Macro Analyst

3.8K posts

Macro Analyst banner
Macro Analyst

Macro Analyst

@eight2sav

Finance Graduate - love Charts with Technical Charting tools & Macro Analysis, Stocks, FX, Bonds, crypto's all my own view & analysis.

Antarctica Katılım Ocak 2018
2.5K Takip Edilen810 Takipçiler
Macro Analyst
Macro Analyst@eight2sav·
If a sensible Trustworthy leader like @ImranKhanPTI would have said that then it was believable as Imran Khan is an honorable man & leader but these so called family limited parties imposed on Pakistanis by the Fascist Military are simply laughable stock so anything they say has zero value.
English
1
0
1
379
🇸🇦Abdulsalam Saleh
🇸🇦Abdulsalam Saleh@abdulslam2017·
🚨 BREAKING | Pakistan’s Foreign Minister: ​"We have clearly informed all warring parties: Saudi Arabia is a 'NO GO AREA'. No one is allowed to view it with hostile intent or target it. The Kingdom's security is our red line, and our forces stand ready under our mutual defense treaty." 🇵🇰🇸🇦 ​#SaudiArabia #Pakistan #StrategicAlliance #RedLin
English
343
1.6K
7.2K
408.5K
Macro Analyst
Macro Analyst@eight2sav·
We pray that he doesnt make any dictator a role model but set a clean example himself someday become Army Chief & stop the political interference and stop the military faciasim in Pakistan on its own people, may be Australians can teach some morality and ethics to Pakistan Army Cadets.
English
1
1
8
1.4K
Timothy Kane
Timothy Kane@AusHCPak·
Congratulations to Pakistani Army Cadet Sardar Arsam Abbas on being named the Overall Best Foreign Military Cadet at Australia’s Royal Military College, Duntroon! A proud achievement that reflects excellence and leadership, and the enduring Australia–Pakistan partnership. 🇵🇰🤝🇦🇺
Timothy Kane tweet media
English
151
1K
6K
125.5K
Macro Analyst retweetledi
Aleema Khanum
Aleema Khanum@Aleema_KhanPK·
Our family has appealed to all party office holders, senior leadership, MNAs, MPAs, and Senators to come to Adiala Jail this Tuesday to build pressure on the government to: 1. Allow immediate access for Imran Khan’s lawyers and family. 2. Transfer Imran Khan to Shifa International Hospital for proper medical examination and treatment, in the presence of specialists, his personal doctor, and family. 3. Ensure Chief Justice Dogar takes up the bail applications of Imran Khan and Bushra Bibi so they can be released from this illegal imprisonment without delay. Imran Khan and Bushra Bibi are being held in solitary confinement, one of the harshest forms of treatment in violation of Pakistani law and international human rights standards.
English
398
9K
17.4K
495K
Macro Analyst
Macro Analyst@eight2sav·
Wonderful leader showing right path to youth but social media is not sparing him as well. People must understand Imran Khan fighting this freedom War for the human development of Pakistan otherwise he would be out with deal in hands next day but people are unfairly criticizing his other party leaders who are trying to show some direction to development.
English
0
0
2
259
Waqas
Waqas@worqas·
My former president is on GitHub bro
Dr. Arif Alvi@ArifAlvi

