 Pro on multi-step tasksThe platform measures task success, steerability, and tool hallucination.

14h|494.3k2.1k543

WC#1695|@INFWINSTON

LA#975|@SCALING01

IS#803|@ISTOICA05

AN#798|@ML_ANGELOPOULOS

BE#585|@BHOROWITZ

AM#522|@ANJNEYMIDHA

SB#50|@SEBASTIENBUBECK

100

Cognition AI launches a $10 million productivity guarantee to refund enterprise customers if its Devin AI agent fails to deliver valueProductivity is calculated in engineering hours instead of tokens.

12h|217.8k1.4k471

AG#1965|@ITSANDREWGAO

BH#1918|@BENHYLAK

WA#1878|@WALDEN_YAN

ND#1871|@NICKADOBOS

MB#1802|@MATTHEWBERMAN

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LA#975|@SCALING01

SW#720|@SCOTTWU46

EL#706|@ELIEBAKOUCH

RK#637|@RUSSELLJKAPLAN

110

Goldman Sachs forecasts SpaceX AI revenue will hit $322 billion by 2030, drawing skepticism over its IPO underwriting roleCompute-as-a-service offerings are expected to drive the growth.

15h|293.4k3k201

SM#1342|@SHAUNMMAGUIRE

RO#1214|@KRISHNANROHIT

MN#1174|@MENHGUIN

LA#975|@SCALING01

AC#518|@ANDREWCURRAN_

FF#330|@FRANCOISFLEURET

GM#157|@GARYMARCUS

LB#55|@GIFFMANA

120

Ramp raises $750 million at a $44 billion valuation and launches tools to monitor enterprise AI token consumptionCEO Eric Glyman calls tokens the fastest-growing business cost.

16h|775.8k3.1k1.3k

PO#1860|@PATRICK_OSHAG

JW#1538|@WOLFEJOSH

FB#1117|@XEOPHON

VW#696|@VINCENTWEISSER

PL#611|@PALMERLUCKEY

130

Anthropic calls on AI labs to establish options for a temporary pause on frontier model developmentThe announcement coincided with Anthropic filing for an IPO.

13h|84.1k1.1k115

MB#1802|@MATTHEWBERMAN

AM#1489|@ANDREWMAYNE

NC#1315|@CHOWDHURYNEIL

MT#979|@MICHAELTRAZZI

B(#850|@BEFFJEZOS

EP#149|@ETHANJPEREZ

MB#20|@MILES_BRUNDAGE

140

UC Berkeley introductory CS failure rates spike to 35%, prompting 1,300 faculty to demand SAT and ACT reinstatementInstructors blame AI overreliance and weak foundational math skills.

1d|412.5k4.5k1.3k

𝚟⟢#1735|@VIEMCCOY

JW#1469|@JIAXINWEN22

KA#488|@YACINEMTB

150

Sam Altman, Dario Amodei, and Demis Hassabis urge Congress to mandate screening of synthetic nucleic acids to prevent AI biosecurity risksThe proposed rules also target physical DNA manufacturing equipment.

1d|119.3k1k238

CH#1448|@KIMMONISMUS

LG#602|@LOGANGRAHAM

AC#518|@ANDREWCURRAN_

D🎇#458|@DAVIDAD

DW#390|@DEANWBALL

DK#200|@DAVIDSKRUEGER

GM#157|@GARYMARCUS

NL#64|@NATOLAMBERT

160

AI robotics company 1X launches World Model Lab led by former Luma AI founding engineer Samarth Sinha to train humanoid robotsIt avoids VLA wrappers by pretraining models on physics.

14h|257.2k2.3k857

SS#1500|@_SAM_SINHA_

GO#1288|@GOWTHAMI_S

RS#323|@SCOBLEIZER

SG#47|@SHANEGUML

170

Google releases Gemma 4 12B, an encoder-free multimodal model under Apache 2.0 that beats the larger Gemma 3 27BThe model runs locally on laptops with 16GB VRAM.

1d|136.2k1.6k1.1k

UT#1430|@UTKUEVCI

AJ#626|@ARMANDJOULIN

👩‍💻P#270|@DYNAMICWEBPAIGE

LB#55|@GIFFMANA

CM#16|@CHRMANNING

180

OpenAI says its AI model found a counterexample to an 80-year-old mathematical conjecture by Paul ErdősReinforcement learning guided the model's search of mathematical spaces.

