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Chier Hu
United States
เข้าร่วมเมื่อ 22 พ.ย. 2014
🧑🏻🎨 Teaching Computer Science, Machine Learning, 💡 Data Science Through 👁️ Visuals. 🎞️ recorded my train of thought 💭
Examples of mapping human memory systems to AI mechanisms
Examples of mapping human memory systems to AI mechanisms
มุมมอง: 5
วีดีโอ
Human Memory and Its Mapping to LLM / AI Systems
มุมมอง 1116 ชั่วโมงที่ผ่านมา
Human Memory and Its Mapping to LLM / AI Systems
Chain of Hindsight teach LLM to learn from past mistakes using feedback
มุมมอง 1621 ชั่วโมงที่ผ่านมา
Chain of Hindsight teach LLM to learn from past mistakes using feedback
self-reflection + dynamic memory enhance LLM agent's reasoning: Reflexion framework
มุมมอง 19วันที่ผ่านมา
self-reflection dynamic memory enhance LLM agent's reasoning: Reflexion framework
Reflexion Framework enhances LLM agents by equipping them with dynamic memory + self-reflection
มุมมอง 6414 วันที่ผ่านมา
00:30 The ReAct Framework: The Starting Point 01:54 Introducing Reflexion: Enhancing ReAct with Self-Reflection 02:34 The Heuristic Function: Detecting Inefficiencies and Hallucinations 03:48 Self-Reflection Mechanism: Learning from Mistakes
Self-Reflection by HotpotQA When doing Knowledge-Intensive Task
มุมมอง 914 วันที่ผ่านมา
Self-Reflection by HotpotQA When doing Knowledge-Intensive Task
Self-Reflection by AlfWorld Environment when doing Decision-Making Task
มุมมอง 1214 วันที่ผ่านมา
Self-Reflection by AlfWorld Environment when doing Decision-Making Task
Framework of LLM autonomous agent system: combines LLM + 4 components, #llmagents
มุมมอง 13814 วันที่ผ่านมา
00:24 Planning 02:30 Memory 03:38 Tools 04:53 Action smallpdf.com/file#s=01133f57-69f3-4430-8180-771d3e29ef22
4 Methods to Decompose tasks when LLM agents planing
มุมมอง 2314 วันที่ผ่านมา
00:41 Chain of Thought 02:29 Tree of Thoughts 04:58 Simple Prompting 06:31 Planning with an External Planner
challenges when building and evaluating coding agents #LLMagents
มุมมอง 4721 วันที่ผ่านมา
challenges when building and evaluating coding agents #LLMagents
5 levels of automation in software development: parallel to 5 levels of self-driving #llmagents
มุมมอง 2421 วันที่ผ่านมา
01:29 Level 0 - No Automation: Manual Coding 02:12 Level 1 - Driver Assistance / Code Completion: Copilot/Cursor Code Completion 03:00 Level 2 - Partial Automation: Copilot Chat Refactoring 04:01 Level 3 - Conditional Automation: DiffBlue Test Generation, Transcoder Code Porting 05:10 Level 4 - High Automation: Devin/OpenDevin End-to-End Development 06:17 Level 5 - Full Automation: ???
Small Errors in Autonomous Agents Can Cause Catastrophes in Real-World #LLMagents
มุมมอง 3321 วันที่ผ่านมา
00:22 Autonomous File Management Systems 01:44 Automated Trading Systems in Finance 03:00 Autonomous Vehicles
10 cases of malicious use of language agents presents significant security risks
มุมมอง 1621 วันที่ผ่านมา
00:15 Automating Sophisticated Phishing Attacks 01:26 Injecting Malicious Code into Websites 02:30 Bypassing Traditional Security Mechanisms 03:31 Manipulating Automated Systems 04:31 Causing Benign Agents to Misbehave 05:31 Coordinating Distributed Denial of Service Attacks 06:44 Social Engineering on a Massive Scale 07:58 Weaponizing Misinformation and Deepfakes 09:15 Triggering Harmful Actio...
