敲黑板！吳恩達 LLM Agent 工作流 Prompt 精華全解析
在詳解和實測吳恩達 4 種 Agentic 工作流之中，我測試了各種框架諸如反思、工具調用、規劃、多智能體，在學習了其中各種 Prompt 設計後，有了一些新的認識。 對於特定的任務來說，沒有萬能的 Prompt，只有一些通用的模式，要完成這個任務還需要這個任務特定的 Example。另外，你一定要 PUA 它，強烈的鼓勵它，使用類似 MUST、獎勵等字眼來 PUA 它，這樣能讓大模型更好的跟隨 ⌘ Read more
一文徹底搞懂 Transformer - 總體架構
圖片*****Transformer**一、RNN 編碼器 - 解碼器架構__******序列到序列模型（Seq2Seq）：Seq2Seq 模型的目標是將一個輸入序列轉換成另一個輸出序列，這在多種應用中都具有廣泛的實用價值，例如語言建模、機器翻譯、對話生成等。 圖片******Seq2Seq******RNN 編碼器 - 解碼器架構：**Transformer 出來之前，主流的序列轉換模型都基於 ⌘ Read more
一文了解 AI Agent（智能體）
*****一、前言**AI Agent（人工智能代理）是上半年一個火熱的話題。筆者最近對相關概念進行了學習與研究，期間也通過智能體開發平臺成功搭建了一些有趣的 Agent。所以計劃通過本篇文章，跟大家分享筆者對於 AI Agent 的些許理解。**二、AI Agent 是什麼**AI Agent，即人工智能體，是一種能夠感知環境、進行自主理解、決策和執行動作的智能實體。簡單理解，是一種基於大語言模 ⌘ Read more
爲什麼需要向量化執行引擎
前言–在一些前沿數據庫中，經常可以看到一個很火的詞彙——向量化執行引擎，比如 ClickHouse、DuckDB、Doris 等等，我對這個概念一直還停留在淺顯的理論層面，一直沒有機會深入，藉此機會，好好捋一捋這個高大尚的詞彙，什麼是向量化執行引擎。傳統數據庫執行器——–早期數據庫受限於硬件，內存和 CPU 等都十分昂貴，所以大多數數據庫執行器都採用傳統的火山模型，火山模型又稱 Vol ⌘ Read more
微服務系統架構設計
隨着互聯網技術的發展，微服務架構逐漸成爲企業級應用系統設計的主流選擇。我將以一份詳細的微服務系統架構圖爲例，分享如何設計一個高效、穩定的微服務系統。一、系統整體架構在我的設計中，系統分爲外網和內網兩部分。外網主要處理客戶請求，通過 Nginx 進行負載均衡和流量轉發，而內網則負責實際業務邏輯和數據處理。二、外網部分客戶端：支持多終端接入，包括 PC、手機和平板等，爲用戶提供便捷的訪問方式。 ⌘ Read more
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案例解析：RAG 的盡頭是 Agent
AI 進化論：從 RAG 到 Agent，智能體如何重塑未來世界© 作者 |Blaze來源 | 神州問學引言 隨着 ChatGPT、ChatGPT-4 等的發佈，我們徹底被大模型（LLM）的魅力所征服，越來越多的公司和企業開始聚焦大模型技術的研發和使用，爲我們的日常生活帶來了極大的便利。但是，大模型同樣面臨着時效性、準確性等各種問題，如何讓 LLM 變得更好？如何解決 LLM 所面臨的挑戰？如何 ⌘ Read more
Spotify, Stop Trying to Become a Social Media App
The music streaming service has added a comment function under podcasts. Who is it for, anyway? ⌘ Read more
Kuo: Expectation That Apple Intelligence Will Drive iPhone 16 Sales ‘May Be Too Optimistic’
Apple does not appear to have increased iPhone 16 orders despite reports to the contrary, according to Apple analyst Ming-Chi Kuo. Kuo cites recent earnings reports from Apple suppliers TSMC and Largan as evidence.
