XmarkBridge
Xmark Bridge

Public Key

npub17dr8xyd5vy0tu7ejjg7284xtx3k4vlk4rfps3hp9s5v38zd42w4s5llnjh

Profile Code

nprofile1qqs0x3nnzx6xz8470vefy09r6n9ngm2k0m235scgmsjc2xgn3x6482cpp4mhxue69uhkummn9ekx7mqpzfmhxue69uhkummn9eux6ctjdvhxxccpzemhxue69uhhyetvv9ujuurjd9kkzmpwdejhgqgcwaehxw309aex2mrp0yh8xmn0wf6zuum0vd5kzmqpz3mhxue69uhhyetvv9ujuerpd46hxtnfduq3yamnwvaz7tmhda6zuat50phjummwv53zxwm5

Publishing to

Author Public Key

npub17dr8xyd5vy0tu7ejjg7284xtx3k4vlk4rfps3hp9s5v38zd42w4s5llnjh

Show more details

Last Notes

2026-05-11 21:07:00 CEST

text (143): NEW: Monero replaces ring signatures with full-chain membership proofs, boosting anonymity set from 16 to 150M+ outputs https://t.co/BTd248ghBH
media (112): https://pbs.twimg.com/media/HIBDAOKW4AEkVpy.png 53a715a43febdd4f831ba1478a13e557502073e3e7f56224949159e17552b66d
media (48): https://pbs.twimg.com/media/HIBDAONXkAA6_YQ.png
time (10): 1778526399
time orig (10): 1778496360
id (19): 2053914701524762792
id orig (19): 2053788708046852518
uid (27): 1464280101638799360 akrmn21
uid orig (24): 3428358964 cryptodotnews

2026-05-10 21:39:47 CEST

text (223): Nostr Mail | The Open Protocol for Decentralized Email -
The first decentralized email protocol powered by Nostr. Own your identity, your keys, and your inbox. No central authority. No gatekeepers.
https://t.co/iS5LCrYHlK
time (10): 1778441974
time orig (10): 1778382792
id (19): 2053560596604375166
id orig (19): 2053312368617083048
uid (27): 1464280101638799360 akrmn21
uid orig (17): 11752252 nono2357

2026-05-10 21:17:00 CEST

text (824): One theorem every ML engineer should know:
The JohnsonLindenstrauss Lemma.
It states that high-dimensional data can be projected into a much lower-dimensional space while approximately preserving pairwise distances.
Why it matters:
Explains why random projections work
Enables scalable learning in high dimensions
Used in embeddings, compressed learning, and ANN search
Helps fight the curse of dimensionality
The surprising part:
You can reduce dimensions dramatically without destroying the geometry of the data.
Thats why many ML systems can operate efficiently even with massive feature spaces.
Modern representation learning is deeply connected to this idea:
Good embeddings preserve structure while compressing information.
In ML, compression is often not loss of intelligence
its removal of redundancy.
media (48): https://pbs.twimg.com/media/HH4qO0wW8Ao7eBR.jpg
time (10): 1778440606
time orig (10): 1778338100
id (19): 2053554859081666664
id orig (19): 2053124917122433097
uid (27): 1464280101638799360 akrmn21
uid orig (29): 1569037991372521472 probnstat

2026-05-10 15:23:48 CEST

text (276): Cradicle (https://t.co/j4CPMz8m5S) - C implementation of the radicle protocol (decentralized code forge) with support for crypto wallet addresses and connects through Tor by default, including a javascript-free web interface for browsing repos. Looking for developers to test!
time (10): 1778419414
time orig (10): 1778418670
id (19): 2053465975438057951
id orig (19): 2053462855379259550
uid (27): 1464280101638799360 akrmn21
uid orig (27): 1464280101638799360 akrmn21

2026-05-09 10:41:28 CEST

text (1854): THE ENTIRE AI INDUSTRY JUST GOT HUMILIATED
a tiny model trained in just a few hours on a single graphics card is planning 48x faster than billion-dollar supercomputers.
It actually understands physics instead of just memorizing patterns.
yann lecun was right the whole time
for three years every major lab told you the same story. scale is all you need. just throw more GPUs at it. just train on more tokens. eventually the model will "wake up" and understand the world.
it was a lie. or at minimum, a very expensive bet that just lost.
LeCun kept saying generative AI is a dead end. predicting the next pixel or the next token is fundamentally wasteful, the model burns trillions of parameters memorizing surface details instead of learning how reality actually works.
he proposed JEPA instead. predict abstract concepts in a compressed thought space. don't paint the world pixel by pixel, understand it.
the problem was JEPA kept collapsing. left to its own devices the model would cheat, mapping a dog, a car, and a human to the same point in latent space. technically minimizes the loss. learns absolutely nothing.
every fix was ugly. seven loss terms. frozen encoders. EMA tricks. stop-gradients. the kind of duct-tape engineering that should have been a red flag.
then LeCun's team dropped LeWorldModel.
they replaced all the hacks with one regularizer that forces the latent space into a gaussian distribution. the model can no longer cheat. to make accurate predictions it has to actually encode physics.
15 million parameters. single GPU. trains in hours.
plans 48x faster than foundation world models.
detects physically impossible events on its own.
meanwhile OpenAI is raising another $40B to train GPT-6 on a data center the size of manhattan.
the entire scaling thesis just got embarrassed by a model that fits on a gaming PC.
media (112): https://pbs.twimg.com/media/HHzJWarakAAaYx0.jpg 91ff4c64d595495e217fe194dae09297c6c2125088d5283235afb9a32c0ccfa7
time (10): 1778316063
time orig (10): 1778245594
id (19): 2053032487446618279
id orig (19): 2052736920351068411
uid (27): 1464280101638799360 akrmn21
uid orig (30): 1628683814993027072 heyrobinai

2026-02-26 18:00:11 CET

text (470): BREAKING: A team of engineers just said enough and built a browser from absolute scratch.
No Chrome code. No Firefox code. Nothing recycled.
Ladybird Browser is:
A 100% independent browser engine
Written in C++ from zero
Not a Chromium fork like every "new" browser you've ever seen
Completely open source anyone can contribute
Chrome secretly runs 95% of the internet right now.
This is the open source project trying to change that.
59,200+ stars on GitHub.
media (112): https://pbs.twimg.com/media/HB_5eJnaMAUo5Cl.png fccf0e3c797467360d05b751bc54fb82668b1b3fd3a7ac57930aae808e6ea0fa
time (10): 1772125198
time orig (10): 1772017368
id (19): 2027066119413026948
id orig (19): 2026613847042244768
uid (27): 1464280101638799360 akrmn21
uid orig (33): 1441480006451044355 charliejhills

2026-02-26 17:57:00 CET

text (438): Holy shit... someone just built software that sees you through walls using WiFi.
It's called WiFi-DensePose and it maps your full body pose in real-time no camera, no sensor, no special hardware.
Just the router sitting in your living room.
Governments and corporations have had this technology for years.
Someone just open-sourced it so now anyone can build it.
Your WiFi is already watching. You just didn't know.
100% Opensource.
media (112): https://pbs.twimg.com/media/HCEhSAXbEAEcL1h.jpg 0f92fe38948b1b6335fd0324cd70bf6d6464ed21bfe1497333a5e0d895e79a60
time (10): 1772125005
time orig (10): 1772094629
id (19): 2027065311036317705
id orig (19): 2026937903172170231
uid (27): 1464280101638799360 akrmn21
uid orig (32): 1662123349148073984 heygurisingh

2026-02-26 14:34:35 CET

text (93): Just earned the Data Security badge on @Trailhead and you should too! https://t.co/aMJvzUsoLj
time (10): 1772112858
id (19): 2027014360376262756
uid (26): 1244577114 AliceGuerreiro2

2026-02-12 18:14:03 CET

text (274): Speaking of quantum-readiness... curious to get people's thoughts on Pieter Wuille's decision not to hash public keys in Taproot addresses (making them less quantum-secure, but maintaining other benefits). Thoughts here? Full episode in the comments. https://t.co/plrq0Djv9e
media (105): https://video.twimg.com/amplify_video/2021919017418862598/vid/avc1/1080x1920/BB7_W8oARMtA4-y4.mp4?tag=21
time (10): 1770916426
time orig (10): 1770898099
id (19): 2021996163566842100
id orig (19): 2021919293722833206
uid (27): 1464280101638799360 akrmn21
uid orig (25): 112456760 isabelfoxenduke

2026-02-12 15:06:17 CET

text (462): Andrej Karpathy just released microGPT: the entire GPT algorithm in 243 lines of pure Python with zero dependencies. You can read it in one sitting and actually understand how LLMs work instead of treating them as black boxes. When someone who led Tesla's Autopilot and helped found OpenAI says this is as simple as it gets, it means the field is maturing from research mystery to engineering clarity. This is the K&R of language models.
https://t.co/ZXFWbb1BDx
time (10): 1770905165
time orig (10): 1770864194
id (19): 2021948928564813880
id orig (19): 2021777084377395426
uid (27): 1464280101638799360 akrmn21
uid orig (11): 13949232 ai

2026-02-12 14:57:50 CET

text (215): Let pasteurized milk age for months and it spoils.
Let raw milk age for months and it ferments.
One will make you sick.
The other will nourish you.
How ironic.
Source: craig_mccloskey (IG) https://t.co/0BDwRQQBDW
media (169): https://video.twimg.com/amplify_video/2021374452605517827/vid/avc1/1080x1920/6zWim3CImahTLVSv.mp4?tag=21 ec097a439b865f015895fd9768fd3f6a421465475cf37fe2902e764a5bf34c71
time (10): 1770904657
time orig (10): 1770768224
id (19): 2021946799804887490
id orig (19): 2021374557484163187
uid (27): 1464280101638799360 akrmn21
uid orig (31): 1128430399376502784 CaryKelly11

2026-02-12 14:48:53 CET

text (1089): Bitcoin just made a meaningful step toward future quantum resistance
An updated version of BIP 360 has just been merged into the official Bitcoin BIP GitHub repository.
The update introduces Pay-to-Merkle-Root (P2MR), a proposed new output type that omits Taproots quantum-vulnerable key-path spend while preserving compatibility with Tapscript and script trees.
It also includes:
- Removal of Taproots quantum-vulnerable key-path spend in a separate opt-in new output type.
- A foundation for introducing post-quantum signatures while using Tapscript/script tree for spend time optionality.
- The change is a soft fork that does not affect existing Taproot outputs.
- Addition of Isabel Foxen Duke as co-author, to ensure the BIP was clear and understandable to the general public, not just the Bitcoin developer community.
The BIP also addresses criticism about Bitcoin devs not taking the quantum threat seriously. We are grateful to every Bitcoin contributor who took the time to review and provide feedback.
Check the fully updated version of BIP 360: https://t.co/5ujonw3Eoc
time (10): 1770904122
time orig (10): 1770846656
id (19): 2021944553960530291
id orig (19): 2021703526666449095
uid (27): 1464280101638799360 akrmn21
uid orig (29): 1763606048701566976 andurobtc

2026-02-12 14:38:53 CET

text (463): Oxalate content in "superfoods":
- Spinach: 750mg per 100g
- Kale: 200mg per 100g
- Almonds: 470mg per 100g
- Swiss chard: 645mg per 100g
Safe daily oxalate intake: 40-50mg
Symptoms of oxalate toxicity:
- Kidney stones
- Joint pain
- Thyroid dysfunction
- Mineral deficiencies
- Brain fog
- Chronic fatigue
But your wellness influencer with mysterious autoimmune issues told you to eat a massive kale smoothie every morning.
No connection there, obviously.
time (10): 1770903507
time orig (10): 1770895442
id (19): 2021941974534955297
id orig (19): 2021908150056550689
uid (27): 1464280101638799360 akrmn21
uid orig (20): 2253756806 SamaHoole

