Most recent unrolls from @ThreadReaderApp
Regarding this:
>>The intensification of strikes against Russian 🇷🇺 logistics (150 vehicles, 30 trains, 400 warehouses) is a real game-changer in the war.
The 30 trains represent far more logistical tonnage than the trucks.
1/
Carrying capability 🧵
>>The intensification of strikes against Russian 🇷🇺 logistics (150 vehicles, 30 trains, 400 warehouses) is a real game-changer in the war.
The 30 trains represent far more logistical tonnage than the trucks.
1/
Carrying capability 🧵
A Russian train with 30 box cars/wagons carries 1,800 to 2040 metric tons of cargo.
Per @grok Truck Equivalents for ~2,040 tons of cargo:
3-axle Kamaz tactical truck only (at ~13 t each): ~157 trucks (2,040 ÷ 13 ≈ 157). Range: 136–204 trucks depending on 10–15 t
2/
Per @grok Truck Equivalents for ~2,040 tons of cargo:
3-axle Kamaz tactical truck only (at ~13 t each): ~157 trucks (2,040 ÷ 13 ≈ 157). Range: 136–204 trucks depending on 10–15 t
2/
4-axle Kamaz tactical truck only (at ~20 t each): ~102 trucks (2,040 ÷ 20 = 102). Range: ~82–127 trucks for 16–25 t
Mixed fleet (e.g., half 3-axle at 13 t, half 4-axle at 20 t): Roughly 120–140 trucks total
3/
Mixed fleet (e.g., half 3-axle at 13 t, half 4-axle at 20 t): Roughly 120–140 trucks total
3/
pilar.von.oldenburg@aktionsosleben.de
Papst-Enzyklika: Lebensrecht ist Grundlage ALLER Rechte
Sehr geehrter Herr Dopfer,
Papst Leo XIV. hat in seiner Antrittsenzyklika Magnifica humanitas äußerst wichtige Klarstellungen zum Recht
Papst-Enzyklika: Lebensrecht ist Grundlage ALLER Rechte
Sehr geehrter Herr Dopfer,
Papst Leo XIV. hat in seiner Antrittsenzyklika Magnifica humanitas äußerst wichtige Klarstellungen zum Recht
auf Leben getroffen, die wir weit verbreiten müssen:
„Das erste dieser Menschenrechte ist das Recht auf Leben, von der Empfängnis bis zu seinem natürlichen Ende, ohne das es unmöglich ist, irgendein anderes Recht auszuüben. Wenn dieses grundlegende Recht
„Das erste dieser Menschenrechte ist das Recht auf Leben, von der Empfängnis bis zu seinem natürlichen Ende, ohne das es unmöglich ist, irgendein anderes Recht auszuüben. Wenn dieses grundlegende Recht
verweigert wird, wie es bei der Abtreibung, bei der Tötung Unschuldiger und bei der Euthanasie geschieht, stehen wir vor Entscheidungen, die die Kirche als schwerwiegend unerlaubt beurteilt.“
Diese Aussage ist gerade in Zeiten, in denen man
Diese Aussage ist gerade in Zeiten, in denen man
🚨A new @EarthsFutureEiC study tests an Arctic intervention: flooding winter sea ice with seawater to see if it can become thicker, brighter, and more resistant to summer melt.
The answer comes from a real field experiment in the Canadian Arctic.🧵1/11
The answer comes from a real field experiment in the Canadian Arctic.🧵1/11
2/ The experiment was conducted in Cambridge Bay, Nunavut (Canadian Arctic) using a ~1 km² sea-ice field site.
Researchers divided the ice into control plots (no flooding) and treated plots (artificial flooding) to directly compare outcomes under identical conditions.
Researchers divided the ice into control plots (no flooding) and treated plots (artificial flooding) to directly compare outcomes under identical conditions.