Why AI Struggles in the Physical World, but Thrives Digitally: From Reinforcement Learning to LLM
มุมมอง 7028 วันที่ผ่านมา
00:26 Reinforcement Learning 02:42 language agents 06:49 General Artificial Intelligence
structured ladder of job automation opportunities for LLM agents
มุมมอง 2728 วันที่ผ่านมา
00:36 Robustness for Tedious Digital Labor 04:17 Collaboration and Communication Skills for Human Interaction Jobs 07:37 Exploration for Creative or Knowledge Endeavors
3 levels of agents: Text Agents vs LLM Agents vs Reasoning Agents
มุมมอง 32หลายเดือนก่อน
3 levels of agents: Text Agents vs LLM Agents vs Reasoning Agents
intermediate steps: How AI Breaking Down Complex Math Problem with Natural Language
มุมมอง 17หลายเดือนก่อน
intermediate steps: How AI Breaking Down Complex Math Problem with Natural Language
Last Letter Concatenation: distinction between traditional ML and modern LLM
มุมมอง 60หลายเดือนก่อน
Last Letter Concatenation: distinction between traditional ML and modern LLM
Last Letter Concatenation: Simple for Humans, Challenging for AI, Symbolic vs. Pattern Recognition
มุมมอง 24หลายเดือนก่อน
Last Letter Concatenation: Simple for Humans, Challenging for AI, Symbolic vs. Pattern Recognition
Reasoning- Missing Piece in Machine Learning: Why AI Struggles with Few Examples
มุมมอง 21หลายเดือนก่อน
Reasoning- Missing Piece in Machine Learning: Why AI Struggles with Few Examples
How Language Revolutionized AI Agents: From Sensors to Language, from Russell & Norvig to Today
มุมมอง 55หลายเดือนก่อน
How Language Revolutionized AI Agents: From Sensors to Language, from Russell & Norvig to Today
modern language agents VS earlier AI agents: how they interact with different environments
มุมมอง 39หลายเดือนก่อน
modern language agents VS earlier AI agents: how they interact with different environments
LLM Memory: Long-Term & Working Memory in AI Agents
มุมมอง 61หลายเดือนก่อน
LLM Memory: Long-Term & Working Memory in AI Agents
Wittgenstein: How AI Challenge Rational World, Victory of Vagueness, Why We Can't Define Everything?
มุมมอง 692 หลายเดือนก่อน
Wittgenstein: How AI Challenge Rational World, Victory of Vagueness, Why We Can't Define Everything?
How AI Dialogue Help You Find What You Really Want/ Realizing Your True Needs: From Unclear to Clear
มุมมอง 382 หลายเดือนก่อน
How AI Dialogue Help You Find What You Really Want/ Realizing Your True Needs: From Unclear to Clear
how the pivot is selected impact on RANDOMIZED-SELECT expected running time
มุมมอง 1012 หลายเดือนก่อน
how the pivot is selected impact on RANDOMIZED-SELECT expected running time
helpful partitioning pertains to the RANDOMIZED-SELECT to reduce the size of the subarray
มุมมอง 282 หลายเดือนก่อน
helpful partitioning pertains to the RANDOMIZED-SELECT to reduce the size of the subarray
Role of Pivot Elements in Algorithm Efficiency: Randomized Selection Dynamics
มุมมอง 412 หลายเดือนก่อน
Role of Pivot Elements in Algorithm Efficiency: Randomized Selection Dynamics
linear expected running time of the RANDOMIZED-SELECT algorithm and why it is effective on average
มุมมอง 732 หลายเดือนก่อน
linear expected running time of the RANDOMIZED-SELECT algorithm and why it is effective on average
Why RANDOMIZED-SELECT Has a Quadratic Worst-Case Time
มุมมอง 482 หลายเดือนก่อน
Why RANDOMIZED-SELECT Has a Quadratic Worst-Case Time
your account is very great and interesting.. only 2 mins in but. I find this to be an interesting dichotomy. A U.S. Citizen who fantasizes about living in China because of gripes with liberalism, e.g. people who are averse to trans stuff, and so on. They would prefer more cultural homogeneity, and nationalism, etc. A Chinese Citizen who fantasizes about living in USA because of gripes with authoritarian CCP (generally you wouldn't know until you move, which makes this case a bit more interesting). They would prefer more freedoms, and diversity, etc. I'm more on the US side, I feel that there has been a lot of chaotic factors in the process of liberalism, that overtime will lead to its destruction. The grave issue to me is how the Uniparty functions in the USA, vs in China. I believe both are authoritarian, in a sense I believe every state is a dictatorship. But, I believe the US issue is they use the notion of "free speech, free debate, liberty in the sense of liberalism, etc.", to act as if there is more differing viewpoints then there really is, and what is politically viable is quite narrow insofar as it enriches establishment bureaucrats based off whatever lobbying group is most powerful. This dishonesty, is central to why I think I would prefer a state like China. In my eyes, I think China is honest about their dishonesty in a way. OFC they try to cover stuff up, but, e.g. they call their media 'propaganda', literally. The USA, the media is propaganda, but, the propaganda is only whatever the other side is on, my side ofc is not propaganda! This strategy is used by the elite class, to divide the masses on real issues. That being said, if I was born in China, I can easily be seeing myself on the other side. This Schopenhauerian tendency for an individual to will a land that is antithetical to their homeland, is very interesting. Is it always a grass is greener on the other side, or is there truly one nation in the right?
the best most effective explanation i've seen on a LC problem ever. BRAVO.