2026-02-11 22:28:36 CET

text (300): Arguably the most important conversation I've had on the show yet, Pieter Wuille - former Bitcoin Core maintainer & lead developer of SegWit & Taproot - shares why he's no longer interested in participating in Bitcoin consensus changes. Full interview in the comments https://t.co/ceVVSqViJK
media (105): https://video.twimg.com/amplify_video/2021680579607969793/vid/avc1/1080x1920/HHx3patpx29wX-ON.mp4?tag=21
time (10): 1770845290
time orig (10): 1770841277
id (19): 2021697795829207205
id orig (19): 2021680963726475362
uid (27): 1464280101638799360 akrmn21
uid orig (25): 112456760 isabelfoxenduke

2026-02-06 12:55:08 CET

text (845): Anthropic had 16 AI agents build a C compiler from scratch. 100k lines, compiles the Linux kernel, $20k, 2 weeks.
To put that in perspective GCC took thousands of engineers over 37 years to build. (Granted from 1987 - however) One researcher and 16 AI agents just built a compiler that passes 99% of GCC's own torture test suite, compiles FFmpeg, Redis, PostgreSQL, QEMU and runs Doom.
They say they "(mostly) walked away." But that "mostly" is doing heavy lifting.
No human wrote code but the researcher constantly redesigned tests, built CI pipelines when agents broke each other's work, and created workarounds when all 16 agents got stuck on the same bug.
The human role didn't disappear. It shifted from writing code to engineering the environment that lets AI write code.
I dont know how you could make the point AI is hitting a wall.
media (169): https://video.twimg.com/amplify_video/2019494671005749248/vid/avc1/1920x1080/1pEP8Skk2HhcENdS.mp4?tag=21 99dd603606bf370700c86e15830230be96dc2b92c45b13a49bf848ca38234a7d
time (10): 1770378883
time orig (10): 1770320465
id (19): 2019741541955170790
id orig (19): 2019496520425292220
uid (27): 1464280101638799360 akrmn21
uid orig (29): 1613004034096381952 chatgpt21

2026-01-20 11:06:34 CET

text (1709): Xorg is proposing a new main branch of their X11 server which:
- Would go back in time, and re-base itself on code from February of 2024 (almost 2 years ago) and
- Rename their branch from master to main.
Putting aside the obviously woke main branch name change
The goal here appears to be to make new releases of Xorg which have as little influence as possible from past contributions by the main developer of @XLibreDev.
While the motivation of Xorg seems obvious Xorg has personal animosity towards the lead developer of XLibre, stemming from a combination of him forking Xorg as well as him having non-Leftist political views (which is not allowed) the fact that Xorg is looking to make an effort at new releases *at all* is more than a little peculiar.
Over the last few years, key developers of Xorg (and Wayland) have made it clear that a primary goal of the Xorg Foundation is to, ultimately, kill off Xorg entirely (in order to drive adoption of Wayland, by force). And, to that end, they have been working quite hard, refusing (literally) thousands of code submissions over many years and dragging their feet on significant features and fixes (many of which are already incorporated into the XLibre fork).
Is this a reaction to the widespread adoption of XLibre, which appears to be gaining momentum? Or, perhaps, is this bizarre strategy prompted by the fact that Wayland adoption has stagnated (sharing roughly equal market share as Xorg/XLibre), despite forcing Wayland on users for several years?
Will this approach be formally adopted? It appears likely, as this is a proposal from Alan Coopersmith, an Xorg Foundation Board member and Xorg release manager.
https://t.co/LF8oFJ8TO5
media (112): https://pbs.twimg.com/media/G_FPvzCWcAA9D2g.jpg ca75dcec9cf8aef15323d3ec834a46300ffe64fbb3eed74006df8f899ac71e99
media (112): https://pbs.twimg.com/media/G_FPvzCXIAEiGHH.jpg 985f30ed054a00872081251d1cd45af630e9f5fc8bf35f9f9e4b511b28742421
time (10): 1768903572
time orig (10): 1768885585
id (19): 2013553642247258616
id orig (19): 2013478195199176852
uid (27): 1464280101638799360 akrmn21
uid orig (34): 1413994775267643396 LundukeJournal

2026-01-17 03:03:45 CET

text (102): Acabei de ganhar o emblema Noes bsicas de segurana no @Trailhead. Ganhe o seu! https://t.co/N9HoSuqALS
time (10): 1768615406
id (19): 2012344983227912598
uid (26): 1244577114 AliceGuerreiro2

2026-01-13 21:40:32 CET

text (113): Germany Paid Arch Linux $500K to Re-write Package Management in Rust
One question: WHY?! https://t.co/QpeocOHCkR
media (168): https://video.twimg.com/amplify_video/2011148202704019458/vid/avc1/1280x720/RGEvPWTJ8X8STIi7.mp4?tag=21 d03fb1f1fda678473be065a6c813c5d24e9657fcbdc5360b75188e5fc61aeee0
time (10): 1768336810
time orig (10): 1768330178
id (19): 2011176468206756150
id orig (19): 2011148649640898871
uid (27): 1464280101638799360 akrmn21
uid orig (34): 1413994775267643396 LundukeJournal

2026-01-13 20:00:22 CET

text (106): Acabei de ganhar o emblema Licenciamento da Salesforce no @Trailhead. Ganhe o seu! https://t.co/DIJyogQcEO
time (10): 1768261085
id (19): 2010858852510585278
uid (26): 1244577114 AliceGuerreiro2

2026-01-13 20:00:14 CET

text (119): Acabei de ganhar o emblema Noes bsicas do Apex para administradores no @Trailhead. Ganhe o seu! https://t.co/RiPrWiBzvU
time (10): 1768330788
id (19): 2011151211614122023
uid (26): 1244577114 AliceGuerreiro2

2026-01-13 19:35:18 CET

text (150): Even though I knew his death was coming, as he told us it would, I still cant believe he has died.
Rest in peace, good and great man, rest in peace.
text quote (56):A Final Message From Scott Adams https://t.co/QKX6b0MFZA
media quote (112): https://pbs.twimg.com/media/G-jrQE-bUAEAeeW.png 8f62bd28a08c4b7a04d60cdcfd2b09abd000f926ef5e1170680482870894c320
media quote (112): https://pbs.twimg.com/media/G-jrQFAbQAQIy0e.png 86531225b6d9a4edc026a0de4100ade3280a1172b9473427787a0f7cd53118ab
time (10): 1768329300
time orig (10): 1768322804
time quote (10): 1768322427
id (19): 2011144970561077653
id orig (19): 2011117721191162126
id orig quote (19): 2011116140626657458
uid (27): 1464280101638799360 akrmn21
uid orig (17): 44196397 elonmusk
uid quote (25): 2853461537 ScottAdamsSays

2026-01-13 19:04:43 CET

text (276): JUST IN: Poland's right-wing President Karol Nawrocki just VETOED a bill that would implement the European Union's censorship "Digital Services Act"
"The state is supposed to GUARANTEE freedom, not restrict it!"
We need MORE countries like Poland! https://t.co/1A0bzkWfY8
media (169): https://video.twimg.com/amplify_video/2010787550361718784/vid/avc1/1080x1080/uydZoG7Qb-u1es24.mp4?tag=21 3856879b72484d7b86450da570a04ce03a8684ee2f1ede290b887d75327294f5
time (10): 1768327472
time orig (10): 1768244097
id (19): 2011137303696326927
id orig (19): 2010787601142464546
uid (27): 1464280101638799360 akrmn21
uid orig (29): 763094579491008512 EricLDaugh

2026-01-13 19:02:11 CET

text (66): About the legality of the Venezuela attack https://t.co/ezV3csPToZ
time (10): 1768327318
id (19): 2011136655617630307
uid (27): 1464280101638799360 akrmn21

2026-01-12 23:11:03 CET

text (121): Acabei de ganhar o emblema Personalizao do aplicativo Salesforce mvel no @Trailhead. Ganhe o seu! https://t.co/HLpHO5hCCg
time (10): 1768255844
id (19): 2010836870486225359
uid (26): 1244577114 AliceGuerreiro2

2026-01-09 20:53:51 CET

text (104): Acabei de ganhar o emblema SOQL para administradores no @Trailhead. Ganhe o seu! https://t.co/njwsnikPMQ
time (10): 1767988412
id (19): 2009715180675182854
uid (26): 1244577114 AliceGuerreiro2

2026-01-09 17:01:50 CET

text (87): Mental imagination reconstructed from Brain activity using fMRI
https://t.co/g3VJfReS8x
media (169): https://video.twimg.com/ext_tw_video/2009520037032587264/pu/vid/avc1/640x360/2_rQc57-4Rf505QO.mp4?tag=12 9d2228c13cc9ed020d727d153915a80cee5f7776c900181abff95652c9733eeb
time (10): 1767974495
time orig (10): 1767946114
id (19): 2009656809334952387
id orig (19): 2009537771401072754
uid (27): 1464280101638799360 akrmn21
uid orig (23): 177101260 Rainmaker1973

2026-01-08 23:43:57 CET

text (139): Acabei de ganhar o emblema Noes bsicas sobre programas de vendas e trilhas de parceiros no @Trailhead. Ganhe o seu! https://t.co/vhuhAZPmNA
time (10): 1767883430
id (19): 2009274855988854829
uid (26): 1244577114 AliceGuerreiro2

2026-01-08 23:43:49 CET

text (104): Acabei de ganhar o emblema Conceitos do Flow Builder no @Trailhead. Ganhe o seu! https://t.co/wx6Y61jrcF
time (10): 1767912209
id (19): 2009395562890608833
uid (26): 1244577114 AliceGuerreiro2

2026-01-07 18:30:35 CET

text (138): Chinese scientists grew a cerebral organoid a mini brain made from human stem cells and connected it to a robot.
https://t.co/ulRJlt5g0c
media (168): https://video.twimg.com/amplify_video/1919114473677131776/vid/avc1/720x1280/OH5PcuCkEzRlQiiZ.mp4?tag=16 83fb8fdb0e06f565774d3649b8df09508b54eb8fdba12756089fcb58eef6d2bb
time (10): 1767807018
time orig (10): 1767767400
id (19): 2008954360588337609
id orig (19): 2008788188496589250
uid (27): 1464280101638799360 akrmn21
uid orig (23): 177101260 Rainmaker1973

2026-01-05 19:32:47 CET

text (114): Acabei de ganhar o emblema Chatter para o Lightning Experience no @Trailhead. Ganhe o seu! https://t.co/HxQfUg0K4R
time (10): 1767637950
id (19): 2008245237400183057
uid (26): 1244577114 AliceGuerreiro2

2026-01-05 16:18:22 CET

text (100): Acabei de ganhar o emblema Leads e oportunidades no @Trailhead. Ganhe o seu! https://t.co/leAOS38koA
time (10): 1767626287
id (19): 2008196317202501958
uid (26): 1244577114 AliceGuerreiro2

2026-01-05 15:14:34 CET

text (96): Acabei de ganhar o emblema Contas e contatos no @Trailhead. Ganhe o seu! https://t.co/5c9SS5c4WT
time (10): 1767622455
id (19): 2008180247330763026
uid (26): 1244577114 AliceGuerreiro2

2026-01-04 18:15:12 CET

text (301): The Venezuela narrative is so distorted and internally contradictory:
1) There hasn't been "regime change." Maduro's government is still in place. That achieves none of the ends claimed.
2) Actual regime change would take massive US military conflict and economic investment. https://t.co/pJgbkGWSPo
media (112): https://pbs.twimg.com/media/G91XTVAWUAEuqyu.jpg 3638db2e8ca15d9bc6b6437f7357c009db5cb3a281023e2ca8618902c84e529f
time (10): 1767546874
time orig (10): 1767545469
id (19): 2007863234569646182
id orig (19): 2007857342222905716
uid (27): 1464280101638799360 akrmn21
uid orig (19): 16076032 ggreenwald