3/Process:
•Seawater was pumped from ocean
•Spread manually/with equipment over ice surface during winter
•H2O rapidly froze due to sub-zero air temp
•Process repeated in some plots multiple times over winter
Each flooding cycle added new frozen layer on top of existing ice
•Seawater was pumped from ocean
•Spread manually/with equipment over ice surface during winter
•H2O rapidly froze due to sub-zero air temp
•Process repeated in some plots multiple times over winter
Each flooding cycle added new frozen layer on top of existing ice
I hacked back this phishing kit and found X accounts with millions of followers I could control.
I received this email yesterday. Obviously a phishing attempt for an X account take over.
Most likely a compromised email or SMTP server.
I received this email yesterday. Obviously a phishing attempt for an X account take over.
Most likely a compromised email or SMTP server.
A quick fuzz of the malicious application endpoint revealed https://xoauth-mgr-2026[.]fly[.]dev/setup.php
As well as a username and password for the dashboard
The threat actor did not follow instructions.
As well as a username and password for the dashboard
The threat actor did not follow instructions.
Login panel located at xoauth-mgr-2026.fly.dev/login
Me preguntan: ¿qué propones?
1. Amonestar y expulsar si es necesario a gobiernos injerencistas.
2. Reducir cooperación con gobiernos injerencistas que amenazan con invadirnos.
3. Invertir y desarrollar estrategia mediática para contrarrestar narrativas como la NARCOFARSA.
1. Amonestar y expulsar si es necesario a gobiernos injerencistas.
2. Reducir cooperación con gobiernos injerencistas que amenazan con invadirnos.
3. Invertir y desarrollar estrategia mediática para contrarrestar narrativas como la NARCOFARSA.
4. Dar un escarmiento judicial a los oligarcas golpistas, en lugar de darles facilidades de pago para que sigan con el golpismo.
5. Alianza con sectores populares en lugar de impresentables de la rancia élite neoliberal.
6. Estrategia conjunta con países de América Latina.
5. Alianza con sectores populares en lugar de impresentables de la rancia élite neoliberal.
6. Estrategia conjunta con países de América Latina.
7. Cortar relaciones diplomáticas con Israel (Colombia lo hizo y el injerencismo de todos modos es más o menos el mismo).
8. Imponer impuestos a grandes magnates, para financiar el desarrollo industrial en sectores estratégicos en lugar de basar la economía en exportaciones.
8. Imponer impuestos a grandes magnates, para financiar el desarrollo industrial en sectores estratégicos en lugar de basar la economía en exportaciones.
🚨 Google Gemini puede convertirse en tu entrenador personal de aprendizaje.
Te ayuda a dominar CUALQUIER HABILIDAD mucho más rápido.
Usa estos 7 prompts para entrenar tu cerebro y pensar como un genio 👇
Te ayuda a dominar CUALQUIER HABILIDAD mucho más rápido.
Usa estos 7 prompts para entrenar tu cerebro y pensar como un genio 👇
1. Aprendizaje por primeros principios
“Actúa como un instructor experto. Descompón [tema] en sus ideas más básicas usando el pensamiento de primeros principios. Quiero entender la lógica profunda del tema, no memorizar datos sueltos. Explícame qué conceptos son imprescindibles, cómo se conectan entre sí y por qué importan.”
“Actúa como un instructor experto. Descompón [tema] en sus ideas más básicas usando el pensamiento de primeros principios. Quiero entender la lógica profunda del tema, no memorizar datos sueltos. Explícame qué conceptos son imprescindibles, cómo se conectan entre sí y por qué importan.”
2. Entrenador de recuerdo activo
“Después de explicarme [tema], hazme preguntas cada vez más difíciles para obligarme a recordar la información sin mirar apuntes. Evalúa mis respuestas, corrige mis errores y explícame qué debería repasar para mejorar mi comprensión.”
“Después de explicarme [tema], hazme preguntas cada vez más difíciles para obligarme a recordar la información sin mirar apuntes. Evalúa mis respuestas, corrige mis errores y explícame qué debería repasar para mejorar mi comprensión.”
The Prophet ﷺ warned us about something that quietly destroys many marriages.
(And strangely, almost no one talks about it.)
(And strangely, almost no one talks about it.)