Only job is devil is to gather and anihlate the better because going up is hard. Stay low stay secure ❤
Nice video! At 5:47, how did you get that it converges to 2?
nice
God bless you.🙏
The King James Version, Douay-Rheims, and Orthodox Study Bible are the best English translations. Holy Peshitta Bible Translated is good too. Godspeed, Brother.🕎✝☦
The Chinese Christians are encouraging us more to go closer to Jesus Christ, pastor Mark from PNG.
*SELFHATING WH!!EWORSHIPPINGBANANATRASH FROM SELFHATING WH!!EWORSHIPPINGBANANATRASH. *
Do make a video explaining the expected running time to be theta(n).
You just made my concepts more clear and its so good for revision purpose. Thankyou
Please pass onto your Christian brothers and sisters in China, our prayers and Masses in Australia, offered for you. We don’t hear much about your plight, other than the lies coming from the CCP. Thank you for your video, and for your courage !
Images of Jesus Christ & His divine words are imprinted in your hearts. He who formed our eyes, does He not see? He who formed our mind, don't understand? May the good Lord give you Strength & resilience not to be crushed in spirit. God bless you all.
Please talk more.
Thank you for the talking the current situation of China.
United States are tampering with the Christian faith for Centuries till it became totally different religion. why not China??
Dio possa sollevare il Suo popolo santo in una nazione di peccatori, governati da uomini malvagi al soldo di Satana! Maria Santissima vi sostenga, vi renda forti nella fede e migliori degli avversari in tutto! San Benedetto e San Michele arcangelo esorcizzino la Cina dove il demonio impera, tanto è vero che il simbolo della Cina è il dragone rosso
READ ⬇️ The Most Important Message: Ancient Of Days & Jesus came together to send me a message as one. He propped me up in my bed half asleep to fully awake & placed His message directly into my mind/existence & moved my fingers to write this (it felt like I was vibrating in His light & He won’t let me forget it - it’s like I memorized it in a couple minutes verbatim): ‘I was asked to call God, as he gave me the command. After I complied & asked for a call he answered & gave me a phone call. I was in disbelief for two seconds then I held up water in a white porcelain cup filled near the rim & listened to his still and quiet voice from the lips of the ripples of the waters.’ The message is as follows. He said: “Hello Michael. I wanted to congratulate you on your achievements. You have performed as you ought. You are set to the mission of spreading my word. You have resisted the enemy at all turns, even now you take up my sword & armor resisting the enemies lies fed into your ears. You have proved yourself to be a lion in my tribe of Judah. I have sent you upon this world to judge through sight on how wicked they have become as I calibrate my scales. What you are is not what you will become, no you are one of my sons. Be steadfast and relay these as warnings to come. 1. Any wicked man who should try to move another mountain is dumb. (Creating towers of Babylon around the world.) - There’s 22,000+ ‘towers of babel’ skyscrapers in the world & ‘babel translating’ computer towers! 2. Making a mountain out of a mole hill is a war that will never be won. (God sees this wicked generation as a molehill which will be leveled & overthrown.) - The ‘pride’ Sodom & Gomorrah movement. 3. All those that are wicked are the ones who deny my son (Jesus). (Self explanatory.) - Those who aren’t reborn in Christ nor accept His ways. 4. All those who pickup arms will die by the gun. (Those who should try to keep their lives shall lose it.) - Israel’s aggressive nationalist foreign policy, Islamic terrorists & patriotic ‘prideful’ gun-toting Americans. 5. All things I do for my pleasure but some of it is not fun. (God does not enjoy chastising his children with punishment.) Jesus & I have begun to sow reparations for the wickedness which has been sown. Thank you Michael. ♥️”
读书⬇️最要信息。 Ancient Of Days 与 Jesus 同行,为一体而发一息。 他把我支撑在床上,半睡半醒,把他的信息直入我的脑海/存,并移我的手指写这篇文章(觉得像我在他的光芒中振动,他不让我忘他 - 就像我在几分钟内逐字记它): "我召上帝,以我命之也。 既从我而求打电话,彼接听而与我电话。 余难以置信两秒钟,然后以水举贮白瓷杯中,杯近边,听其从水漪中静声。 消息如下。 曰:: "尔好,迈克尔。 予欲贺尔成功。 汝已用之。 你被设定为传我的话命。 你到处拒敌,如今你把剑甲拒敌,谎言已输你耳里。 你已证明你是我犹大支派的一头狮子。 吾使汝辈来此世界,以视决之,犹我校准吾天平也。 你现在的样子不是你将要成形,不,你是我的儿子之一。 坚定不移,以为将来之戒。 1.恶人试移一山皆愚。 (于世界各地造巴比伦塔。 - 世界有 22,000+ 座"巴别塔"摩天大楼与"巴别塔译"计算机塔! 2.以田鼠山造山,不胜之战也。 (上帝视厥恶为田鼠山,夷为平地。 --"骄"所多玛与蛾摩拉动。 3. 凡邪人皆非吾子(耶稣)者也。 (不言自明。 --其不在基督重生,亦无受祂道者。 4.诸兵者皆死枪口。 (其当试保生者将失之。 以色列咄咄逼人之民族主义外交政策,伊斯兰恐怖分子爱国之骄人美国。 5.吾所为者,皆为吾乐也,而其中非有趣也。 (上帝不好罚其子。 耶穌与我已經開始為已種下邪惡播下賠償償備。 谢迈克尔。 ♥️”
Broh whhhy arhe youhhhh thalking lhike thisshhhh.