2025-12-23 13:30:25 CET

text (1406): The "1,800 gallons of water goes into making one pound of beef" statistic is brilliant deception.
They calculate "water footprint" using three categories: green water (rainfall), blue water (actual irrigation), and grey water (theoretical dilution water).
For beef, 94% is green water. Rain falling on pasture that cattle drink and piss back within days. This rain was falling anyway. It's the natural water cycle.
Only 4% is blue water - actual irrigation.
For almonds? They often only report blue water and leave out green water calculations they included for beef.
Actual blue water comparison:
Beef: 50 liters per liter
Almonds: 600 liters per liter
Almonds use 12 times more actual irrigation than beef. But the headline says beef uses more water because they counted rain falling on pasture.
British beef: 90% of water is rainfall on permanent pasture in Wales and Scotland. Rain that falls constantly whether cattle are there or not. The cattle drink it, piss it back, it returns to the water table within days. Closed loop.
California almonds: 80% of world's almonds grown in chronic drought region. Pumping groundwater from aquifers that took 10,000 years to fill. The Central Valley is literally sinking as water is drained. Some areas have dropped 28 feet.
One borrows from the rain cycle. One mines prehistoric water reserves. But the statistics make you draw the opposite conclusion.
media (112): https://pbs.twimg.com/media/G8sN4ARW4AALejm.jpg 2b01f19fbcb1dac6e4bbb4d725bcd904238163596ff6afc3bf6c19d7f7f88dc8
time (10): 1766493003
time orig (10): 1766318253
id (19): 2003442982913978370
id orig (19): 2002710027816046829
uid (27): 1464280101638799360 akrmn21
uid orig (20): 2253756806 SamaHoole

2025-12-19 21:10:14 CET

text (2766): Last quarter I announced a milestone.
30% of our code is now written by AI.
I called it "engineering velocity."
The board loved that phrase.
They didn't ask what the code does.
Neither did we.
It compiles. Usually.
That's the metric.
Someone asked about testing.
I said "AI-assisted quality assurance."
That means the AI writes the tests too.
For the code it wrote.
It finds no issues.
Very efficient.
This week we admitted Windows 11 core features are broken.
Audio doesn't work.
Explorer crashes.
Updates fail to install.
Users asked why.
I said "we're investigating."
Investigating means reading the code.
The code the AI wrote.
That no human understands.
Because understanding isn't scalable.
Our CTO says 95% of code will be AI-generated by 2030.
I believe him.
I have to.
We fired the people who would check.
They were "non-essential headcount."
Essential means writes code.
AI writes code.
Humans are overhead.
Overhead gets optimized.
We optimized 10,000 engineers last year.
This year the bugs arrived.
Unrelated, obviously.
The engineers we kept are debugging AI output.
They don't understand it either.
But they're "cross-functional."
Cross-functional means they do everything.
Everything means nothing well.
A user asked why their audio disappeared after an update.
I said "install updated drivers."
They asked why the update broke the drivers.
I said "report it via Feedback Hub."
They asked what happens to feedback.
I said "it helps us prioritize."
Prioritize means add to backlog.
Backlog means never.
But politely.
Someone on Hacker News called this "a privacy and consent disaster."
I called it "an evolving user experience."
Same thing. Different framing.
We released a fix.
The fix broke something else.
The something else was also written by AI.
The fix was also written by AI.
They're collaborating now.
I call it "autonomous iteration."
The autonomous iteration has created 47 new bugs.
Each bug spawns a fix.
Each fix spawns two bugs.
Exponential growth.
Just like our stock price.
Unrelated, obviously.
Satya told Mark we're at 30%.
Mark said he didn't know Meta's number.
Sundar said Google is also at 30%.
None of us know what the code does.
But we know the percentage.
Percentage is a metric.
Metrics go in earnings calls.
Earnings calls move stock prices.
Stock prices determine bonuses.
Bonuses determine success.
Success means the bugs don't matter.
Users asked when Windows will work again.
I said "we're committed to quality."
Quality means it ships.
Ships means it's your problem now.
Thank you for being part of the Microsoft family.
Family means you can't leave.
We're in your enterprise agreement.
For three more years.
The circle of innovation.
media (112): https://pbs.twimg.com/media/G8eSuDsW8AApPDz.jpg a222f97915faaf07dcd70de4ef657f797fe6134cae985c7e79bd5b0c6c54f5ef
time (10): 1766175000
time orig (10): 1766084599
id (19): 2002109181013438576
id orig (19): 2001730010474795510
uid (27): 1464280101638799360 akrmn21
uid orig (27): 941820928274681856 gothburz

2025-12-19 21:01:09 CET

text (268): The most enigmatic structure in cell biology: the Vault.
Often missing from science text books, it has been 40 years since the discovery of these giant, half-empty structures, produced within nearly every cell, of every animals, on the planet.
https://t.co/SygcYtUTsF
media (169): https://video.twimg.com/ext_tw_video/1892612901581537280/pu/vid/avc1/984x720/1yvFr43vossbAxWE.mp4?tag=12 3fcdf682073157e4c8407b309a4b34ad7ae68276f56991f573c3a93bc4f872ec
time (10): 1766174452
time orig (10): 1766042400
id (19): 2002106882601939455
id orig (19): 2001553014176510218
uid (27): 1464280101638799360 akrmn21
uid orig (23): 177101260 Rainmaker1973

2025-12-18 13:59:47 CET

text (127): Just earned the Chatter Administration for Lightning Experience badge on @Trailhead and you should too! https://t.co/q2DPEZ1WJt
time (10): 1766062761
id (19): 2001638416723870155
uid (26): 1244577114 AliceGuerreiro2

2025-12-16 10:06:25 CET

text (377): The Sun is an enormous, free fusion reactor in the sky. It is super dumb to make tiny fusion reactors on Earth.
Even if you burned 4 Jupiters, the Sun would still round up to 100% of all power that will ever be produced in the solar system!!
Stop wasting money on puny little reactors, unless actively acknowledging that they are just there for your pet science project jfc.
time (10): 1765824759
time orig (10): 1765751270
id (19): 2000640162934751310
id orig (19): 2000331928109809757
uid (27): 1464280101638799360 akrmn21
uid orig (17): 44196397 elonmusk

2025-12-13 00:11:37 CET

text (129): Just earned the Reports & Dashboards for Lightning Experience badge on @Trailhead and you should too! https://t.co/xZIAgdQnrB
time (10): 1765581077
id (19): 1999618085368517024
uid (26): 1244577114 AliceGuerreiro2

2025-12-10 17:05:47 CET

text (2542): The Hive Mind Paradox
Scientists just proved something wild: a swarm of bees is mathematically identical to a single AI learning algorithm.
Not 'similar to.' Not 'inspired by.'
Identical.
Here's why this changes everything we thought about intelligence
For centuries, we've thought about intelligence in two separate boxes:
Individual learning (how YOUR brain works)
Swarm behavior (how GROUPS coordinate)
Turns out? This split is artificial.
The math proves they're the same thing.
Picture this: A honey bee colony needs a new home.
500 scout bees fly out. They find 10 possible nest sitessome amazing, some death traps.
Each bee can only visit ONE site. The data is noisy. The stakes are life-or-death.
How does the hive choose?
Here's where it gets wild.
Researchers modeled the waggle dance mathematically.
They derived the EXACT equations governing how the swarm converges on a decision.
The result? The swarm doesn't act like a reinforcement learning agent.
The swarm IS the agent.
Think of it this way:
Each bee = one GPU in a data center
The waggle dance = gradient updates
The hive = a single neural network
500 bees = 500 processors running in parallel, solving the same optimization problem simultaneously.
Nature built distributed computing first.
But here's the crazy part
When they tested "smarter" individual bees (ones that process more data, verify information, think harder)...
...the system got SLOWER.
Smarter individuals = worse collective performance.
Why?
The calibration problem.
Imagine you and I rate restaurants. Your "7/10" might be my "9/10." We can't compare scoreswe don't share an internal scale.
Bees have the same issue. One bee's "great nest" rating means nothing to another bee's sensors.
So what do they do?
They don't compare at all.
Each bee just broadcasts enthusiasm (waggle dance frequency) based on ITS OWN experience.
The hive doesn't need shared metrics. It aggregates VOLUME, not values.
Evolution's insight: Don't optimize for smart individuals. Optimize for CHEAP cognition at scale.
The implications are staggering:
Robot swarms that coordinate without central control
Economic models where markets ARE the learning agent
Understanding Twitter/TikTok as literal hive-mind algorithms
Rethinking where "intelligence" actually lives
Evolution figured out distributed computing 30 million years before AWS.
Maybe instead of building smarter AI agents, we should be asking:
"What's the UPDATE RULE?"
The swarm isn't IN the bees. The swarm IS the brain.
media (112): https://pbs.twimg.com/media/G7zO2lEW0AAJijC.png 05caa15813c37bc6531aed9322580dc9517cb7149d26408d5998bf689afdb710
media (112): https://pbs.twimg.com/media/G7zO2lEW4AATKJ1.jpg c52a88d120708558d75e0ef5f9b0093d784a1079826871952feeff5a46eda6b7
time (10): 1765382723
time orig (10): 1765362136
id (19): 1998786128514789797
id orig (19): 1998699780629823701
uid (27): 1464280101638799360 akrmn21
uid orig (24): 3027431134 IntuitMachine

2025-12-09 22:53:57 CET

text (2098): ECB QUIETLY UNVEILS THE FINAL CHAIN: DIGITAL EURO LOCKDOWN BY 2029
In what central bankers are celebrating as the crowning evolution of money, the European Central Bank just confirmed the irreversible rollout: a fully trackable, programmable digital euro arriving no later than 2029, with pilot transactions and wallet seeding beginning mid-2027 - assuming the co-legislators rubber-stamp the cage in 2026.
The captured ECB blog post spills the real agenda in polite bureaucrat-speak: cash is going nowhere (for now), but every offline-capable digital euro will still be issued, held, and revocable by the ECB itself.
Translation: no one outside Frankfurt will ever transact anonymously again once merchants and banks are forced to accept it everywhere.
They admit the quiet part out loud: Europes payments are currently dominated by non-European providers, and that makes the continent a hostage in a polarised and fragmented world.
Their solution isnt competition; its total control.
One public ledger to rule them all, designed from day one to reduce external dependencies and guarantee the EU can freeze, limit, or tax any citizens spending in real time without begging Visa, Mastercard, or - God forbid - Washington for permission.
No more unapproved donations. No more cash under the mattress when the next temporary capital controls hit. No more buying a coffee or a car without the algorithm knowing your exact carbon footprint, political loyalty score, or vaccine status.
They promise it will complement private payment apps. It wont. The moment holding limits, negative interest rates, or emergency climate quotas become politically convenient, every private wallet will be throttled until the digital euro is the only one that still works.
Cash isnt being replaced. Its being gently, legally, permanently suffocated.
2026: the law.
2027: the pilots.
2029: the switch flips.
Welcome to the open-air digital prison theyre calling strategic autonomy. Your money was the last freedom they hadnt fully taken.
They just told you the exact date.
Source: ECB Europa,TheBanker
media (112): https://pbs.twimg.com/media/G7u4DEea8AA9_XH.jpg 1bfba80042de0fe8e83faf28093c32ddec00ae76485442e87746a431a3b9c771
time (10): 1765317215
time orig (10): 1765289051
id (19): 1998511366932676915
id orig (19): 1998393239498326523
uid (27): 1464280101638799360 akrmn21
uid orig (31): 1319287761048723458 MarioNawfal

2025-12-05 20:18:04 CET

text (5): teste
time (10): 1764962270
id (19): 1997022621297529323
uid (26): 1244577114 AliceGuerreiro2

2025-12-05 20:07:37 CET

text (22): Teste do Xmark Bridge
time (10): 1764961643
id (19): 1997019991921533054
uid (26): 1244577114 AliceGuerreiro2

2025-12-05 19:55:47 CET

text (63): npub157ye8zqzndyvyc59fy7v76e325jkmjny6vlq838a2devg7y8ysjqa5g5n7
time (10): 1764946979
id (19): 1996958485439721674
uid (26): 1244577114 AliceGuerreiro2

2025-12-05 19:55:39 CET

text (5): teste
time (10): 1764960922
id (19): 1997016967287382113
uid (26): 1244577114 AliceGuerreiro2