They still prayed together.
Still lived together.
Still said “I love you.”
From the outside, everything looked normal.
No one could see the distance growing between their hearts.
Not through one big argument.
Not through one major betrayal.
It happened quietly.
Why?
Still lived together.
Still said “I love you.”
From the outside, everything looked normal.
No one could see the distance growing between their hearts.
Not through one big argument.
Not through one major betrayal.
It happened quietly.
Why?
Not because of money.
Not because of family problems.
Not because of a lack of love.
Not even because of communication.
It was one habit:
Suspicion.
The Prophet ﷺ said:
“Beware of suspicion, for suspicion is the most false of speech.”
(Sahih al-Bukhari)
Not because of family problems.
Not because of a lack of love.
Not even because of communication.
It was one habit:
Suspicion.
The Prophet ﷺ said:
“Beware of suspicion, for suspicion is the most false of speech.”
(Sahih al-Bukhari)
🚨 A generational Republican majority just became possible.
The Supreme Court ended racial gerrymandering, throwing dozens of artificial Democrat House seats into play.
But the 2030 Census is the real hammer — and it could lock in Republican control of the map for decades.
The structural advantage Democrats built for years is collapsing. 🧵
The Supreme Court ended racial gerrymandering, throwing dozens of artificial Democrat House seats into play.
But the 2030 Census is the real hammer — and it could lock in Republican control of the map for decades.
The structural advantage Democrats built for years is collapsing. 🧵
2/ Democrats built their power on three structural frauds:
• A rigged 2020 Census that stole House seats and electoral votes from red states.
• Counting illegal aliens for congressional apportionment and electoral votes.
• Racial gerrymandering that guaranteed them extra safe seats.
The Court just eliminated #3. The other two are on borrowed time. And the American people are already finishing the job by voting with their feet.
• A rigged 2020 Census that stole House seats and electoral votes from red states.
• Counting illegal aliens for congressional apportionment and electoral votes.
• Racial gerrymandering that guaranteed them extra safe seats.
The Court just eliminated #3. The other two are on borrowed time. And the American people are already finishing the job by voting with their feet.
3/ The 2020 Census was a Deep State operation.
The Bureau's own post-enumeration survey showed it undercounted Texas, Florida, Arkansas and other red states — while overcounting New York, Massachusetts, Minnesota and other blue ones.
Net result: at least 15 House seats and 16 electoral votes shifted to Democrats.
They admitted the count was materially false… then said “too late to fix it.”
The Bureau's own post-enumeration survey showed it undercounted Texas, Florida, Arkansas and other red states — while overcounting New York, Massachusetts, Minnesota and other blue ones.
Net result: at least 15 House seats and 16 electoral votes shifted to Democrats.
They admitted the count was materially false… then said “too late to fix it.”
🧵National liberation vs Bourgeois Nationalism
Lenin repeatedly warned against abstract formulations of the question of nationalism and above all against confusing the nationalism of an oppressor nation with that of an oppressed nation
Lenin repeatedly warned against abstract formulations of the question of nationalism and above all against confusing the nationalism of an oppressor nation with that of an oppressed nation
“By supporting the right to secession, we are told,
you are supporting the bourgeois nationalism of the oppressed nations. ——
Our reply to this is: No, it is to the bourgeoisie that a "practical" solution of this question is important. To the workers the important thing is to-
you are supporting the bourgeois nationalism of the oppressed nations. ——
Our reply to this is: No, it is to the bourgeoisie that a "practical" solution of this question is important. To the workers the important thing is to-
distinguish the principles of the two trends.
Insofar as the bourgeoisie of the oppressed nation fights the oppressor, we are always, in every case, and more strongly than anyone else, in favour, for we are the staunchest and the most consistent enemies of oppression.
Insofar as the bourgeoisie of the oppressed nation fights the oppressor, we are always, in every case, and more strongly than anyone else, in favour, for we are the staunchest and the most consistent enemies of oppression.
Since the year started, Ukraine 🇺🇦 launched more than 1 000 mid-range drone strikes (only geolocated ones).