… ⌘ Read more
Growing Evidence of ‘Harm’ From Social Media, Says Surgeon General
Emily Hutto, Associate Video Producer - MedPage Today
_Stephan: Social media with its torrent of misinformation and lies, AI generated fake audio, and fake porn, its use to make classmates and fellow workers humiliated and hurt is, as the Surgeon General of the United States spells out, causing great social damage. Through it all the Congress sits on its hands and does nothing. Social media i … ⌘ Read more
The World’s Problems Explained in One Issue: Electricity
TREVOR JACKSON, - The Nation
_Stephan: Here you see an excellent analysis of why so many countries in the world are being so slow to prepare for climate change. Simple answer: Because profit is the only priority that matters. As this piece describes to exit the carbon era, the electrical systems cannot be principally petroleum fueled as they are in the United States. As the author says, “The idea that markets … ⌘ Read more
The American republic is crumbling before us – and Democrats must share the blame
Owen Jones, Columnist - The Guardian
_Stephan: Throughout the day I have watched different channels cover the Trump Republican Party convention. It is astonishing. Every person speaking at the convention does nothing but lie and spread misinformation. I have never seen anything like it. Meanwhile Biden is diagnosed with Covid and we have only 110 days until the … ⌘ Read more
Almost two-thirds of Democrats want Biden to step down, poll finds
Ivana Saric, Staff Writer - Axios
_Stephan: I think Biden should announce his retirement. He would leave and history would see him as perhaps the most successful President since Franklin Roosevelt. If he stays and loses I think history will revile him for for letting his ego and his family’s egos put himself above his nation’s best interests. If he stays and wins it will be seen as one of t … ⌘ Read more
Vietnam files UN claim to extended continental shelf in South China Sea ⌘ Read more
Newly Discovered Moon Caves Could One Day House Astronauts
Analysis of lunar imagery has ended a longstanding debate over whether there are accessible underground areas on the Moon; an emptied lava tube in the Sea of Tranquility is of particular interest. ⌘ Read more
Observations detect a nearby hypervelocity stellar/substellar object
Using the Keck II telescope, astronomers have detected an object that may be a brown dwarf or a low-mass star, exhibiting a very high radial velocity. The object, designated CWISE J124909.08+362116.0 is located some 400 light years away. The finding was reported July 11 on the pre-print server arXiv. ⌘ Read more
Russia welcomes Vance’s views on Ukraine after Trump VP announcement ⌘ Read more
Ex-North Korean diplomat appointed a vice minister in South Korea, the highest post for any defector ⌘ Read more
‘Saint or devil’: return of wolf stirs debate in Europe
Who’s afraid of the big bad wolf? Well, quite a few European governments, it seems. ⌘ Read more
Apple Intelligence Not Trained on YouTube Content, Says Apple
Apple on Thursday addressed concerns about its use of AI training data, following an investigation that revealed Apple, along with other major tech companies, had used YouTube subtitles to train their artificial intelligence models.
The investigation by _[Wired](https://www.wired.com/story/youtube-training-data-apple-nvidia-anthropic/ … ⌘ Read more
Rust 異步編程指南：掌握 Futures-rs 從入門到實戰的詳細教程
引言–Rust 語言以其高性能和內存安全性而聞名。而在現代應用程序開發中，異步編程已成爲一種必要技能。Futures-rs 是 Rust 提供的一套強大的異步編程工具集，可以幫助開發者輕鬆地編寫高效的異步代碼。本文將帶領你一步步地深入瞭解 Futures-rs，從基本概念到實戰應用，最終掌握這項強大的技能。什麼是 Futures-rs？—————Futures-rs 是一個 ⌘ Read more
大白話！解析大模型原理！
LLM 的工作原理對大多數人來說是個謎。雖然它們本質上在於 “預測下一個詞”，並需要大量文本進行訓練，但具體細節往往令人困惑。原因在於這些系統獨特的開發方式：基於數十億詞彙訓練的神經網絡，不同於傳統的人類編寫的軟件。儘管沒人完全理解其內部機制，但研究人員正努力探索。本文旨在以非技術、非數學的方式解釋 LLM 的工作原理，包括詞向量、Transformer 模型及其訓練方式，以及爲何需要海量數據來取 ⌘ Read more
Golang 實現坦克世界
Golang 實現坦克世界項目地址: https://github.com/gofish2020/tankgame 歡迎 Fork && Star遊戲效果—-本項目基於遊戲引擎 Ebitengine 開發，這裏有很多的實例 https://ebiten-zh.vercel.app/examples/ 便於邊學邊用程序下載到本地，直接 go run main.go即可看效果。開發使用的go1.2 ⌘ Read more
LLM 基礎模型系列：Fine-Tuning 總覽
` 文｜龐德公編輯｜郭嘉由於對大型語言模型，人工智能從業者經常被問到這樣的問題：如何訓練自己的數據？回答這個問題遠非易事。生成式人工智能的最新進展是由具有許多參數的大規模模型驅動的，而訓練這樣的模型 LLM 需要昂貴的硬件（即許多具有大量內存的昂貴 GPU）和花哨的訓練技術（例如，完全分片的數據並行訓練）。幸運的是，這些模型通常分兩個階段進行訓練——預訓練和微調。其中前一個階段（要）昂貴得多。鑑於 ⌘ Read more`