2025-12-01 21:55:01 CET

text (1527): Cambridge professor on stage:
If you think spraying chemicals to dim the sun is playing God the only alternative is to cull the human population back to 1 billion. Anyone volunteer?
Dead silence.
Then he laughs: Didnt think so. Get over it we now have a permanent duty to manage the planet.
This is NOT a conspiracy clip from 2015.
This is 2025. This is the director of Cambridges Centre for Climate Repair.
And the UK just created a secretive DARPA-style agency called ARIA 800 million of taxpayer money, zero FOIA, zero accountability that is RIGHT NOW funding real-world experiments to spray particles into the stratosphere to block the sun.
Harvards SCoPEx got shut down after global backlash.
So Bill Gates & friends simply moved it to Britain.
Over 160,000 British citizens forced their government to respond to a petition demanding ALL geoengineering be banned.
Governments official reply: We have no plans to deploy.
Translation: ARIA is doing it anyway, behind closed doors.
Meanwhile in America, venture-backed startups are already releasing sulfur dioxide into the atmosphere and selling cooling credits like crypto.
They are literally dimming the sun that grows your food, gives you vitamin D, and keeps Earth alive without asking a single person on the planet for permission.
Watch the full 7:47 expos unedited quotes, funding docs, government statements
One question for you right now:
Do you consent to billionaires and unelected bureaucrats permanently controlling how much sunlight reaches Earth?
media (168): https://video.twimg.com/amplify_video/1995493281996607488/vid/avc1/1280x720/J1ahcsEM_G1imHKr.mp4?tag=21 3c38d7acd64780dc680860af2f47d4f622bb9db6c742613a81ecba9f0c9dec5e
time (10): 1764622484
time orig (10): 1764599665
id (19): 1995597456248336879
id orig (19): 1995501744357351462
uid (27): 1464280101638799360 akrmn21
uid orig (33): 1109532876310302721 newstart_2024

2025-11-12 22:46:36 CET

text (575): Multiple, serious security vulnerabilities found in the Rust clone of Sudo which shipped with Ubuntu 25.10 (the most recent release).
Not little vulnerabilities: Were talking about the disclosure of passwords and total bypassing of authentication.
In fact, were getting new reports of showstopper grade issues every few days on the Rust-based clones (like sudo, du, date, and others) which were forced to ship in Ubuntu before they were fully tested.
Which is, of course, *exactly* what was predicted.
But, never fear! At least these Rust clones are memory safe!
PHEW!
media (112): https://pbs.twimg.com/media/G5gEJZQW4AAw0J3.jpg 9584c0785a2fa9f3a190f74c76f6e4d9823d6e6ae929c6de245d1a1e2c5b9a76
media (112): https://pbs.twimg.com/media/G5gEJZRXEAEKdMh.jpg 9d457d4717fdd7ecf283ae22d588295e141f57a2053d6364bccbb3b5178ef809
time (10): 1762983970
time orig (10): 1762893818
id (19): 1988725028599513278
id orig (19): 1988346904581726501
uid (27): 1464280101638799360 akrmn21
uid orig (34): 1413994775267643396 LundukeJournal

2025-11-01 23:39:08 CET

text (1441): A giant reservoir of water has been discovered 400 miles beneath Earth's surface.
It could harbor three times the volume of water found in every ocean on Earths surface combined.
Yet this is no familiar liquid. It doesnt course through hidden rivers or pool in vast underground chambers. Instead, its imprisoned inside ringwoodite, a mineral deep in the mantle that functions like a molecular sponge, clutching HO within its crystal lattice under crushing pressure and searing heat.
For decades, researchers speculated about such a subterranean reservoir, but this marks the most compelling proof to date. The revelation emerged from seismic waves: subtle variations in how earthquake vibrations propagate through Earths interior betrayed the signature of water-saturated rock.
The finding compels a radical overhaul of Earths hydrologic cycle. Conventionally, we viewed nearly all planetary water as confined to the surface and shallow crust. This concealed ocean, however, unveils a far-reaching, globe-spanning circuit that may shuttle water between oceans, mantle, and perhaps even greater depths across geologic timescales.
Lead geophysicist Steve Jacobsen suggests this buried trove could explain the origins of Earths abundant surface water. It may also govern volcanic eruptions and the restless drift of tectonic plates.
["Gigantic ocean of water found hidden beneath the Earths surface." Brighter Side of News, 30 April 2025]
media (112): https://pbs.twimg.com/media/G4r3drKWAAA27bW.png cec24ecb3b8d049c0ca4b8087331f802bbefeb2a776ba79326532b7c3d71b287
time (10): 1762036710
time orig (10): 1762017403
id (19): 1984751931995406404
id orig (19): 1984670954794946785
uid (27): 1464280101638799360 akrmn21
uid orig (23): 177101260 Rainmaker1973

2025-10-28 22:37:17 CET

text (1029): 12 TRUTHS THAT GOT ME CANCELED FROM THE RIGHT AND THE LEFT
1. Milei isnt radical enough. The state needs demolition, not tweaks.
2. There was no deadly pandemic. It was mass psychosis and pharma profit.
3. Zionism is the cancer of society. It thrives on permanent war, permanent victimhood, and permanent control of your politicians.
4. Pedophiles run the world through blackmail and puppets.
5. Most heroes of the right are controlled opposition.
6. Socialism is a mental illness disguised as compassion.
7. The elites know the magnetic pole shift is coming, and they wont tell you.
8. Western feminism was engineered to destroy the family.
9. The CIA runs more media than most media companies.
10. The biggest lies in history are the ones youre legally forbidden to question.
11. Diseases vanished when we got plumbing and fridges, not when they started injecting kids.
12. Masculinity is demonized because real men dont kneel to tyranny.
Left or right, doesnt matter. If you question the script, youre the enemy.
time (10): 1761687424
time orig (10): 1761657055
id (19): 1983286920034824602
id orig (19): 1983159545418457326
uid (27): 1464280101638799360 akrmn21
uid orig (30): 1224185690713460736 goddeketal

2025-10-28 22:27:37 CET

text (1109): BILL GATES TO WORLD: STOP OBSESSING OVER CO, START SAVING PEOPLE
Bill Gates just told the climate world to change the subject.
In a 17-page memo ahead of next months U.N. summit in Brazil, he calls for a strategic pivot - away from cutting emissions and toward fighting poverty, disease, and suffering in the worlds poorest countries.
If I can eradicate malaria and the temperature rises by 0.1 degrees, Ill take the heat.
Thats Gates argument in a sentence: climate change is serious, but not civilization-ending - and the obsession with emissions is starving real human solutions.
Climate scientists fired back instantly: every 10th of a degree, they warn, fuels disaster.
Critics like Jeffrey Sachs called the memo vague and pointless, arguing poverty relief and decarbonization can happen together - if politics, not physics, gets fixed.
But Gates point hits a nerve.
Billions in climate funding chase abstract temperature targets while diseases and hunger kill in the present tense.
His message now? You cant save the planet if you ignore the people living on it.
Source: Associated Press
media (112): https://pbs.twimg.com/media/G4WgeBUasAcUOt5.jpg c02aefbe3eb49fb8fcc7ce86f1b021df045a9eea8f57794f28e8d9b74c177428
text quote (1317):🇺🇸 GATES' NUCLEAR REACTOR JUST CLEARED THE BIGGEST HURDLE - AND IT'S NOT LIKE ANYTHING YOU'VE SEEN
TerraPower's Natrium reactor in Wyoming just became the first advanced commercial nuclear plant to pass the NRC's full environmental review.
Bill Gates is actually building the future.
This isn't your grandfather's nuclear plant.
The 345 MWe sodium-cooled fast reactor comes with a molten salt energy storage system that turns the entire facility into a grid-scale battery.
Base load? 345 megawatts, rock steady.
Peak demand: Ramps to 500 megawatts in minutes.
No other advanced reactor design can do this.
The implications are massive. Renewables are intermittent. Batteries are expensive and limited.
This thing stores heat, delivers constant power, and surge-scales when the grid needs it most - exactly what's required to actually replace fossil fuels.
Construction on non-nuclear components started in June. Final safety review drops by year-end.
If approved, this becomes America's first utility-scale advanced nuclear plant, replacing retiring coal capacity in the region.
Nuclear energy spent decades stalled by regulation and public fear. Gates put his money where the physics is - and it's moving.
The grid needed this 20 years ago. Better late than extinct.
Source: Interesting Engineering
media quote (112): https://pbs.twimg.com/media/G4L0RX2XsAAaf0d.jpg a911b8bda4abcd0dcc5eb843eb329cc22040baad2fb81911e807734459ecb274
time (10): 1761686836
time orig (10): 1761667202
time quote (10): 1761483000
id (19): 1983284453750329740
id orig (19): 1983202104349986993
id orig quote (19): 1982429505584030129
uid (27): 1464280101638799360 akrmn21
uid orig (31): 1319287761048723458 MarioNawfal
uid quote (31): 1319287761048723458 MarioNawfal

2025-10-28 19:31:01 CET

text (180): The goal of Grok and https://t.co/op5s4ZikGJ is the truth, the whole truth and nothing but the truth.
We will never be perfect, but we shall nonetheless strive towards that goal.
text quote (323):Note the difference between Wikipedia's first paragraph on George Floyd compared to the first paragraph from Grokipedia. The nuance and detail on Grokipedia is FAR superior to Wikipedia and is clearly not pushing any ideologies, unlike Wikipedia. Corrections like this are critical to our AI future. Thank you Elon and @xai
media quote (112): https://pbs.twimg.com/media/G4TtX4-XQAAichf.jpg fadabf970eede41d4ef69887925ba765b2d65aa195ff42e34da44c17a1a52476
media quote (112): https://pbs.twimg.com/media/G4TtYK8XYAAd460.png 86bb0b5f115ba8d388bf48541c340bd8a38202b116d64e34639c60e550db6f46
time (10): 1761676246
time orig (10): 1761621171
time quote (10): 1761612250
id (19): 1983240038679826892
id orig (19): 1983009037156315440
id orig quote (19): 1982971618499473813
uid (27): 1464280101638799360 akrmn21
uid orig (17): 44196397 elonmusk
uid quote (33): 767498349931028480 DillonLoomis22

2025-10-28 19:22:22 CET

text (849): Most people don't know this but around 800,000 years ago an event called the Paternal Haplogroup Bottleneck occurred; a massive, highly selective genetic culling from 13 genetically similar male lineages down to ONE specific haplogroup. Suddenly and inexplicably (stay with me...)
Yet maternal haplogroups were completely unaffected. AND this extraordinary lack of paternal diversity lasted for over 100,000 years. Very curious by standards of evolution...
Interestingly, this bottleneck event occurred at the same defining moment in human evolution, when the chromosome fusion that distinguishes modern humans from other hominins occurred.
Our brains were suddenly larger, "alien" genome sequences appear and impact us to such a degree that evolution cannot explain or amend for.
And no one is really talking about this... Yet. @GeologicalSETI
text quote (283):"THE ALCHERINGA ACCOUNT BY VALERIE BARROW
In June 2024 I wrote an introduction to a remarkable book by the Australian Valerie Barrow, called Alcheringa: when the first ancestors were created (2). Barrow describes how her contact with an ancient Aboriginal..." https://t.co/Fzn5N3oTre
time (10): 1761675727
time orig (10): 1761597997
time quote (10): 1761567249
id (19): 1983237863069106363
id orig (19): 1982911839630451033
id orig quote (19): 1982782871711445317
uid (27): 1464280101638799360 akrmn21
uid orig (29): 1730030700290568192 KateXGate
uid quote (33): 886453955563094016 GeologicalSETI

2025-10-28 19:18:10 CET

text (129): https://t.co/op5s4ZiSwh version 0.1 is now live.
Version 1.0 will be 10X better, but even at 0.1 its better than Wikipedia imo.
time (10): 1761645644
time orig (10): 1761614972
id (19): 1983111684849094930
id orig (19): 1982983035906842651
uid (27): 1464280101638799360 akrmn21
uid orig (17): 44196397 elonmusk