The intensification of strikes against russian 🇷🇺 logistics (150 vehicles, 30 trains, 400 warehouses) is a real game-changer in the war.
🧵THREAD🧵1/24 ⬇️
The intensification of strikes against russian 🇷🇺 logistics (150 vehicles, 30 trains, 400 warehouses) is a real game-changer in the war.
🧵THREAD🧵1/24 ⬇️
The ukrainian mid-range drone strike is quite recent. It started at the end of last year and quickly intensified in 2026.
Ukraine is using :
🔹Big fixed wings drones : FP-1/2
🔹Small fixed wings drones : Hornet/Bulava/RAM X...
🔹Short/Long range FPV.
Here 2 Hornet on a truck :
Ukraine is using :
🔹Big fixed wings drones : FP-1/2
🔹Small fixed wings drones : Hornet/Bulava/RAM X...
🔹Short/Long range FPV.
Here 2 Hornet on a truck :
In total, I gathered more than 1 000 geolocations since january 2026 (sources provided at the end of the thread).
35% of the strikes hit depots and warehouses (we don't know what is inside most of the time). 20% hit vehicles and 7% hit air-defense.
35% of the strikes hit depots and warehouses (we don't know what is inside most of the time). 20% hit vehicles and 7% hit air-defense.
Depois do sucesso na Venezuela e do impasse no Irã, Trump escolheu seu próximo alvo: Cuba
A 145 km da Flórida, a ilha está sob a pressão americana mais intensa desde a Crise dos Mísseis de 1962. Indiciamento criminal de Raúl Castro, porta-aviões no Caribe, ultimato da CIA entregue em Havana
Só que Cuba não é a Venezuela — vem comigo que vou te explicar
A 145 km da Flórida, a ilha está sob a pressão americana mais intensa desde a Crise dos Mísseis de 1962. Indiciamento criminal de Raúl Castro, porta-aviões no Caribe, ultimato da CIA entregue em Havana
Só que Cuba não é a Venezuela — vem comigo que vou te explicar
Trump e Rubio usaram o MESMO roteiro na Venezuela: indiciamento → sanções → interlocução → mais sanções → pressão militar → captura de Maduro
Funcionou. Maduro foi preso em operação cirúrgica, Delcy Rodríguez assumiu como interina e começou a negociar
Agora estão aplicando a mesma fórmula em Cuba. Passo por passo. Mas as diferenças estruturais mudam TUDO
Funcionou. Maduro foi preso em operação cirúrgica, Delcy Rodríguez assumiu como interina e começou a negociar
Agora estão aplicando a mesma fórmula em Cuba. Passo por passo. Mas as diferenças estruturais mudam TUDO
A cronologia de 2026 é reveladora. Em janeiro, os EUA bloquearam combustível pra Cuba. Em maio, sancionaram a Gaesa — o conglomerado militar que controla a economia cubana
No dia 14 de maio, o diretor da CIA voou a Havana pra entregar um ultimato pessoalmente. No dia 20, a Justiça americana indiciou Raúl Castro em Miami
Cada movimento foi calculado. Nada é coincidência
No dia 14 de maio, o diretor da CIA voou a Havana pra entregar um ultimato pessoalmente. No dia 20, a Justiça americana indiciou Raúl Castro em Miami
Cada movimento foi calculado. Nada é coincidência
¿Sabías que la máquina de vapor se inventó 1.700 años antes de la Revolución Industrial? Aunque el Imperio Romano tenía la tecnología para cambiar el destino de la humanidad, aquel prodigio mecánico terminó convertido en un juguete para las fiestas. Tira del hilo 🧵👇🏽👇🏽👇🏽
Para entender esta locura tecnológica, nos trasladamos a Alejandría, en el siglo I de nuestra era. Esta ciudad era la gran joya cultural del Imperio Romano en Egipto, una metrópoli obsesionada con la ciencia, las matemáticas y las invenciones imposibles.