God bless you brother I'm from India and I stand with you
Good work! GOD Bless u!
God bless you brother
διαβασαμε το κειμενο τι να πουμε βρηκατε την πιστη σας μεσα στον παχυ κουμουνισμο τωρα βγαλτε ακρη ασχημα δεν ειναι να λατρευτε τον τζι πινγκ αφου ειναι θεος της υλης μεν αλλα αναγνωρισμενος θεος!
I love chinese people.....God save them.....Jesus save them❤️❤️❤️❤️🙏🙏🙏🙏🙏🙏
Yes, I've been watching this for years and I don't want to minimize it...I want to send you some Chinese Christian songs. You know who is stronger than all these political persons. Jesus Christ is the very substance of truth - These people in power are like grass...today they are there, tomorrow they will be mowed. th-cam.com/video/pV-aYCjQBaM/w-d-xo.html th-cam.com/video/xa1saiWejjo/w-d-xo.html
We Need to stand up for China!!🙌🙏🥰
I prefer a National and public Church over a Private and individualized association posing as Church under liberalism !
Prayers for every Christian from Grenada west indies 🙏
You laugh so evilly
Good video. 😊 I subscribed and shared. Keep making content and I'll keep watching and liking. Good day to you.
I appreciate the post. Looking forward to more videos!
Thank you so much for sharing! God bless you. I love China but don't like the CCP. I studied Chinese for 10 years in school.
When speaking of the protestant religion the background shows a crucifix with Jesus on the cross. That is catholicism, protestants use a bare cross.
Sad to hear how hard it is in China. Which denominations are the churches? Stay strong and Christ will help you☦❤🩹. Check out orthodoxy ☦ if you haven't yet☦
You need to talk really quietly on a TH-cam about China especially if you are in the US! Trust me, I wouldn't lie.
Many Chinese "Running Dogs 走狗" are trying to discredit the CPC by posing videos to brainwash viewers in every possible way. This sort of behaviour is a low class act and despicable. There are many ways that they can make a few quids, but not in this way.
This is so much crap. Anti china chinese must be one of the worst betrayals, absolutely disgusting.
I can google this on my own later, but were most of these created around the same time? Or have more been created as the CCP has felt a greater need for control?
Total non-sense
If the USA wasn't able to keep China in check. The CCP would take over everything on the planet they wanted. It would be Hitler's dream come true with computers
Can you give an approximation, how many stuff has each this institution?
Directly or in other branches run by the same NGO?
@@RickBlaine Directly + NGO. All that China finances. The problem is that it seems to be preety costly. How much time will China be able to supports this expenssive system if it is isolated by the West?
How many countries has bombed china like the us and israel?
非常棒的总结
It seems like you made up many stories......I guess you failed to get the green card yourself? Therefore you hope your trash talk to your own country would make you eligablly stay in the states. So pathetic.
Fake, this guy just want to get a asylum green-card and make up these fake stories.
It doesn't matter. Just look at what happened in ex communist states. They are the bastions of Orthodox Christianity. Faith is like a plant seed paved over dull and lifeless concrete. Eventually it'll split that concrete open and burst with new life.
Christianity must be spreading like a California brush fire in China, or else the government wouldn’t be doing these desperate measures.🤔🤔🤔🤔
Chinese have a history of making use of religions for the purpose of bloody revolution. The death toll of Tai Ping Tan Guo (a fake Christianity cult) caused a death toll of 75 million. At the cost another 50 million human lives, the Chinese chose to overthrow the ROC which is a country of freedom of religion and with its president and first lady being Christians. Today's CCP government knows that they need religious people, but not in an uncontrolled manner possibly just for the sake of those Chinese died in vain.
Should I trust you when you said something like this or should I go to China to have a look ? What did you reckon ?