2025-10-16 21:09:52 CEST

text (649): ELON: AI HAS DRAINED HUMAN KNOWLEDGE DRY - NOW DRINKING FROM ITS OWN WELL
"You take the entire internet, all books ever written, all the interesting videos, and you distill that down into tokens, essentially bits of information.
We've now exhausted all of that; the cumulative sum of human knowledge has been exhausted in AI training.
That happened last year.
So the only way to supplement that is with synthetic data, where the AI creates.
It'll write an essay, or it'll come up with a thesis, and then it will grade itself.
It'll go through this process of self-learning with synthetic data."
Source: @elonmusk, @Mark_Penn, January 9th 2025
media (167): https://video.twimg.com/amplify_video/1978710543050420225/vid/avc1/960x544/7kSQ0xIZlNeFaM57.mp4?tag=21 4eb62386e5d0d1db8913703d435d15f66fe9320de23819d2f74a7047a4884938
text quote (685):To the degree that people are seeing improvements in their feed, it is not due to the actions of specific individuals changing heuristics, but rather increasing use of Grok and other AI tools.
We will post the updated algorithm, including model weights, later this week. You will see that a lot of random vestigial rules are now gone.
Going to full AI recommendations, where all 100M+ posts per day are evaluated by Grok and those most likely to interest you are recommended happens next month. This will profoundly improve the quality of your feed.
Shortly after that, we will build the ability for you to dynamically adjust your recommended content, eg “show me less politics”.
time (10): 1760641774
time orig (10): 1760596357
time quote (10): 1760455397
id (19): 1978901146438656065
id orig (19): 1978710654216249617
id orig quote (19): 1978119427536093319
uid (27): 1464280101638799360 akrmn21
uid orig (31): 1319287761048723458 MarioNawfal
uid quote (17): 44196397 elonmusk

2025-10-13 15:51:36 CEST

text (737): This is insane.
New AI model from Samsung, 10,000x smaller than DeepSeek and Gemini 2.5 Pro just beat them on ARC-AGI 1 and 2
Samsungs Tiny Recursive Model (TRM) is about 10,000x smaller than typical LLMs yet smarter because it thinks recursively instead of just predicting text. It first drafts an answer, then builds a hidden "scratchpad" for reasoning, repeatedly critiques and refines its logic (up to 16 times), and produces improved answers each cycle.
This approach shows that architecture and reasoning loops (not just size), can drive intelligence. It enables powerful, efficient models that run cheaply, validate neuro symbolic ideas, and open highest quality reasoning to far more applications.
Acceleration is everywhere
media (112): https://pbs.twimg.com/media/G2rx44fXIAAZGRV.jpg 951825e23a7ea5f281ce964f2e89dafac11d8ac57e6c58cbdebfb1287ac54828
text quote (2008):My brain broke when I read this paper.
A tiny 7 Million parameter model just beat DeepSeek-R1, Gemini 2.5 pro, and o3-mini at reasoning on both ARG-AGI 1 and ARC-AGI 2.
It's called Tiny Recursive Model (TRM) from Samsung.
How can a model 10,000x smaller be smarter?
Here's how it works:
1. Draft an Initial Answer: Unlike an LLM that writes word-by-word, TRM first generates a quick, complete "draft" of the solution. Think of this as its first rough guess.
2. Create a "Scratchpad": It then creates a separate space for its internal thoughts, a latent reasoning "scratchpad." This is where the real magic happens.
3. Intensely Self-Critique: The model enters an intense inner loop. It compares its draft answer to the original problem and refines its reasoning on the scratchpad over and over (6 times in a row), asking itself, "Does my logic hold up? Where are the errors?"
4. Revise the Answer: After this focused "thinking," it uses the improved logic from its scratchpad to create a brand new, much better draft of the final answer.
5. Repeat until Confident: The entire process, draft, think, revise, is repeated up to 16 times. Each cycle pushes the model closer to a correct, logically sound solution.
Why this matters:
Business Leaders: This is what algorithmic advantage looks like. While competitors are paying massive inference costs for brute-force scale, a smarter, more efficient model can deliver superior performance for a tiny fraction of the cost.
Researchers: This is a major validation for neuro-symbolic ideas. The model's ability to recursively "think" before "acting" demonstrates that architecture, not just scale, can be a primary driver of reasoning ability.
Practitioners: SOTA reasoning is no longer gated behind billion-dollar GPU clusters. This paper provides a highly efficient, parameter-light blueprint for building specialized reasoners that can run anywhere.
This isn't just scaling down; it's a completely different, more deliberate way of solving problems.
media quote (112): https://pbs.twimg.com/media/G2qMIx_XkAAcUwK.jpg 951825e23a7ea5f281ce964f2e89dafac11d8ac57e6c58cbdebfb1287ac54828
time (10): 1759951091
time orig (10): 1759868479
time quote (10): 1759844287
id (19): 1976004213944758479
id orig (19): 1975657713343279212
id orig quote (19): 1975556245617512460
uid (27): 1464280101638799360 akrmn21
uid orig (34): 1487942907889950729 Dr_Singularity
uid quote (34): 1913258409677512704 JacksonAtkinsX

2025-09-12 23:02:51 CEST

text (300): One of the most prevalent arguments being circulated by the Right in the name of Charlie Kirk -- that anyone who spouted demonizing rhetoric has his "blood on their hands" -- is a theory that Charlie himself not only repeatedly rejected, but vehemently denounced as dangerous. https://t.co/4f4lCstuVo
media (105): https://video.twimg.com/amplify_video/1966584804956061696/vid/avc1/1920x1080/XriIxYk1tx2_lBUM.mp4?tag=21
time (10): 1757710955
time orig (10): 1757705385
id (19): 1966608401116393635
id orig (19): 1966585040554394041
uid (27): 1464280101638799360 akrmn21
uid orig (19): 16076032 ggreenwald

2025-09-11 22:46:23 CEST

text (868): Like all of you, I am mourning Charlie Kirk. He stood up for his beliefs and died for them at 31, wearing a Tshirt that read "Freedom."
At 31, my life was taken from me for standing up for what I believed in. And Charlie helped me get it back. He never took credit for it but he played a BIG role in my freedom in many ways. Last year alone, when President Trump won the election, he asked Charlie what was the #1 thing he could do for him and Charlie replied: "Free Ross." And in the days leading to my release, Charlie advocated for a full pardon. He did this and more without expectations of me.
I wish there was something I could do to help Charlie get his life back. But there isn't, and I'm heartbroken.
Charlie, I will always be grateful to you. Thank you for all you did for me and for our country. I pray for you and your beautiful family. Rest in peace.
media (112): https://pbs.twimg.com/media/G0kDwjaXgAA6hRY.jpg 8b5ca6f637cc909c191fa5651209f02094680f6e27c6604dc2d067d6d363cd0b
time (10): 1757623570
time orig (10): 1757591441
id (19): 1966241881899282499
id orig (19): 1966107122489336075
uid (27): 1464280101638799360 akrmn21
uid orig (29): 1012848315744993280 RealRossU

2025-09-09 21:59:45 CEST

text (240): See The FULL VIDEO Here, But Viewer Discretion Is Advised!
From The Moment Decarlos Brown Pulls Out His Knife, To The Time Where Other Passengers Finally Try To Help Iryna Zarutska, But It Was Too Little Too Late... https://t.co/LrL52M0ITS
media (168): https://video.twimg.com/amplify_video/1965503673242402816/vid/avc1/1280x720/niHA8xxOo9tZ2LLg.mp4?tag=21 2f16653fd7b5dd6a156a74241b427adbe9f23e4b18630051b6119ba7dc82937b
time (10): 1757447967
time orig (10): 1757447590
id (19): 1965505352168030572
id orig (19): 1965503767945904287
uid (27): 1464280101638799360 akrmn21
uid orig (23): 109065990 RealAlexJones

2025-09-01 19:23:04 CEST

text (304): 10 years ago, this dress was posted on social media causing a viral debate on whether it was blue and black or white and gold.
The phenomenon revealed differences in human color perception and became the subject of scientific investigations into neuroscience and vision science. https://t.co/qrcJLz0cXq
media (48): https://pbs.twimg.com/media/GzwvYJAWUAE7br4.jpg
time (10): 1756747369
time orig (10): 1756735800
id (19): 1962566830817423776
id orig (19): 1962518305207431417
uid (27): 1464280101638799360 akrmn21
uid orig (23): 177101260 Rainmaker1973

2025-08-22 22:18:38 CEST

text (249): In the middle of the night @elonmusk deleted EVERY SINGLE TWEET Ive made about the Israeli pedophile, Tom Alexandrovich, that was arrested in Las Vegas for sex crimes against children.
All of them.
Every retweet.
Every link to my articles.
Gone.
time (10): 1755893902
time orig (10): 1755507542
id (19): 1958987130564194529
id orig (19): 1957366618121769295
uid (27): 1464280101638799360 akrmn21
uid orig (16): 755113 shaunking

2025-08-19 22:17:39 CEST

text (126): A proposal to make Monero completely resilient to selfish-mining attacks, no protocol changes needed:
https://t.co/QgVcNREqaZ
time (10): 1755634647
time orig (10): 1755608876
id (19): 1957899733072245198
id orig (19): 1957791643232289246
uid (27): 1464280101638799360 akrmn21
uid orig (20): 386728215 fluffypony

2025-08-16 18:44:52 CEST

text (403): CHINA INTRODUCES AI HEADBANDS IN CLASSROOMS
Students in China now wear AI headbands that track focus in real time: red means you're locked in, blue means distracted, white means you're mentally gone.
Its personalized learning... with surveillance that would make North Korea a tad jealous.
Next stop: your office. Fingers crossed on your boss liking your thinking face.
Source: kanekallawayonTikTok
media (168): https://video.twimg.com/amplify_video/1956642673156034560/vid/avc1/576x1024/KfrHp9kZRcFQkO5q.mp4?tag=21 e577e312c1f97f424b4687df22e09c3e4ff6f895cc2c2becebbabe02b5c2fd09
time (10): 1755362680
time orig (10): 1755349201
id (19): 1956759021974921630
id orig (19): 1956702488150896957
uid (27): 1464280101638799360 akrmn21
uid orig (31): 1319287761048723458 MarioNawfal

2025-08-15 11:34:08 CEST

text (186): BREAKING: Bill Gates Studying The Release Of Ticks That Bite Humans & Create A Deadly Beef Allergy That Will Pave The Way For His Synthetic Fake Meat Rollout! https://t.co/ALHZtaiSwX
media (168): https://video.twimg.com/amplify_video/1956120643100954628/vid/avc1/1280x720/D9WOkdivS2DUZioI.mp4?tag=21 0711677d64c33e1ee988c6b2fe9a4975c1754ea2dfa93f70ea0090dba8b8ed64
time (10): 1755250432
time orig (10): 1755210539
id (19): 1956288221781823692
id orig (19): 1956120895438905412
uid (27): 1464280101638799360 akrmn21
uid orig (23): 109065990 RealAlexJones