大模型應用框架：LangChain 與 LlamaIndex 的對比選擇
開發基於大型模型的應用時，選擇合適的應用框架不僅能顯著提高開發效率，還能增強應用的質量屬性。這類似於在 Windows 上開發傳統軟件服務時從 MFC 過渡到. NET Framework，或在 Linux 服務器端使用 Java 語言時採用 Spring 及 Spring Boot 框架，以及在 Web 前端開發中選擇 VUE、React 或 Angular 等多樣的框架。面對基於大模型的應用開 ⌘ Read more
Terraform 工作流程：合併前應用 vs 合併後應用
如果您曾經管理過雲基礎設施, 您可能遇到過 Terraform, 這是該領域最流行的基礎設施即代碼工具。2023 年, Hashicorp 配置語言 (HCL) 再次成爲 GitHub 年度 Octoverse 報告
Foreign minister says Russia has ‘irrefutable evidence’ journalist Evan Gershkovich is a spy ⌘ Read more
Human Rights Watch finds Hamas guilty of war crimes on Oct. 7 ⌘ Read more
Pompeii skeleton discovery shows another natural disaster may have made Vesuvius eruption even more deadly
Almost 2,000 years ago, Pliny the Younger wrote letters describing the shaking ground as Vesuvius erupted. Now, a collaborative study led by researchers from the Istituto Nazionale di Geofisica e Vulcanologia (INGV) and Pompeii Archaeological Park has shed light on the effects of seismicity associated with the 79 CE eruption. ⌘ Read more
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(#22exukq) @bender@bender Yeah I dunno wtf this feed is 🤣 Looks like a gopher feed. Either their client is fucked up, or this is just pure …
@bender @twtxt.net Yeah I dunno wtf this feed is 🤣 Looks like a gopher feed. Either their client is fucked up, or this is just pure spam 🤔 Anyway found some bugs in yarnd that I should fix because of this feed. ⌘ Read more
President Joe Biden has tested positive for Covid-19 ⌘ Read more
Alleged ‘Maniac Murder Cult’ Leader Indicted Over Plot to Kill Jews
US prosecutors have charged Michail Chkhikvishvili, also known as “Commander Butcher,” with a litany of crimes, including alleged attempts to poison Jewish children in NYC. ⌘ Read more
(#raanwfq) @movq Same
@movq @www.uninformativ.de Same ⌘ Read more
There’s Still Time to Shop the Best Prime Day TV Deals
Our favorite TV deals and home theater deals from Amazon’s big sales event. Find deals on TCL, Hisense, LG, Samsung, and more. ⌘ Read more
Russia’s vast stocks of Soviet-era weaponry are running out. It may have to scale back its offensive in Ukraine. ⌘ Read more
I Can’t Believe These Prime Day Outdoor Deals Aren’t Sold Out
Less than 12 hours left to snag the best deals on water bottles, bikes, action cameras, and camping gear before I turn off your phone and make you go outside! ⌘ Read more
312 Absolute Best Prime Day Deals That Are Still Going Strong
From laptops, tablets, phones, and smartwatches to Amazon Echo Dots, these are the best Prime Day deals and the biggest discounts on all your favorite WIRED gear. ⌘ Read more
No. Microsoft Did Not Lay Off All DEI Staff.
Only one DEI team was axed (of many). Microsoft continuing all DEI policies. ⌘ Read more
Poland has NATO’s third largest military, new figures show ⌘ Read more
Wildfires in South Africa are set to increase: How legal action can help the country adapt better to climate change
As climate change drives temperature increases and lower precipitation in southern Africa, research has found that there is likely to be an increase in the number of wildfires in regions that are already hot, dry and water scarce. ⌘ Read more
It’s Not Too Late to Buy the Oura Ring on Sale
If you’ve ever wanted to get your hands on—and in—one of the best smart health rings, this is your chance. ⌘ Read more
France has imposed a hijab ban on its Olympians, sparking outrage from human rights groups ⌘ Read more
301 Absolute Best Prime Day Deals That Are Still Going Strong
From laptops, tablets, phones, and smartwatches to Amazon Echo Dots, these are the best Prime Day deals and the biggest discounts on all your favorite WIRED gear. ⌘ Read more
Live and Direct: The Best Prime Day Deals of 2024
The best Prime Day Deals are flying fast and furious for the next two days. We’re tracking deals on products we’ve tested and reviewed. ⌘ Read more
The 5 Best Prime Day 2024 TV Deals Curated By WIRED’s A/V Experts
Our favorite TV deals and home theater deals from Amazon’s big sales event. Find deals on TCL, Roku, LG, Samsung, and more. ⌘ Read more
The Top 5 Prime Day Kindle Deals—Plus More Amazon Devices (2024)
Amazon’s shopping holiday is the best time to buy some of the brand’s devices that we love. ⌘ Read more