My leader @ImranKhanPTI sits in jail with his health in jeopardy. His imprisonment weighs on us every day. But I know him well enough to say this: He would want Pakistan's young people to keep building, to take on the world. Especially in AI. Especially now, without losing sight of the political struggle, which we will not abandon. This thread is for them 🧵 — Forced to stay away from my country gave me two benefits: More time and more passion. I chose not to waste either. This is a personal account: It started with my need to transcribe my long speeches, some over thirty minutes, in mixed English and Urdu on YouTube (which gave a Hindi/Sanskrit transcript). The platforms available would do a bad job with the mix. So, I asked my coaches — ChatGPT, Claude & Gemini and I concluded to do it myself, locally, with Whisper’s large, medium & small models and other AI tools. This was completed in Dec ‘25 For the sake of open source and transparency, I am publishing it on GitHub. github.com/DrArifAlvi/you… In January ’26, I began building the Dr Arif Alvi AI Archive. An attempt to bring together everything I had said, written, read, and recorded across decades, and make it searchable, synthesizable, MINE. I built it alone. No team. No budget. Just time, curiosity, and persistence. It runs entirely on my enhanced laptop. My data never leaves it. My AI agents ingest my writings/articles; thousands of books read and summarised; millions of words of archival material; my thousands of speeches on YouTube press conferences; thousands of talk show appearances since 2000 and clips on YouTube. All scraped from the net via APIs— indexed, and alive inside my local RAG (Retrieval Augmented Generation) system that answers back. My 50,000+ tweets are searchable faster than X's own tools. Not just by keyword but semantically. None of it leaves my computer or enters the public domain, remains private. — The local LLMs answer questions, draft research briefs, synthesize across all data. When I need to reach beyond my own archive, they augment from public LLMs — ChatGPT, Claude, DeepSeek, others. I use the archive every day, updating it regularly. It has changed how I think and work. — Following are the layers of the stack — what I built is one-of-one. But what I built it from is available to every-one: ▶️ Ollama / Llama / Phi / Qwen — local LLMs running entirely on-device ▶️ Whisper — bilingual English-Urdu speech transcription ▶️ ChromaDB — vector memory across 70,000+ chunks ▶️ Sentence Transformers — semantic search across tweets, speeches, and archives ▶️ Streamlit — dashboard with dual modes: semantic search and AI research ▶️ Six LLM interfaces (ChatGPT, Claude, DeepSeek, Gemini, Perplexity, Copilot) for python scripts and for augmentation of local output ▶️ OpenClaw and GitHub — for code management ▶️VS Code — for scripts and code writing None of them are mine. The COMPOSITION is mine. — I should tell you what it took to get here. I started learning Python basics from online courses. I am not a programmer, but I reviewed and iterated over a million lines of scripts —learning, correcting, improving, understanding—just enough to keep going. I had launched Pakistan's Presidential Initiative on Artificial Intelligence in 2019. I thought I understood AI but I took advanced courses anyway. There is always more to learn, and humility about ignorance is not a weakness. It is the only honest starting point. — There are tens of thousands of students, researchers, operators, lawyers, and doctors across Pakistan and the world, quietly trying to dabble in AI right now. To them I would say: software writing is mostly done by machines today. You do not need to become a programmer. You need to understand enough to read, direct, correct and employ tools — like a symphony conductor, with an AI baton. More than anything, pick a project. Something real, something yours.🔑 Scripts fill the architecture. Concrete fills the blueprint. GET TO WORK And do not move slowly. AI tools and agentic systems are changing every single day. What was remarkable yesterday is ordinary today. Sometimes the gap is hours, not months. The people who stay ahead are not waiting to fully understand it before they begin. THEY ARE ALREADY BUILDING. — Pakistan cannot afford to fall behind in this. Not out of nostalgia for what Pakistan was, but out of economic and strategic urgency for what it must become — because our talented, hungry people can build anything when given the tools and the leadership. This is for them. START

