Pinned Tweet
Autonomy Levels for LLMs & AI Agents:
L0: No Autonomy (prompt only)
L1: Assisted (tools without planning)
L2: Partial Automation with chains & routing.
L3: Semi-Autonomous with agentic loops + memory.
L4" Goal Pursuit in long-horizon tasks.
L5: Full Autonomy with independent goal discovery.
Most value in L3–L4. L5 is exciting but risky.
What level are you building/using? 👇
#AI #Agents #LLM
Armin PCM retweeted
This is hilarious and also fascinating.
The Islamic Republic spent 47 years refusing to recognise Israel or even use its actual name as a country.
Now, they’re analysing its democratic elections while the programme calling it the ‘Israeli Elections’ 😂
OMG. WATCH THIS!🤣🤣
Who would have thought there would come a day where the Islamic Republic and their followers would be so passionate about Israeli elections!
The state TV in Iran is airing the Israeli elections and the host is literally explaining and analyzing as if their lives depend on it. They all are praying that Bibi Netanyahu doesn’t get elected.
Armin PCM retweeted
We generated 458,000 RL environments to train an agent on stateful, multi-step on-device tasks. We share in our preprint how we decided along which axes to enlargen our RL env corpus, via data composition scaling laws.
📄 arxiv.org/abs/2610.37648
🧵1/9
Armin PCM retweeted
how do you post-train an agent?
we laid it out as a 5-step curriculum, from SFT to RL through a real harness, with livestreams, code and docs for each step
huggingface.co/blog/huggingf…
Armin PCM retweeted
More than 40,000 men, women, and children have been murdered in cold blood for daring to demand freedom.
Every single day, the Islamic regime executes innocent people. Some of them did nothing more than connect to the internet or write a damn post on Instagram.
Many Iranians stay alive by keeping their identities hidden. They are NOT bots.
Even in exile, they live under constant threat. Some haven't seen their families in years, and speaking out publicly on social media can put their loved ones back home in grave danger.
These people have endured years of hell. For decades, they have been crushed under the boot of the world's most brutal terrorist regime. No one has the right to look down on them. They deserve respect, and they have every right to express their opinions on whatever subject they choose. They have been silenced for far too long. Their experiences speak for themselves, and we have so much to learn from their perspective.
These brave people are giving a voice to those who cannot speak for themselves. And when the time comes, they will be the ones to rise up.
We hear their voices, we stand with them, and nothing will ever break the bond between us.
Right now, there is only one priority: the fall of the Islamic regime, the elimination of its threat, and the destruction of its terrorist proxies around the world once and for all.
Armin PCM retweeted
Samaya trained Nemotron 3.5 Lightning to beat Fable 5.1 on its finance research benchmark at 9% of the cost. The model was trained on Tinker together with the harness it works in: first by imitating 8 teachers, then RL on its own mistakes.
Introducing Samaya Sterling: our first post-trained model for state-of-the-art financial research.
On FrontierFinance, Sterling outperforms Claude Fable 5.1 (58.9% vs. 55.9%) at 11× lower cost.
Using a model with just 3B active parameters, Sterling demonstrates what's possible when specialized training meets a purpose-built financial research harness.
Read the full research ↓
Armin PCM retweeted
Excited to partner with @FireworksAI_HQ on the future of specialized intelligence!!
This quoted post is unavailable.
Armin PCM retweeted
Congrats @GoogleDeepMind !!
And excited to see TB, TB-Science, and OSWorld on the model card all supported by @SnorkelAI OBG!
Armin PCM retweeted
Dear Venezuela,
You have no idea how deeply we can relate to your decades long suffering.
You have no idea how similar we are.
Armin PCM retweeted
My brave fellow Iranians,
The Islamic Republic is weaker and more fragmented than ever. It is not the same regime that ruled Iran a year ago. Its missing leader and senior officials are afraid of the Iranian people. They know that a nationwide uprising can bring their rule to an end.
This criminal regime and its Revolutionary Guards (IRGC) have dragged our country into war and put Iran’s future at risk. The IRGC controls much of the country, steals its wealth, and is responsible for much of the economic crisis and insecurity we face today.
They have left our people without enough food, without security, and without hope for the future. They are willing to destroy Iran to stay in power.
Our country has already suffered too much. We cannot allow more destruction. We must stand together and do everything we can to save Iran.
We have a clear plan to end the Islamic Republic and manage the country after it falls. Our plan will maintain security and stability, protect people’s basic freedoms, and make sure their essential needs are met.
To those serving in the military, police, and security forces: stand with the people, not the regime. Join the nation when the time comes to free Iran. Those who do so will be guaranteed safety and protection from reprisals. But those who continue to support the regime and commit crimes against our people will face justice under the law.