Allí vivía un brillante ingeniero y matemático griego llamado Herón de Alejandría, una especie de Thomas Edison de la Antigüedad (no por robar ideas, sino por todas las que creó). Diseñaba puertas automáticas, máquinas expendedoras de agua bendita y complejos teatros mecánicos.
To understand the core of Japanese spirituality and the universal blueprint of human consciousness, we must look to the heavens. Let’s dive into the profound myth, esoteric symbolism, and modern lessons of Amaterasu Ōmikami, the radiant Goddess of the Sun.
🧵
🧵
Our journey begins in the realm of myth, where the primordial god Izanagi returns from the pollution of the underworld. Seeking restoration, he undergoes a ritual washing in a river, an act of pure purification that serves as the catalyst for ultimate cosmic order.
As Izanagi washes his left eye, historically the seat of intuition and inner vision, a brilliant, blinding light bursts into existence... This is Amaterasu Ōmikami, the goddess destined to govern the high celestial plains and warm the universe with her solar grace.
1/ A notorious Russian serial killer and multiple rapist known as the 'Sosnovsky Maniac' is reported to have died in a drone strike in Ukraine. The news has emerged after an apparently mistaken report that he had escaped from hospital. The army had decorated him for valour. ⬇️
2/ 41-year-old Andrei Kiyko murdered three young women, raped eight, and tried to murder twelve in St Petersburg's Sosnovska Park. He was convicted in 2008 and was sentenced to 22 years, extended to 25 years in 2023 after being convicted of the third murder.
3/ Only a year later, he was released after signing a military contract to fight in Ukraine. He was wounded several times and was awarded the Medal for Valor by the army.
Stop telling ChatGPT "Write me an email"
Stop telling ChatGPT "Write me an email"
Stop telling ChatGPT "Write me an email"
Bad request = Bad result.
Use these commands instead and you'll see the magic:
Stop telling ChatGPT "Write me an email"
Stop telling ChatGPT "Write me an email"
Bad request = Bad result.
Use these commands instead and you'll see the magic:
1/ Professional Email Writer
Act as a first-rate communications specialist. Rewrite this email to make it professional, clear, concise, and polite while preserving my original intent. Enhance the tone, structure, grammar, and overall flow of the text. My email: [Paste the email]
Act as a first-rate communications specialist. Rewrite this email to make it professional, clear, concise, and polite while preserving my original intent. Enhance the tone, structure, grammar, and overall flow of the text. My email: [Paste the email]
2/ The Perfect Cold Email
"Write a short, persuasive, and highly impactful cold email for this purpose: [write the purpose]. Include a strong opening that grabs attention, a clear value proposition, credibility, and a simple call to action (CTA). Make it feel natural, confident, and not like a direct sales pitch."
"Write a short, persuasive, and highly impactful cold email for this purpose: [write the purpose]. Include a strong opening that grabs attention, a clear value proposition, credibility, and a simple call to action (CTA). Make it feel natural, confident, and not like a direct sales pitch."
BREAKING: Claude can now map out your retirement better than most people charging $3,000 ever will.
Here are 6 prompts to figure out exactly when and how you can retire.
(Save this before it disappears).
Here are 6 prompts to figure out exactly when and how you can retire.
(Save this before it disappears).
1/ Withdrawal Rate Stress Test
"Run my portfolio through multiple withdrawal scenarios: 4%, 3.5%, 3%, variable percentage, guardrails. Show safe withdrawal amount in today’s dollars and sequence-of-returns risk for: [portfolio size, asset allocation, years to/in retirement]."
"Run my portfolio through multiple withdrawal scenarios: 4%, 3.5%, 3%, variable percentage, guardrails. Show safe withdrawal amount in today’s dollars and sequence-of-returns risk for: [portfolio size, asset allocation, years to/in retirement]."
2/ Retirement Number Calculator – Realistic Version
"Calculate my true number using current lifestyle [$X/month], inflation [X%], life expectancy [to age Y], current savings/investments [paste], pension/Social Security estimates, and Monte Carlo success rate target of 85%+."