English
18
203
1.5K
78.7K
Macro Analyst
Macro Analyst@eight2sav·
@ArifAlvi @DrAwab @ImranKhanPTI Hats Off Dr Sab, You are truly an inspiration to youth of Pakistan. keep it up & inspire many more young people to not give up in tyranny & faciasim in Pakistan.
English
0
0
0
751
Dr. Arif Alvi
Dr. Arif Alvi@ArifAlvi·
My leader @ImranKhanPTI sits in jail with his health in jeopardy. His imprisonment weighs on us every day. But I know him well enough to say this: He would want Pakistan's young people to keep building, to take on the world. Especially in AI. Especially now, without losing sight of the political struggle, which we will not abandon. This thread is for them 🧵 — Forced to stay away from my country gave me two benefits: More time and more passion. I chose not to waste either. This is a personal account: It started with my need to transcribe my long speeches, some over thirty minutes, in mixed English and Urdu on YouTube (which gave a Hindi/Sanskrit transcript). The platforms available would do a bad job with the mix. So, I asked my coaches — ChatGPT, Claude & Gemini and I concluded to do it myself, locally, with Whisper’s large, medium & small models and other AI tools. This was completed in Dec ‘25 For the sake of open source and transparency, I am publishing it on GitHub. github.com/DrArifAlvi/you… In January ’26, I began building the Dr Arif Alvi AI Archive. An attempt to bring together everything I had said, written, read, and recorded across decades, and make it searchable, synthesizable, MINE. I built it alone. No team. No budget. Just time, curiosity, and persistence. It runs entirely on my enhanced laptop. My data never leaves it. My AI agents ingest my writings/articles; thousands of books read and summarised; millions of words of archival material; my thousands of speeches on YouTube press conferences; thousands of talk show appearances since 2000 and clips on YouTube. All scraped from the net via APIs— indexed, and alive inside my local RAG (Retrieval Augmented Generation) system that answers back. My 50,000+ tweets are searchable faster than X's own tools. Not just by keyword but semantically. None of it leaves my computer or enters the public domain, remains private. — The local LLMs answer questions, draft research briefs, synthesize across all data. When I need to reach beyond my own archive, they augment from public LLMs — ChatGPT, Claude, DeepSeek, others. I use the archive every day, updating it regularly. It has changed how I think and work. — Following are the layers of the stack — what I built is one-of-one. But what I built it from is available to every-one: ▶️ Ollama / Llama / Phi / Qwen — local LLMs running entirely on-device ▶️ Whisper — bilingual English-Urdu speech transcription ▶️ ChromaDB — vector memory across 70,000+ chunks ▶️ Sentence Transformers — semantic search across tweets, speeches, and archives ▶️ Streamlit — dashboard with dual modes: semantic search and AI research ▶️ Six LLM interfaces (ChatGPT, Claude, DeepSeek, Gemini, Perplexity, Copilot) for python scripts and for augmentation of local output ▶️ OpenClaw and GitHub — for code management ▶️VS Code — for scripts and code writing None of them are mine. The COMPOSITION is mine. — I should tell you what it took to get here. I started learning Python basics from online courses. I am not a programmer, but I reviewed and iterated over a million lines of scripts —learning, correcting, improving, understanding—just enough to keep going. I had launched Pakistan's Presidential Initiative on Artificial Intelligence in 2019. I thought I understood AI but I took advanced courses anyway. There is always more to learn, and humility about ignorance is not a weakness. It is the only honest starting point. — There are tens of thousands of students, researchers, operators, lawyers, and doctors across Pakistan and the world, quietly trying to dabble in AI right now. To them I would say: software writing is mostly done by machines today. You do not need to become a programmer. You need to understand enough to read, direct, correct and employ tools — like a symphony conductor, with an AI baton. More than anything, pick a project. Something real, something yours.🔑 Scripts fill the architecture. Concrete fills the blueprint. GET TO WORK And do not move slowly. AI tools and agentic systems are changing every single day. What was remarkable yesterday is ordinary today. Sometimes the gap is hours, not months. The people who stay ahead are not waiting to fully understand it before they begin. THEY ARE ALREADY BUILDING. — Pakistan cannot afford to fall behind in this. Not out of nostalgia for what Pakistan was, but out of economic and strategic urgency for what it must become — because our talented, hungry people can build anything when given the tools and the leadership. This is for them. START