This time, I call not only on military and government personnel, but on Iranians from every walk of life who have had enough of this regime and seek a free and prosperous future for our country. Join us. Contact my team directly through t.me/BarkhizIranBot on Telegram and sign up today for the National Cooperation Campaign to Save Iran.
Together, we can bring the Islamic Republic to an end and build a new future of freedom, peace, and prosperity for Iran.
Long live Iran
Reza Pahlavi
ملت شریف و شجاع ایران،
جمهوری اسلامی امروز دیگر آن رژیمی نیست که یک سال پیش بر ایران حکومت میکرد. این رژیم اکنون ضعیفتر از هر زمان دیگری است و رهبرِ مفقود و دیگر سرکردگان آن، بیش از هر چیز از قدرت ملت ایران هراس دارند؛ از یک خیزش سراسری و مؤثر که به عمر این رژیم شیطانی پایان دهد.
این فرقه جنایتکار و سپاه پاسدارانِ تروریستِ آن، میهن عزیز ما را به جنگ کشانده و موجودیت ایران را به خطر انداختهاند. سلطه سپاه بر ارکان کشور و چپاول منابع ملی، عامل اصلی وخامت روزافزون وضعیت اقتصادی و امنیتی ایران است.
این تبهکاران، نه نانی برای مردم باقی گذاشتهاند، نه امنیتی و نه امیدی به آینده. آنها برای حفظ قدرت خود، حاضرند ایران و ایرانی را قربانی کنند.
اما میهن زخمخورده و رنجور ما، دیگر تابِ تحملِ خسارتهای بیشتر را ندارد. ما باید دست در دست هم بگذاریم و از هر فرصتی برای نجات ایران بهره ببریم.
ما هم برای سرنگونی جمهوری اسلامی و هم برای اداره ایران پس از آن برنامه داریم؛ برنامهای روشن با هدف حفظ امنیت و ثبات کشور در دوران گذار، تضمین آزادیهای اساسی مردم و تامین نیازهای ضروری شهروندان.
خطاب به نیروهای نظامی، انتظامی و امنیتی: به ملت بپیوندید و در روز آزادی ایران در کنار مردم بایستید تا اماننامه دریافت کنید. اما اگر همچنان در کنار سرکوبگران بمانید و در جنایت علیه مردم مشارکت کنید، در برابر قانون و عدالت پاسخگو خواهید شد.
من این بار، نه فقط از نیروهای نظامی و دولتی، بلکه از همه ایرانیان، از اقشار گوناگون، که از این رژیم به ستوه آمدهاند و خواهان آیندهای آزاد و آباد برای ایران هستند، دعوت میکنم از طریق نشانی t.me/BarkhizIranBot در تلگرام، مستقیماً با تیم من ارتباط برقرار کنند و همین امروز به کارزار همکاری ملی برای نجات ایران بپیوندند.
ما آمادهایم تا بر جمهوری اسلامی پیروز شویم و آیندهای تازه برای ایران، منطقه و جهان رقم بزنیم.
پاینده ایران،
رضا پهلوی
Armin PCM retweeted
A regime whose leader cannot even release a video of himself after months is not strong. It is weak.
The fact that we have to argue with the regime’s lobbyists in the West over something so obvious shows just how distorted the debate over Iran has become.
Armin PCM retweeted
Ahmari is evil. Why is he involved in the admin? Who is his gateway into the White House?
Iranian born Sohrab Ahmari is attacking President @realDonaldTrump again. Also, Sohrab blocked me some months ago when I first called him out for his anti-Trump rhetoric & taking $$$ from Soros.
Armin PCM retweeted
Arm the Iranian people and finish off this monstrous regime.
🚨 IRAN RULES OUT NUCLEAR TALKS IN TEHRAN UNTIL U.S. MEETS ITS DEMANDS — REUTERS
A senior Iranian official told Reuters that Iran's nuclear program will not be discussed during the upcoming talks in Tehran.
According to the official, Tehran will refuse to engage in any discussions concerning its nuclear activities until the United States “meets Iran's demands.”
The statement signals a major obstacle to diplomatic efforts to reach a new agreement between Washington and Tehran.
Iran makes clear that Washington must offer concessions before nuclear negotiations can begin.
Armin PCM retweeted
Regime change is good.
Overthrowing dictators is good.
Foreign intervention is good.
Freedom is good.
Armin PCM retweeted
Arm the Iranian people
.@IsraelHayomEng : "Israel and the US are preparing an operational plan aimed at toppling the Iranian regime and ending the rule of fear imposed by the Islamic Revolutionary Guard Corps. The assessment is that a devastating direct strike against the Iranian leadership, similar to operations carried out in the past, combined with additional military measures not previously undertaken, could set in motion a process that would ultimately bring down the regime."
israelhayom.com/2026/10/26/n…