"Calculate my true number using current lifestyle [$X/month], inflation [X%], life expectancy [to age Y], current savings/investments [paste], pension/Social Security estimates, and Monte Carlo success rate target of 85%+."
5 Places which you are giving to JINNS in your home without realizing
Many homes unknowingly become places where jinn feels comfortable because of small things we ignore.
Protecting your home starts with remembering Allah in the little actions.
Protecting your home starts with remembering Allah in the little actions.
5 places you may be giving to jinn without realizing:
1. Spare beds or bedspreads where no one sleeps
The Prophet ﷺ taught us to cover beds and mention the name of Allah, especially at night.
1. Spare beds or bedspreads where no one sleeps
The Prophet ﷺ taught us to cover beds and mention the name of Allah, especially at night.
I wrote this thread yesterday after reading an article about how Norway is preparing for a possible war in the future, after last night's attack by russia on Romania, it becomes even more appropriate...
1/ Europe is quietly relearning a Cold War lesson:
national defence is not only military.
It is also:
🔸️power grids
🔸️ports
🔸️railways
🔸️telecoms
🔸️food supply
🔸️hospitals
🔸️cybersecurity
🔸️public trust
🔸️civilian preparedness
🔸️continuity of government
This is often called "total defence", "comprehensive security", or "whole-of-society resilience".
NATO explicitly treats civil preparedness as part of collective defence under Article 3:
nato.int/en/what-we-do/…
The reason is simple:
modern conflict does not begin with tanks crossing borders.
It begins with cyberattacks, sabotage, disinformation, infrastructure probing, economic coercion, GPS interference, arson, intimidation and attacks on public confidence.
That is hybrid warfare.
1/ Europe is quietly relearning a Cold War lesson:
national defence is not only military.
It is also:
🔸️power grids
🔸️ports
🔸️railways
🔸️telecoms
🔸️food supply
🔸️hospitals
🔸️cybersecurity
🔸️public trust
🔸️civilian preparedness
🔸️continuity of government
This is often called "total defence", "comprehensive security", or "whole-of-society resilience".
NATO explicitly treats civil preparedness as part of collective defence under Article 3:
nato.int/en/what-we-do/…
The reason is simple:
modern conflict does not begin with tanks crossing borders.
It begins with cyberattacks, sabotage, disinformation, infrastructure probing, economic coercion, GPS interference, arson, intimidation and attacks on public confidence.
That is hybrid warfare.
2/
The Nordic and Baltic countries are among the most important case studies because they sit closest to the Russian threat environment.
Their planning is not abstract.
Finland, Sweden, Norway, Denmark, Estonia, Latvia and Lithuania are preparing for a world where Russia may not launch a conventional invasion tomorrow, but can still attack society below the threshold of formal war.
That means preparing civilians, municipalities, businesses and infrastructure operators — not just armed forces.
Academic overview of Nordic-Baltic total defence:
cambridge.org/core/journals/…
IISS civil defence assessment:
iiss.org/research-paper…
The Nordic and Baltic countries are among the most important case studies because they sit closest to the Russian threat environment.
Their planning is not abstract.
Finland, Sweden, Norway, Denmark, Estonia, Latvia and Lithuania are preparing for a world where Russia may not launch a conventional invasion tomorrow, but can still attack society below the threshold of formal war.
That means preparing civilians, municipalities, businesses and infrastructure operators — not just armed forces.
Academic overview of Nordic-Baltic total defence:
cambridge.org/core/journals/…
IISS civil defence assessment:
iiss.org/research-paper…
3/
Finland is probably Europe’s gold standard.
Its "comprehensive security" model integrates:
🔸️government
🔸️military
🔸️business
🔸️local authorities
🔸️civil society
🔸️media
🔸️telecoms
🔸️energy providers
🔸️emergency services
🔸️citizens
The point is not simply to survive a war.
It is to keep society functioning under pressure.