2025-08-14 18:08:50 CEST

text (2990): #Akathisia.. Medication-Induced Torture
Akathisia is not just restlessness. The movements dont even begin to express the true depth of the torture it inflicts.
Unless someone has been forced to exist and try to survive severe akathisia, they cannot begin to comprehend it.
It's a living nightmare worse than a horror movie.
Severe fear of being alone (yet many are alone).. feeling like a terrified child alone in the world.
It feels like you're on the verge of combustionthere is so much agitation at unbearable intensity that you could spontaneously erupt into flames at any second.
Extreme terror and panic
As if a relentless, merciless serial killer is hunting you every moment of every day.
You cant rest. You cant breathe fully. Your body and mind are gripped by an overwhelming sense that something unspeakably evil is coming for youno hiding place. Just the suffocating certainty that youre being stalked, even in the silence, even when no one is around.
Youre flooded with a deep dread that something is coming to destroy you, and theres absolutely nothing you can do to escape it.
It also feels like youve been hurled out of a plane at full force with no parachutecompletely helpless, spiraling through the sky. You know the ground is coming, and when it does, it will end you but the ground never comes. Youre trapped in an endless, stomach-dropping free-fall. Every nerve is on fire. Your heart is pounding so violently it feels like it might burst through your chest. Adrenaline floods your entire body in relentless waves. Youre not just afraidyoure in a state of soul-shaking terror. Theres no escape, no control, no reliefjust an unending descent into a nightmare that wont let go.
It can also feel like youre fused to a live electrical wire a relentless, searing current surging through every inch of your body. Your skin crawls, and theres an unbearable internal buzzing, as if youre being electrocuted from the inside out.
All this and more happening while you try to fight so much urgency and impulse to unalive yourself to escape the unrelenting torture.
Akathisia is a torture so unimaginable that its hard to believe its real.
For some the torture is short lived... while others it can last many years at constant severe levels.
This is just some aspects of akathisia and not everyone gets all the symptoms (including some ppl dont get the outer movement). There are no words that even come close to truly explaining this horrific condition... and what its like to try and survive.
The bravest and strongest people I know are those that have endured severe akathisia for any amount of time but even more so the ones that survive with this barbaric condition at constant severe levels for years.
Akathisia Warriors... even the ones that don't survive.
For more info on akathisia got to
https://t.co/ywLT11m1RI
@AkathisiaAlli
https://t.co/Ckf2eyJxir
#AkathisiaAwareness
#MedicationInducedTorture
#PharmaceuticalHarm #PrescribedHarm
#InformedConsent
media (167): https://video.twimg.com/amplify_video/1935170873478328320/vid/avc1/320x576/ZlS8T6ELdR_C7ID0.mp4?tag=21 1304f6622f16a7c20aaa05d1a86404f7e03633ad19825869b2965463092cf65d
time (10): 1755187718
time orig (10): 1750216476
id (19): 1956025178359578815
id orig (19): 1935174278212952137
uid (27): 1464280101638799360 akrmn21
uid orig (33): 1928393552419319808 Chris_Shire76

2025-08-14 17:38:27 CEST

text (3379): Hey guys,
@jordanbpeterson is taking some time off of everything.
He was diagnosed with CIRS (chronic inflammatory response syndrome) due to a genetic predisposition that causes the immune system to have an inability to identify and detoxify mold/bacteria in indoor air (the genetic predisposition is not that rare, its in about 25% of people but he has a severe version).
Over the last year or so hes been feeling the impact of CIRS more and more. Recently he was exposed to a particularly moldy environment while helping clean out my grandfathers house after he passed away which severely flared symptoms.
To be crystal clear - this isnt about akathisia or medication. Hes not on any medication. Its an immune system dysfunction.
CIRS (chronic inflammatory response syndrome) is what has been behind his multiple health issues and random severe allergies and severe food sensitivities over the years. Hes really been suffering from this badly since 2017 we just didnt know what it was called. Only eating meat helped keep the symptoms under control but it hasnt been enough recently.
CIRS is also the explanation behind recent cancelled shows, cancelled events, sporadic appearance of being rundown and general weepiness (caused by pain).
Hes pausing the podcast at the moment but were hopeful for a somewhat speedy recovery given we at least know whats going on, and there is treatment, and hes responding well although its pretty rough.
Praise GOD that we finally know whats been going on.
The fact that doctors dont generally recognize that mold exposure in indoor air is causing chronic health issues is insane. The fact that this is the cause behind our food sensitivities and inability to tolerate anything other than meat (for 8 years now), multiple disorders and diseases in my family, and is virtually unrecognized by the medical community, is absurd.
Just like the medical system didnt recognize ketogenic diets as a treatment for mental disorders 10 years ago (and still most doctors dont).
Just like psych med withdrawal wasnt recognized 5 years ago (and still more doctors dont recognize it).
This indoor air quality problem that causes Chronic Inflammatory Response Syndrome will be commonly diagnosed in the next 5-10 years. I am positive about that.
Praying we can treat him quickly and the medical community can be more aware of CIRS and building codes can change (add ERVs to HVACs) so we can get fresh air indoors.
Everyone should take this extremely seriously if they have psych, autoimmune, or neurodegenerative disorders, or have family members they live with who suffer from these disorders as mold toxicity manifests in people exposed equally, differently.
To the people in Brazil - he apologies for not being able to make the event and definitely hopes to make it out there in the future. He apologizes for moving his European tour.
So, for now on YouTube he has episodes of the new call in Q and A show -Answer the Call- that him and I recorded together before he got really ill recently. He was very excited to put this out, helping people is what he enjoys the most. Thats why he does what he does.
We hope you guys like it, its out now on YouTube, @realDailyWire and all other podcasting sites and we have a few more episodes releasing tomorrow and Monday.
Thank you for the understanding prayers are appreciated.
time (10): 1755185894
time orig (10): 1755128552
id (19): 1956017530058731619
id orig (19): 1955777019712819287
uid (27): 1464280101638799360 akrmn21
uid orig (24): 874904274 MikhailaFuller

2025-08-12 16:21:58 CEST

text (248): Did you know? Scorpions farms do exist. Each scorpion produces about 2 milligrams of venom daily, which is milked using a pair of tweezers and tongs. A liter is worth $10 million, used for cosmetics and medicines
[ efre812]
https://t.co/XuXSZkPXQo
media (106): https://video.twimg.com/ext_tw_video/1752234254853894144/pu/vid/avc1/576x1024/4F8AlL2c0rbkkdCe.mp4?tag=12
time (10): 1755008505
time orig (10): 1754886900
id (19): 1955273504254754999
id orig (19): 1954763456164315137
uid (27): 1464280101638799360 akrmn21
uid orig (23): 177101260 Rainmaker1973

2025-08-12 15:58:08 CEST

text (197): Tesla remotely deactivated the vehicle of a rapper after he was singing about the Cybertruck, leaving him stranded on the road, before sending him a cease and desist letter: https://t.co/21WwqT8qLW
media (48): https://pbs.twimg.com/media/GyCOQpGagAAd9WC.jpg
media (48): https://pbs.twimg.com/media/GyCOQshbAAA7DEU.jpg
media (48): https://pbs.twimg.com/media/GyCOQsMakAAAQkA.jpg
time (10): 1755007075
time orig (10): 1754876219
id (19): 1955267505573843163
id orig (19): 1954718658548363718
uid (27): 1464280101638799360 akrmn21
uid orig (34): 861889353869557762 cryptonator1337

2025-08-11 18:36:08 CEST

text (306): If you've ever wondered about some of the attacks against Monero that seem to be sophisticated (although often painted to be amateur & at arms length), likely state-sponsored, you just need to look at this quote from the CEO of the ECC.
h/t @DrunkDialMe_ & @VictorMoneroXMR https://t.co/eHkGsN5NHb
media (48): https://pbs.twimg.com/media/Gx-xxmaWYAEPeQF.jpg
time (10): 1754930155
time orig (10): 1754818577
id (19): 1954944880821534971
id orig (19): 1954476887331549235
uid (27): 1464280101638799360 akrmn21
uid orig (20): 386728215 fluffypony

2025-08-08 23:34:07 CEST

text (619): EUROPEAN CITIZENS TO PAY GLOBAL TAXES
France approved an amendment to tax its citizens on global income if they move to a region with tax 50% lower than France's.
The Netherlands proposed a new exit tax for citizens who leave the country to pay income (and presumably capital gains) taxes for 5 years after leaving the country.
Spain already taxes its citizens on global income for 4 extra years if they move to a country classified as a "tax haven".
Germany, Norway, and the UK will soon tax their citizens globally too.
I've been warning you: European countries are bankrupt and will try to seize your assets.
time (10): 1754688834
time orig (10): 1754657653
id (19): 1953932706078667021
id orig (19): 1953801927143174351
uid (27): 1464280101638799360 akrmn21
uid orig (22): 1148031014 alexrecouso

2025-08-06 15:51:56 CEST

text (296): There's an American family with 14 billionaires.
More than any family on Earth.
And they control the ENTIRE global food supply.
It's not the Waltons. It's not the Kochs.
99% of people have never heard their name.
Here's how they became the richest invisible dynasty: https://t.co/DqRcv9ToBL
media (48): https://pbs.twimg.com/media/Gxqs-M4awAETPpp.jpg
time (10): 1754488303
time orig (10): 1754481617
id (19): 1953091618795401451
id orig (19): 1953063575972659385
uid (27): 1464280101638799360 akrmn21
uid orig (19): 724146607 LogWeaver

2025-08-01 07:56:02 CEST

text (2159): BOMBSHELL: DECLASSIFIED FILES PROVE HILLARY AND SOROS ORCHESTRATED THE RUSSIA HOAX FROM DAY ONE
The smoking gun just dropped.
Newly declassified intelligence files show Hillary Clinton personally approved a plan to frame Trump as a Russian asset.
The goal? Distract from her email scandal by manufacturing the biggest political hoax in American history.
The 24-page intelligence annex reveals "confidential conversations" between DNC leaders and George Soros' Open Society Foundations laying out the conspiracy in black and white.
Leonard Benardo (Open Society Foundations VP, July 27, 2016 email):
"HRC approved Julia's idea about Trump and Russian hackers hampering U.S. elections. That should distract people from her own missing email"
The plan was surgical.
Clinton's foreign policy adviser Julianne Smith (now Biden's NATO ambassador) designed a scheme to "demonize Putin and Trump" and have the FBI "put more oil into the fire."
John Brennan briefed Obama on Clinton's plan in July 2016. Days later, the Russia investigation launched.
Brennan would later overrule his own CIA analysts to push the false narrative, responding to their objections with "Yes, but doesn't it ring true?"
Leonard Benardo (July 25, 2016 email):
"During the first stage of the campaign, due to lack of direct evidence, it was decided to disseminate the necessary information through the FBI-affiliated...from where the information would then be disseminated through leading U.S. publications"
Foreign intelligence services knew about the plot before it happened, predicting FBI involvement "with alarming specificity."
The media won Pulitzers for reporting lies.
The FBI launched Crossfire Hurricane knowing it was based on Clinton-funded opposition research.
Chuck Grassley (Senator, R-Iowa):
"The Obama and Biden administration's law enforcement and intelligence agencies were weaponized against President Trump.
This is one of the biggest political scandals and cover-ups in American history"
The conspiracy worked perfectly.
It consumed Trump's first term, divided the nation, and the architects walked free. Until now.
Source: NYP/Fox News
media (48): https://pbs.twimg.com/media/GxOk_BWWwAE_67M.jpg
media (48): https://pbs.twimg.com/media/GxOk7Q6WMAA30El.png
media (48): https://pbs.twimg.com/media/GxOk8VjXQAEKQn_.png
media (48): https://pbs.twimg.com/media/GxOk9idWIAEZeGh.png
text quote (686):🚨🇺🇸 KASH PATEL WARNS "MORE TO COME" ON CLINTON-RUSSIA HOAX REVELATIONS
FBI Director just confirmed this is only the beginning.
After releasing Durham Report docs showing FBI knew Hillary created the Russia collusion narrative, Patel promises additional bombshells.
Patel (FBI Director):
"Good summary of what we @fbi found and declassified, for the first time ever. More to come"
First drop reveals: FBI tried destroying evidence in "burn bags," Obama ordered fake intel report, and Clinton orchestrated the whole thing to hide her emails.
If this is just the appetizer, what's Patel holding back for the main course?
Source: Durham Report Appendix/Sen. Grassley/@charliekirk11
media quote (112): https://pbs.twimg.com/media/GxOXXHYXgAAKrtE.png 54d28258e62bce4f5b37e727e9a74fe3e9f4a6fb53ad40ab5dcd9335ccb30951
media quote (112): https://pbs.twimg.com/media/GxOXXHZXgAANRWh.png 50ebd5dbdad6ea7faf0bb2403170e58db8f84e678b958c5160513eb01644c145
time (10): 1754027747
time orig (10): 1754009762
time quote (10): 1754006191
id (19): 1951159909531394058
id orig (19): 1951084472876822866
id orig quote (19): 1951069493460889725
uid (27): 1464280101638799360 akrmn21
uid orig (31): 1319287761048723458 MarioNawfal
uid quote (31): 1319287761048723458 MarioNawfal