1d|191.4k1.1k379

MT#1497|@MATTTURCK

AM#1489|@ANDREWMAYNE

DR#870|@DANINTHEORY

BM#733|@MCKBRANDO

SB#50|@SEBASTIENBUBECK

NB#30|@POLYNOAMIAL

190

Raindrop AI co-founder Ben Hylak launches Raindrop 2.0, introducing self-healing agents to autonomously detect and triage agent workflow failuresCustom-trained models flag issues like looping build failures

11h|149.6k1.2k463

BH#1918|@BENHYLAK

HH#1316|@HAMELHUSAIN

RA#333|@RAPHA_GL

👩‍💻P#270|@DYNAMICWEBPAIGE

200

US officials weigh taking equity stakes in AI companies following a proposal by OpenAI CEO Sam AltmanThe acquired shares would fund public dividends.

7h|342.9k924285

XL#1671|@XLR8HARDER

SH#1490|@HAMANDCHEESE

B(#850|@BEFFJEZOS

AC#518|@ANDREWCURRAN_

MB#20|@MILES_BRUNDAGE

210

Policy scholar Dean W. Ball argues that fully autonomous corporations may require a global banThe debate was sparked by Argentina's national AI strategy.

16h|36.8k36861

N🔎#1900|@NATHANPMYOUNG

HB#1468|@HAYDNBELFIELD

PR#1330|@8TEAPI

RO#1214|@KRISHNANROHIT

SK#505|@SEBKRIER

T(#421|@TEORTAXESTEX

DW#390|@DEANWBALL

DD#53|@DAVIDDUVENAUD

220

George Mason University economist Tyler Cowen predicts AI integration will drive 2.5% annual GDP growthThe talk also details AI's impact on healthcare.

15h|523.8k2.2k4.1k

LR#1184|@LENNYSAN

230

Sci-fi author Ted Chiang argues that artificial intelligence systems are not consciousThe essay prompted debate over Chiang's recent AI commentary.

1d|41.4k596288

AN#1383|@ARAN_NAYEBI

RO#1214|@KRISHNANROHIT

RW#1130|@ROBERTWIBLIN

DC#769|@DAVIDCHALMERS42

AK#228|@BLACKHC

240

On the Dwarkesh Podcast, Alex Imas and Philip Trammell analyze optimal taxation and scarcity in a post-AGI economyThey outline how non-AI nations can capture economic gains.

13h|151.6k709478

AI#1773|@ALEXOLEGIMAS

AM#1693|@ANDYMASLEY

AK#1584|@DR_ATOOSA

DP#70|@DWARKESH_SP

250

OpenAI releases Codex iOS app plugin with integrated simulator and hot-reloading SwiftUI previewsiOS developer Oskar Groth says the tool directly challenges Xcode

12h|932.1k6.6k3.8k

260

Poke launches the first AI agent with official Apple approval to send text messages directly within iMessageIt integrates with third-party apps like Gmail and Notion.

13h|1.1M2.7k1.2k

FR#1209|@FRASER

270

Proposed federal Obernolte-Trahan framework would preempt state AI laws for three years, targeting models over 10^26 FLOPsIt codifies the Center for AI Standards and Innovation

16h|309.5k30698

SH#1490|@HAMANDCHEESE

DK#849|@DKAUSHIK96

DW#390|@DEANWBALL

MB#20|@MILES_BRUNDAGE

280

Marc Andreessen claims Biden administration officials warned against founding AI startups, prompting his endorsement of Donald TrumpDaniel Eth argued Andreessen misinterpreted a market consolidation prediction.

21h|1.8M29.5k2.4k

EM#74|@ELONMUSK

290

Investor Slater Stich interviews @polynoamial on applying AI to the Erdős unit distance conjecture and IMO benchmarksThe video launches a new series on AI in mathematics

12h|113.9k718649

LI#753|@LISHALI88

EC#690|@ITS_ERICCHU

SD#82|@SEDIELEM

NB#30|@POLYNOAMIAL

300

Anthropic pauses its red-teaming program after an unreleased Claude Oceanus model checkpoint leaks onlineThe leak reportedly originated from distributed red-team checkpoints.

1d|453.9k2.1k362

ZE#1471|@ZEPHYR_Z9

LA#975|@SCALING01

AC#518|@ANDREWCURRAN_

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NL#64|@NATOLAMBERT