English
204
903
3K
419.2K
Awab Alvi
Awab Alvi@DrAwab·
I’ve spent years thinking I was the tech expert in the family — I was wrong 🤣 While in exile, @ArifAlvi taught himself Python and built a self hosted & self compiled AI Archive from scratch. Of his life, politics and presidency. No team, no budget—just custom code to suit his own needs, analysis and AI product As someone like myself who works with AI daily in my dental practice and also on a few other projects on the side, I’m genuinely floored. This is more than an archive; it’s a blueprint for how our local dev community should move forward to use AI tools to make sense of complexity I’m trying to convince him to post the full architecture. Watch this space. 🇵🇰
English
83
211
1.6K
209.2K
Macro Analyst retweetledi
Israel Exposed
Israel Exposed@xIsraelExposedx·
Footage shows the moment a 10-year-old girl, Marah, was pulled alive from the rubble in Gaza City after a building collapse during ongoing attacks. She is one of the lucky ones.
English
358
11.5K
18.5K
216.3K
Macro Analyst
Macro Analyst@eight2sav·
@DrDanish5 When will you stop praising Dictator? Aren't you supposed to be people's voice & demand accountability of this dictator How did he killed thousands of innocent Pakistanis who came out to demand their fundamental human rights? Hypocrisy is at peak in all you Pakistani Journalists.
English
0
0
0
7
Dr. Danish (official)
Dr. Danish (official)@DrDanish5·
#Pakistan is a great and dignified country, which holds a prominent place in the world due to its strong ideological foundations, #brave people, and professional #armed forces. Pakistan’s #military is considered among the best in the world, while its #intelligence agencies are recognized globally for their capabilities and performance. As a nuclear power, #Pakistan is also home to approximately 250 million courageous and determined people who stand like a solid wall alongside their armed forces in every difficult time. Today, the #Pakistan Armed Forces have made the country’s defense impregnable. Under the leadership of #Gen Asim Munir, Pakistan has achieved significant successes in #diplomacy, #defense, and #security, further strengthening its importance on the global stage. His dynamic leadership is being acknowledged worldwide, and Pakistan is emerging as a strong and dignified state, and has become a #major power in the region. Similarly, in the political arena, Pakistan needs strong, honest, and #truly public-serving leadership with genuine popular support—not a “#Form 47” type government that lacks the backing of the majority of the people. In the past, certain #political parties that ruled multiple times weakened Pakistan and isolated it, #damaging its importance and dignity for the sake of their own interests. The #real strength of Pakistan lies in its #people, its #armed forces, and its #strong institutions, which remain united at all times for the country’s security, sovereignty, and progress. Long live Pakistan Army — Long live Pakistan 🇵🇰 @OfficialDGISPR
Dr. Danish (official) tweet media
English
16
2
11
984
Macro Analyst retweetledi
Faiza Murad
Faiza Murad@fayezasays·
This is an SOS. An urgent appeal to the International Community, to Human Rights Organizations and to every voice that still believes in justice. Former Prime Minister Imran Khan, the most popular leader in the country and the chairman of its largest political party is being systematically denied his basic Human Rights. He has already lost vision in almost all of one eye and he is now suffering from dental issues. He is being denied access to his personal physicians who know his medical history, who his family trusts and who are best equipped to treat him. His family has repeatedly requested that he be shifted to Shifa International Hospital so he can receive appropriate care. Even more alarming is that his family has not seen him for over 6 months. Raise your voice. Demand accountability. Demand his basic Human Rights! #SpeakUpForImranKhan #FreeImranKhan @amnesty @hrw @UNHumanRights @ICJ_org @amnestysasia @BBCWorld @CNN @AJEnglish @Reuters @AP @guardian @washingtonpost @nytimesworld @SkyNews @France24_en @dwnews @AlJazeeraWorld @AlJazeera @TIME @NBCNews @CBSNews @Bloomberg @AlArabiya_Eng @CNBC @Telegraph @ABCNews @TelegraphWorld @GlobalTimesNews @VOANews @Jemima_Khan @Kasim_Khan_1999
English
75
2.3K
3.7K
37.4K
Macro Analyst
Macro Analyst@eight2sav·