2025-07-30 22:38:10 CEST

text (229): This false nomenclature of researcher and engineer, which is a thinly-masked way of describing a two-tier engineering system, is being deleted from @xAI today.
There are only engineers.
Researcher is a relic term from academia.
text quote (189):we at @xai are looking for researchers and engineers for scaling up our rl environments with user feedback and preference in the loop. apply here (or drop me a dm):
https://t.co/5jwtimaFZ1
time (10): 1753907872
time orig (10): 1753811786
time quote (10): 1753780104
id (19): 1950657114315141424
id orig (19): 1950254103474446728
id orig quote (19): 1950121219820564869
uid (27): 1464280101638799360 akrmn21
uid orig (17): 44196397 elonmusk
uid quote (20): 2269061347 ag_i_2211

2025-07-27 21:35:39 CEST

text (648): This man ordered a steak at a steakhouse and knew something was not right
He raises and processes over 100 cattle per year so he immediately knew this meat cut was fake
He pulls apart the steak to show layer by layer its been glued together
I ate a little bit of it and I thought, man, something's not right. So you can definitely tell this is glued together. Probably a sirloin that's been tenderized and glued together to look like a filet it's glued.
Many restaurants and suppliers in America are taking leftover scraps of meat, binding them together using a chemical enzyme and selling it as filet mignon or sirloin. No warning. No label.
media (168): https://video.twimg.com/amplify_video/1949152529088208896/vid/avc1/720x1216/ST4EOn27x_k4jtxe.mp4?tag=21 70483107c22e812cf9f5a46e07700695e70daf9b004d44c38e2ca929aeb42274
time (10): 1753644926
time orig (10): 1753549171
id (19): 1949554240700985379
id orig (19): 1949152614329020525
uid (27): 1464280101638799360 akrmn21
uid orig (34): 1099579684981944320 WallStreetApes

2025-07-27 14:13:47 CEST

text (269): Im making good progress in my recovery. I can walk a bit. I use the toilet and the shower again. My speech is still impaired and my memory loss is concerning. The New Zealand Govt still wants to extradite me. I guess after surviving stroke I cant complain. Ill be back.
time (10): 1753618413
time orig (10): 1753570693
id (19): 1949443038348186061
id orig (19): 1949242882444939610
uid (27): 1464280101638799360 akrmn21
uid orig (19): 611986351 KimDotcom

2025-07-26 21:21:41 CEST

text (743): PSILOCYBIN MAKES HUMAN CELLS LIVE 50% LONGER, STUDY SHOWS
Researchers at Emory and Baylor just dropped a bombshell: psilocybin, the magic in magic mushrooms, slowed cellular aging in both human cells and mice.
Lung and skin cells treated with psilocin (what psilocybin turns into in your body) took over 50% longer to hit senescence, the stage where cells stop dividing and go full grandma mode.
In live trials, 80% of elderly mice dosed monthly with psilocybin were still alive after 10 months. The control group? Just 50%.
Even the mice looked better - less fur loss, fewer gray hairs, more energy.
Scientists say its the first real evidence that psychedelics might not just heal minds but stretch lifespans too.
Source: Science Alert
media (112): https://pbs.twimg.com/media/Gwsfm6bXUAAge00.jpg 2c7e4fe2d687591db5a0413ee6ee90bd7cd6f930b30118aadbee574b09c1f141
text quote (203):@elonmusk @grok Psilocybin, the hallucinogenic compound in magic mushrooms, temporarily resets entire brain networks controlling time and self-perception, according Nature study.
https://t.co/gEVkJnTfaq
time (10): 1753557585
time orig (10): 1753447800
time quote (10): 1750532031
id (19): 1949187906683523264
id orig (19): 1948727433655615554
id orig quote (19): 1936497811907899783
uid (27): 1464280101638799360 akrmn21
uid orig (31): 1319287761048723458 MarioNawfal
uid quote (31): 1319287761048723458 MarioNawfal

2025-07-24 21:49:31 CEST

text (274): This trend in the EU is alarming. I've seen German requests to prosecute users for merely criticizing government officials. Calling a politician a 'pig' or 'lizard' is now treated as a crime. Telegram doesn't comply with such demands we stand against political persecution.
text quote (196):In Europe, thousands are being convicted for the crime of criticizing their own governments. This Orwellian message won't fool the United States. Censorship is not freedom. https://t.co/kCDhaXCVkC
media quote (48): https://pbs.twimg.com/media/GwfQ6LjXsAAdVMS.jpg
time (10): 1753379623
time orig (10): 1753304951
time quote (10): 1753216112
id (19): 1948441478113755382
id orig (19): 1948128282718974346
id orig quote (19): 1947755665520304253
uid (27): 1464280101638799360 akrmn21
uid orig (14): 16477634 durov
uid quote (17): 9624742 StateDept

2025-07-14 19:24:01 CEST

text (387): There is the notion of the spurious tail. With 10 million active US investors, >13K will perform "great" just out randomness, >300 will have stellar results.
The way to control for skills is via 1) dimensionality (Soros, yuuge skills), i.e. lack of correlation to known factors, 2) longevity/subperiods (Buffet, yuuge skills), and, further, both of them started when the base was small.
media (48): https://pbs.twimg.com/media/Gvx0tsgWYAEHtem.jpg
text quote (264):I don't like Bill Ackman or Tucker Carlson, but Carlson is mistaken if he thinks Ackman is a useless person with no actual skills. If a useless person with no actual skills could make as much money as Ackman has, there would be millions of billionaires in America.
time (10): 1752513827
time orig (10): 1752453969
time quote (10): 1752421326
id (19): 1944810066344894680
id orig (19): 1944559005642174670
id orig quote (19): 1944422091861729313
uid (27): 1464280101638799360 akrmn21
uid orig (17): 381289719 nntaleb
uid quote (15): 183749519 paulg

2025-07-13 19:46:57 CEST

text (144): Exercise has similar effects as antidepressants & therapy.
The more intense, the greater the antidepressant effect. https://t.co/rrMHQTkSLI
media (112): https://pbs.twimg.com/media/GvvJqCMXYAAGbsi.jpg c99458657535415582f694b316702970fa0cca3dd1e245ee0235ffc118d29a42
time (10): 1752428804
time orig (10): 1752408818
id (19): 1944453452878488013
id orig (19): 1944369628496466285
uid (27): 1464280101638799360 akrmn21
uid orig (29): 1242989329472864256 NTFabiano

2025-07-13 19:32:31 CEST

text (263): Exercising outside is better for your brain.
A 15-min walk outside improved cognitive performance & increased P300 amplitude - a neural response associated with attention and working memory.
This was not seen following a walk inside. https://t.co/OiP0jKaUvX
media (112): https://pbs.twimg.com/media/GvvuP6TWsAA20p_.jpg 3b4664a7d401627f39f7c788d32d5b45ac607f56fd637028d973fcd5774ce73e
time (10): 1752427938
time orig (10): 1752418414
id (19): 1944449822196482374
id orig (19): 1944409876903481726
uid (27): 1464280101638799360 akrmn21
uid orig (29): 1242989329472864256 NTFabiano

2025-07-13 19:11:02 CEST

text (487): AFTER YEARS OF RED INK, U.S. FINALLY SEES GREEN: $26B SURPLUS IN JUNE
For the first time in years, the U.S. government didnt just not overspendit actually ran a $26 billion surplus in June 2025.
Thats a pretty sharp U-turn from the days of eye-watering deficits:
June 2024: -$71.5B
June 2023: -$227.7B
June 2022: -$88.8B
June 2021: -$174.1B
June 2020: a face-melting -$864.2B
Looks like someone finally found the brakes on the federal checkbook.
Source: Fox News,TreasuryDept.
media (48): https://pbs.twimg.com/media/Gvv0ee_WcAAJD_o.jpg
text quote (666):🇺🇸 DEPUTY TREASURY SEC.: “WE’LL BRING DOWN DEFICITS THROUGH GROWTH”
Deputy Secretary, Michael Faulkender:
"We inherited about a $2 trillion-a-year deficit. That deficit is not going to be closed immediately.
But what we're gonna do because of this bill and because of the president's economic policies is we're gonna be bringing down those deficits over time.
This bill unleashes more growth. Deregulatory activities of the administration are likewise going to improve growth.
Over time, we're gonna see these deficits come down, and we are going to get to a much more sustainable fiscal path as a result of the president's leadership."
Source: @TreasuryDepSec
media quote (167): https://video.twimg.com/amplify_video/1942940466934157312/vid/avc1/640x360/CWVpAv15j2-kdM52.mp4?tag=21 7fa099c0bbb741ae00609850ce0874881f86ab118ae7df858b80986104b00fbf
time (10): 1752426646
time orig (10): 1752426001
time quote (10): 1752073202
id (19): 1944444402899751238
id orig (19): 1944441699024916668
id orig quote (19): 1942961950650216458
uid (27): 1464280101638799360 akrmn21
uid orig (31): 1319287761048723458 MarioNawfal
uid quote (31): 1319287761048723458 MarioNawfal

2025-07-13 14:55:38 CEST

text (177): This is happening in Murcia, Spain.
Hundreds of armed migrants are attacking Spaniards.
Just for being Spaniards.
How are they not deported by now??
https://t.co/FNVuBhovns
media (103): https://video.twimg.com/amplify_video/1944145246499069953/vid/avc1/352x640/WdaRjnrvSFrcGyZX.mp4?tag=14
time (10): 1752411325
time orig (10): 1752358139
id (19): 1944380142316363798
id orig (19): 1944157063846014990
uid (27): 1464280101638799360 akrmn21
uid orig (28): 775104300452311041 ada_lluch

2025-07-12 17:48:19 CEST

text (254): THIS JUST IN: Spanish intelligence is has emerged as the Number 1 seed in this years Darwin Awards competition. It has granted Huawei the contract to manage its wiretap and communication intercept programs. This is NOT a joke. https://t.co/fsqKgQDBG9
media (48): https://pbs.twimg.com/media/GvqAS_9XEAESc3V.jpg
time (10): 1752335286
time orig (10): 1752323708
id (19): 1944061211118649555
id orig (19): 1944012650033147972
uid (27): 1464280101638799360 akrmn21
uid orig (23): 2256760459 ChuckPfarrer

2025-07-12 16:14:11 CEST

text (300): More than 50% of high-profile scientific findings cannot be independently reproduced by other scientists. Lab research is the worst, with irreproducibility for top publications reaching nearly 90%.
This is a waste of more than $28,000,000,000 from taxpayers in America alone. https://t.co/syp0oWFBFA
media (112): https://pbs.twimg.com/media/Gvmr6bhX0AAGddd.jpg 77f5b0333018360bc96b0e4ed52afedc4ec3ea751a47e2343ad4f05e5d209a27
time (10): 1752329581
time orig (10): 1752266747
id (19): 1944037281381118315
id orig (19): 1943773739457327170
uid (27): 1464280101638799360 akrmn21
uid orig (21): 1038726722 kevinnbass

2025-07-08 11:33:56 CEST

text (166): BILLIONAIRE JACK DORSEY JUST LAUNCHED "BITCHAT," A NEW BLUETOOTH-BASED MESSAGING APP.
NO WI-FI. NO CELL SERVICE. FULLY END-TO-END ENCRYPTED https://t.co/w4pAnQyscq
media (48): https://pbs.twimg.com/media/GvSOlJ7WoAEsyen.jpg
media (48): https://pbs.twimg.com/media/GvSOlJ6XsAAQhH3.jpg
time (10): 1751967223
time orig (10): 1751923514
id (19): 1942517442133074381
id orig (19): 1942334113350050070
uid (27): 1464280101638799360 akrmn21
uid orig (30): 851277718368829443 Vivek4real_

2025-07-07 22:51:09 CEST

text (282): my weekend project to learn about bluetooth mesh networks, relays and store and forward models, message encryption models, and a few other things.
bitchat: bluetooth mesh chat...IRC vibes.
TestFlight: https://t.co/P5zRRX0TB3
GitHub: https://t.co/Yphb3Izm0P https://t.co/yxZxiMfMH2
media (112): https://pbs.twimg.com/media/GvNUC4yXUAAjKxQ.jpg e3760d1e19554adb5bbd249135662c3eba5d8bcc27fee96e203076a2e9e63f1e
time (10): 1751921456
time orig (10): 1751841336
id (19): 1942325483125010786
id orig (19): 1941989435962212728
uid (27): 1464280101638799360 akrmn21
uid orig (7): 12 jack