Finland retained many systems other European states allowed to decay after the Cold War:
🔸️ conscription
🔸️ large reserves
🔸️ emergency stockpiles
🔸️ civil shelters
🔸️ national preparedness courses
🔸️ supply-security planning
🔸️ public trust in crisis communication
Finland’s National Emergency Supply Agency manages preparedness for essential goods, services and production supporting both civilian life and national defence:
tem.fi/documents/1410…
Overview of Finland’s resilience model:
oiip.ac.at/en/publication…
Finland is probably Europe’s gold standard.
Its "comprehensive security" model integrates:
🔸️government
🔸️military
🔸️business
🔸️local authorities
🔸️civil society
🔸️media
🔸️telecoms
🔸️energy providers
🔸️emergency services
🔸️citizens
The point is not simply to survive a war.
It is to keep society functioning under pressure.
Finland retained many systems other European states allowed to decay after the Cold War:
🔸️ conscription
🔸️ large reserves
🔸️ emergency stockpiles
🔸️ civil shelters
🔸️ national preparedness courses
🔸️ supply-security planning
🔸️ public trust in crisis communication
Finland’s National Emergency Supply Agency manages preparedness for essential goods, services and production supporting both civilian life and national defence:
tem.fi/documents/1410…
Overview of Finland’s resilience model:
oiip.ac.at/en/publication…
DRINKING 8 GLASSES OF WATER DAILY IS A SCAM. BY DRINKING PLAIN WATER, YOU'RE DRAINING ELECTROLYTES, WEAKENING YOUR MITOCHONDRIA & KILLING YOUR CELLULAR ENERGY.
(HOW TO FIX IT SCIENTIFICALLY):
(HOW TO FIX IT SCIENTIFICALLY):
1/
Can we have a natural language conversation with a frozen, non-neural biological system?
Not by rewriting its DNA, but by treating its raw physics as a reinforcement learning agent. Here is how we translate human prompts into biological actions. 🧵
Can we have a natural language conversation with a frozen, non-neural biological system?
Not by rewriting its DNA, but by treating its raw physics as a reinforcement learning agent. Here is how we translate human prompts into biological actions. 🧵
2/
The paper Language Game: Talking to Non-Human Systems by Yanbo Zhang and Michael Levin (@drmichaellevin) bypasses bottom-up micromanagement.
Instead of editing gene networks, they wrap frozen dynamical systems in trained linear interfaces to communicate.
The paper Language Game: Talking to Non-Human Systems by Yanbo Zhang and Michael Levin (@drmichaellevin) bypasses bottom-up micromanagement.
Instead of editing gene networks, they wrap frozen dynamical systems in trained linear interfaces to communicate.
3/
The core architecture is a composite RL policy:
pi(s) = D[f(E(s))]
• An encoder (E) maps environment states to physical concentrations.
• A frozen biological ODE (f) computes physical gradients.
• A decoder (D) translates gradients into actions.
The core architecture is a composite RL policy:
pi(s) = D[f(E(s))]
• An encoder (E) maps environment states to physical concentrations.
• A frozen biological ODE (f) computes physical gradients.
• A decoder (D) translates gradients into actions.
Von: deutschland@contact.citizengo.org
Antwort an: german-de@citizengo.org
Der Politikerbeleidigungsparagraph muss weg: § 188 abschaffen!
links.citizengo.org/u/click?_t=181…
Antwort an: german-de@citizengo.org
Der Politikerbeleidigungsparagraph muss weg: § 188 abschaffen!
links.citizengo.org/u/click?_t=181…
📷📷Das Politikerbeleidigungsgesetz der Ampel läuft unter Friedrich Merz weiter und wird von unseren Politikern intensiv genutzt: Täglich suchen Meldestellen nach Beleidigungen, und noch immer müssen Bürger eine Hausdurchsuchung über sich ergehen lassen, weil
sie ihrem Ärger Luft gemacht haben.Friedrich Merz selbst hat schon über 300 Menschen wegen echter oder angeblicher Politikerbeleidigung angezeigt.Das muss jetzt enden: Der Majestätsbeleidigungsparagraph muss endlich weg! Unterzeichnen Sie diese Petition und