Asad Sab, The pindi boys busy in other adventures somehow if pindi boys realize these core issues maybe some sense will prevail & they will handover power to the rightful elected people. Its like in space, I am probably firing in the blackhole 😄expecting from the pindi boys to give up power is the biggest joke of pakistan history.
English
0
0
0
125
Asad Umar
Asad Umar@Asad_Umar·
No local government's in Punjab for 7 & half years now. No LG in Islamabad for 5 years. Quetta without LG for 7 years. Rest of Balochistan before the current term were without LG for 3 years. Sind LG powerless and resource less. Article 140A of constitution openly being violated. Democracy is not complete without power and resources being devolved to the people at the grass roots level. Constitutional amendment to protect and empower local government's, the only way to ensure this
English
55
91
468
32.4K
Macro Analyst
Macro Analyst@eight2sav·
The whole responsibility lies on the Pindi Boys who gives these corrupt tola a protection umbrella under which these maggots can do as much corruption as they wish. The way how David Cameron gambled on the Brexit & lost total control of UK youngsters who wanted to stay in EU & flourish with many opportunities same like that Imran Khan gambled on Pakistan future by expecting from these maggots to have moral principles to uphold some part of constitution & fight in political circles but turns out these maggots turned in to FACIASIM & totally on destructive path not seeing whats ahead good or bad for Pakistan.
English
0
0
0
198
Macro Analyst
Macro Analyst@eight2sav·
Totally disagree with Ghamdi while respecting his other knowledge of Islam, Iran strikes back on all US assets because they are having independent foreign policy unlike Pakistan who is strangled by Internal Military ties with West & Arab states. Pakistan takes loans from all stakeholders in return for military support or fighting any WAR where mercenary forces are required. Ghamdi is not interpreting the current picture of the world correctly he still probably thinks that Arab states are smart to allow US bases or tech infrastructure & such narrative was destroyed by Iran in this War now most of Tech companies in world knows this & wont invest heavy infrastructure without strong guarantees from China or Russians or Iranians as long as Iran in under current leadership or having Independent foreign policy they cant be controlled & Iran, Chinese, Russians know this deeply which is why they will protect each other no matter what happens.
English
0
0
0
135
اسد
اسد@zarathustra_3·
See his dishonesty? He completely negated the 40 years of direct American interference in Iran and the root cause of the revolution. You can have a thousand differences with the Iranian mullahs, which i 100% do, but negating the root cause is dishonest.
English
55
54
274
39.2K
Macro Analyst retweetledi
Kekito
Kekito@realkekito·
Probably why they killed him.
English
854
13.8K
61.6K
2.2M
Macro Analyst
Macro Analyst@eight2sav·
Pakistan Army is the most dangerous, corrupt, mafia style structure which runs military operations inside a country silencing every voice who demands accountability of this institution. Army structure is designed this way that Western countries prefer to deal with Military instead of Democratic Govts if any exists without military influence.
English
0
2
18
646
brief.
brief.@brief_pk·
Pakistan's army has spent seventy-eight years deploying its soldiers across the world, to Gulf palaces, UN peacekeeping missions, Libyan arms deals, and now a Saudi air base, without a single parliamentary vote on any of it. The institution that accomplished all of this is also the country's largest commercial conglomerate, its most powerful political actor, and the entity that has determined the tenure of every elected prime minister since independence. The export has been very good specifically for the army. We attempt to map the entire history in one article. brief.pk/p/the-institut…
brief. tweet media
English
22
318
720
33.3K
Macro Analyst
Macro Analyst@eight2sav·
@HNadim87 Hussain the public welfare is at the bottom of the list for the current Pakistani Dictator Army Chief Asim Munir regime so they are doing whatever they want.
English
0
0
11
561
Hussain Nadim
Hussain Nadim@HNadim87·
Nothing captures the Pakistan's ruling elite apathy, disconnect with public, and obsession with geopolitics more than its decision to shut down the entire capital just to host a peace dialogue. The longer foreign media stays in Pakistan, the more they will see beyond geopolitics.
Shah Meer Baloch@ShahmeerAlbalos

‘Like living in a cage’: Islamabad stuck in lockdown as city waits on US-Iran talks Pakistani capital in pandemic-style limbo as people work from home, public transport is closed and businesses shut theguardian.com/world/2026/apr…

English
8
223
583
18.7K