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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
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…
Armin PCM retweeted
I wanted to see scenes like this in Iran when @PahlaviReza returns
Armin PCM retweeted
"BeNice! Closing Looping’s Inference-Memory Gap via KV-Sharing"
Looped Transformers reuse the same layers multiple times to improve performance without adding parameters, but their KV-cache memory still grows with every loop.
This paper proposes a training method that lets different loops reuse the same KV-cache without losing accuracy, by combining stochastic-depth pretraining with a fine-tuning objective that makes earlier loops compatible with the final loop's cache.
On a 1.3B model, KV-sharing reduces total GPU memory usage by 66.2% in a tested configuration. In simulated long-context workloads, it also improves throughput by up to 23.6% and reduces 90pt time-to-first-token by 83.6%, while preserving model quality.
alphaxiv.org/abs/2610.31633
Armin PCM retweeted
There’s more to System One decision models than Jev.
These 15 models are worth a closer look:
▪️ Jeva
▪️ Prism-1
▪️ Bongard
▪️ Verdict (multi-question)
▪️ VideoJev
▪️ MJev-Spatial
▪️ AudioJev
▪️ MetaEncoder
▪️ FastJEV
▪️ SanSi (looped)
▪️ StartLux-Decision
▪️ System X (decision-to-text hybrid)
▪️ Intern-Decision (multimodal)
▪️ FunDM (distilled)
▪️ LAVOIR
Check out our quick guide to what each brings, how it works, and where it fits: turingpost.com/p/exploring-s…
Armin PCM retweeted
Mr. President,
Sohrab Ahmari is a Trump-hating POS propagandist who is involved in your administration, undermining your foreign policy and agenda. He should be banned from any further involvement and from the White House.
The veep's "pro-life New Dealer" pal @SohrabAhmari, whose @compactmag has received $450K from George Soros's Open Society Foundations, says President Trump has "lost it."
More of The Vanceguard will start letting it slip that they can't wait to move on... jasonahart.substack.com/p/th…
Armin PCM retweeted
Extremely tense situation.
All of Iran's future now lies with the Israeli elections and who wins. I would argue Iran will be far more affected by these elections than Israel.
90 million people holding their breath.
Armin PCM retweeted
.@MariaCorinaYA, welcome home.
Your return to your homeland must fill you with joy as it inspires Venezuelans and all those fighting for democracy around the world.
The people of Iran stand with the people of Venezuela. When our nations are free, we will be steadfast friends.