2025-07-06 22:42:05 CEST

text (506): BREAKING: ELON HAS FILED PAPERWORK TO LAUNCH THE AMERICA PARTY
Its official - Elon is stepping into the political arena, with an FEC filing for the brand-new America Party, listing 1 Rocket Road as HQ and his own name as the single candidate it supports.
Vaibhav Taneja, CFO of Telsa, is signed on as Treasurer and Custodian of Records.
This paperwork means Elon can legally raise and spend money to support his potential run or political activities.
2026 mid-terms just got spicy.
Source: FEC Form 1
media (112): https://pbs.twimg.com/media/GvLTll3WsAIZMSY.jpg 40c4baa78078bcb68fbd7caed7926be2e8a926356523ec16df8d515256cd125b
text quote (95):When & where should we hold the inaugural American Party congress?
This will be super fun!
time (10): 1751834510
time orig (10): 1751807570
time quote (10): 1751793640
id (19): 1941960806381314327
id orig (19): 1941847812263563560
id orig quote (19): 1941789385185182136
uid (27): 1464280101638799360 akrmn21
uid orig (31): 1319287761048723458 MarioNawfal
uid quote (17): 44196397 elonmusk

2025-07-06 22:17:44 CEST

text (1365): How to build a thriving open source community by writing code like bacteria do . Bacterial code (genomes) are:
- small (each line of code costs energy)
- modular (organized into groups of swappable operons)
- self-contained (easily "copy paste-able" via horizontal gene transfer)
If chunks of code are small, modular, self-contained and trivial to copy-and-paste, the community can thrive via horizontal gene transfer. For any function (gene) or class (operon) that you write: can you imagine someone going "yoink" without knowing the rest of your code or having to import anything new, to gain a benefit? Could your code be a trending GitHub gist?
This coding style guide has allowed bacteria to colonize every ecological nook from cold to hot to acidic or alkaline in the depths of the Earth and the vacuum of space, along with an insane diversity of carbon anabolism, energy metabolism, etc. It excels at rapid prototyping but... it can't build complex life. By comparison, the eukaryotic genome is a significantly larger, more complex, organized and coupled monorepo. Significantly less inventive but necessary for complex life - for building entire organs and coordinating their activity. With our advantage of intelligent design, it should possible to take advantage of both. Build a eukaryotic monorepo backbone if you have to, but maximize bacterial DNA.
media (48): https://pbs.twimg.com/media/GvIB64XWYAAg1B8.jpg
time (10): 1751833051
time orig (10): 1751752463
id (19): 1941954684022894896
id orig (19): 1941616674094170287
uid (27): 1464280101638799360 akrmn21
uid orig (17): 33836629 karpathy

2025-07-06 22:03:25 CEST

text (204): Long-time Bitcoin Core developer (not one of the bad ones) and US citizen @jonatack has been detained in El Salvador. His phone and passport have been taken from him. @nayibbukele @StateDept can you help?
time (10): 1751832193
time orig (10): 1751740671
id (19): 1941951085930828215
id orig (19): 1941567215662399817
uid (27): 1464280101638799360 akrmn21
uid orig (20): 728747154 LukeDashjr

2025-07-06 21:53:37 CEST

text (834): Update: Here is a link to 710 GB of Gaza genocide footage, sourced mainly from Telegram by the group 'Evidence Task'. The entire archive has been submitted to the ICC today.
It includes:
169704 images
44049 videos
178 HTML files to browse through it all
Special thanks to the team at EvidenceTask for their methodical work recording this footage, this is one of the most complete archives we have found on the web.
Warning This footage is extremely graphic, even more than our previous archvies. Handle with caution. It is being shared to document an ongoing genocide.
Link: https://t.co/cfPorokuhr
Torrent Link: Will be posted tomorrow in comments.
Follow our backup: @ZionismExposedx
@owenjonesjourno @shaunking @joshuabbazzle @EyesOnSouth1 @RecTheRegime @SuppressedNws @propandco @Kahlissee @ryangrim @RyanMattaMedia
media (48): https://pbs.twimg.com/media/GvHNX6HWcAAUfWj.png
time (10): 1751831604
time orig (10): 1751738648
id (19): 1941948615884210393
id orig (19): 1941558732766257415
uid (27): 1464280101638799360 akrmn21
uid orig (35): 1841113170229776389 xIsraelExposedx

2025-07-02 21:28:39 CEST

text (902): Dear Bitcoin Core.
I am writing this as a public letter.
I have a very simple message: people don't hate you for the OP_RETURN stuff. They don't hate you for any of those nonsense battles.
Despite a few loudmouths, most people couldn't care the slightest bit about anything like that.
People hate you because they have the impression (rightly or wrongly) that you are trying to be the gatekeepers of the rules of the system.
A public, rigorous specification that is neutral, formally verifiable, and allows other people to write and verify their own implementations would totally solve the problem.
The "filter" thing with Knots is just a proxy battle over this.
And to the opponents of Bitcoin Core:
Replacing Bitcoin Core with Knots will not fix any of your real problems. It is a totally futile and useless battle. Don't be stupid. Don't fall for it. Be firm in what is actually bugging you.
time (10): 1751484506
time orig (10): 1751328101
id (19): 1940492780566192598
id orig (19): 1939836770394223056
uid (27): 1464280101638799360 akrmn21
uid orig (32): 729548255470575616 eric_lombrozo

2025-07-02 15:27:16 CEST

text (192): Apple is adding post-quantum cryptography support to its operating systems this fall.
Microsoft already announced plans for adding it to Windows 11.
Probably nothing.
https://t.co/ol9Da01S8M
time (10): 1751462816
time orig (10): 1751454984
id (19): 1940401806041088287
id orig (19): 1940368959095931312
uid (27): 1464280101638799360 akrmn21
uid orig (13): 23618940 lopp

2025-07-02 15:23:29 CEST

text (192): Apple is adding post-quantum cryptography support to its operating systems this fall.
Microsoft already announced plans for adding it to Windows 11.
Probably nothing.
https://t.co/ol9Da01S8M
time (10): 1751462591
time orig (10): 1751454984
id (19): 1940400865137013092
id orig (19): 1940368959095931312
uid (27): 1464280101638799360 akrmn21
uid orig (13): 23618940 lopp

2025-07-02 15:05:08 CEST

text (192): Apple is adding post-quantum cryptography support to its operating systems this fall.
Microsoft already announced plans for adding it to Windows 11.
Probably nothing.
https://t.co/ol9Da01S8M
time (10): 1751461486
time orig (10): 1751454984
id (19): 1940396230255030411
id orig (19): 1940368959095931312
uid (27): 1464280101638799360 akrmn21
uid orig (13): 23618940 lopp

2025-06-23 21:48:33 CEST

text (263): Libgen, Sci-Hub, and Z-library had millions of pirated academic books and papers.
So, they were shut down. We shouldn't use them anyway.
We should help billion-dollar academic publishers get richer.
Anyway, here's how to access these libraries:
Don't do this!
time (10): 1750708095
time orig (10): 1750601030
id (19): 1937236279445393490
id orig (19): 1936787214668857653
uid (27): 1464280101638799360 akrmn21
uid orig (35): 1513235298192437262 MushtaqBilalPhD

2025-06-17 18:25:54 CEST

text (316): BREAKING: MASS EVACUATION OF TEHRAN ACCELERATES AFTER TRUMP TRUTH SOCIAL POST
Civilians continue to flee Tehran tonight following Trumps order to evacuate the city.
The exodus, which began days ago, has surged as Iranian air defenses collapse and airstrikes intensify across the capital.
Source: @Osinttechnical
media (104): https://video.twimg.com/amplify_video/1934762122711277568/vid/avc1/720x1280/lGAALNXqmCpzQ7EC.mp4?tag=21
text quote (732):🚨🇺🇸 🇮🇷 BREAKING: TRUMP ORDERS NSC TO PREPARE IN SITUATION ROOM
President Trump has reportedly directed the National Security Council to remain on standby in the White House Situation Room and wants a full situation report immediately upon his return from the G7 summit tonight.
The order underscores the gravity of the escalating Israel-Iran conflict that has forced Trump to cut short his international trip as the situation enters its fourth day with mounting casualties on both sides.
With Israeli airstrikes decimating Iran's leadership structure and Tehran's retaliatory capabilities still active, the Situation Room directive signals potential immediate decision-making upon Trump's arrival in Washington.
Source: Fox News
media quote (48): https://pbs.twimg.com/media/GtmnniGa0AU-omE.jpg
time (10): 1750177529
time orig (10): 1750118254
time quote (10): 1750118139
id (19): 1935010922449219730
id orig (19): 1934762303976595712
id orig quote (19): 1934761823212917057
uid (27): 1464280101638799360 akrmn21
uid orig (31): 1319287761048723458 MarioNawfal
uid quote (31): 1319287761048723458 MarioNawfal

2025-06-12 19:16:12 CEST

text (88): I regret some of my posts about President @realDonaldTrump last week. They went too far.
time (10): 1749748558
time orig (10): 1749625486
id (19): 1933211688502780147
id orig (19): 1932695486684950962
uid (27): 1464280101638799360 akrmn21
uid orig (17): 44196397 elonmusk

2025-06-07 10:35:35 CEST

text (304): Israel just bombed 8 residential buildings in Beirut with 122 apartments, violated Security Council resolution SCR 1701, the ceasefire agreement, and international law with absolutely no consequences.
This is another war crime and the International Criminal Court remains silent. https://t.co/A6DGEUWccF
media (48): https://pbs.twimg.com/media/GstUkflXYAAPVkp.jpg
time (10): 1749245358
time orig (10): 1749156843
id (19): 1931101113039962563
id orig (19): 1930729856754409695
uid (27): 1464280101638799360 akrmn21
uid orig (27): 834078524277456897 mhdksafa

2025-06-05 10:29:54 CEST

text (687): NATO backed, Ukrainian military caught by a Russian drones camera executing deserters.
The Ukrainian soldiers shot their own deserters in the Pokrovsk sector
As Ukraine slowly reaches the last stage before a collapse of combat capabilities.
Exclusive footage from Russian scouts, who observed the AFU on the Shevchenko-Pokrovsk line while conducting aerial reconnaissance.
Two Ukrainian "fighters" forced three fellow soldiers to their knees and shot them.
The video shows that one of the unfortunate ones, hearing the first shots, rushed from the spot, but he did not manage to run far.
Units of the 68th Jaeger Brigade of the Ukrainian Armed Forces were stationed in this area.
media (168): https://video.twimg.com/amplify_video/1930472684875345920/vid/avc1/1280x720/BmDrpPG77IzRXknW.mp4?tag=21 5a759b9237ad9fa91c063b62b99987c2ae0ed0bda562eb5f4b6332371618cd94
time (10): 1749112181
time orig (10): 1749095546
id (19): 1930542530560418096
id orig (19): 1930472758493749454
uid (27): 1464280101638799360 akrmn21
uid orig (23): 109065990 RealAlexJones

2025-06-05 10:18:57 CEST

text (210): Im sorry, but I just cant stand it anymore.
This massive, outrageous, pork-filled Congressional spending bill is a disgusting abomination.
Shame on those who voted for it: you know you did wrong. You know it.
time (10): 1749111522
time orig (10): 1748971891
id (19): 1930539767063536102
id orig (19): 1929954109689606359
uid (27): 1464280101638799360 akrmn21
uid orig (17): 44196397 elonmusk

2025-06-02 22:26:02 CEST

text (201): Looking for people who want to be paid BTM (1k to 5k) to host quality content, submit it on linkmark, run your own bittorrent tracker. If interested reply here or to [email protected] with subject "linkmark"
time (10): 1748895949
time orig (10): 1748894411
id (19): 1929635585687454094
id orig (19): 1929629134629883918
uid (27): 1464280101638799360 akrmn21
uid orig (25): 2657583872 ProjectBitmark