逐字稿文字預覽
There are only 4 operating systems in the world that have reached 100 million users. Windows, macOS, iOS, and Android. Now the fifth one is here, and it's called HarmonyOS. A Chinese operating system whose chips were cut off by the US, blocked by Google, and mocked by the world is unable to survive 3 years. It had 60 million users half a year ago, now it has 85 million. Microsoft spent 10 billion dollars on Windows Phone and it died. Samsung made Tizen, and it died. Blackberry made Blackberry 10 and it also died. Historically, every latecomer that tried to break the operating system monopoly has failed. Only this one survived and is getting better. Let me ask you, do you think a domestic operating system sanctioned to death by the US can reach 100 million users? Type yes if you can, no if you can't. Alright, cut the small talk, let's get straight to the point. First, let's talk about the environment in which Harmony OS grew up. In 2019, the US added Huawei to its entity list, and Google cut off access to the Android system. At that time, everyone thought Huawei phones were finished. Without Google services, they wouldn't sell it all overseas. Without its own system in China, it would be over sooner or later. Then Harmony OS arrived. Back then, many mocked it, saying it was just an Android reskin, claiming China couldn't develop its own OS and that Harmony OS wouldn't last three years. Think about it. How difficult was it for Harmony OS back then? No ecosystem, no apps, no users, no developers. The whole world was waiting to see it fail. Developing an operating system isn't just about building it. You need developers to build apps for you. You need users willing to use it. You need hardware manufacturers willing to adopt this is the death loop of an ecosystem historically many companies have tried to break the operating system monopoly microsoft's windows phone samsung's tizen blackberry's 10 weren't they all giants didn't they all dump billions even tens of billions only for them all to die in the end the operating system track is a winner takes all game and latecomers have almost no chance tell me in the comments do you think any late arriving os succeeded before harmony os type yes if you do No, if you don't But HarmonyOS didn't believe in these odds It said, just because others couldn't do it doesn't mean I can't So it started step by step, beginning with IoT devices Starting from fields that Android OS didn't cover Like smart screens, watches, and car systems Building an ecosystem and accumulating users bit by bit By 2021, HarmonyOS officially landed on phones And its user base began to take off By June 1st, it had just reached 60 million users It's only been half a year And HarmonyOS has already hit 85 million users Growing by 25 million in just 6 months that's over 4 million a month or more than 100,000 a day and this was achieved against the backdrop of chip sanctions and limited production capacity for high-end phones if it weren't for the chip sanctions and if huawei phones could ship normally the user base for harmony os would be even more staggering let's take a poll gaining 25 million users in half a year do you think that's fast type fast if you think it's fast or not fast if you don't more importantly harmony os doesn't just run on phones it's a distributed operating system phones tablets pcs watches smart screens, car systems, and IoT devices. They all run on Harmony OS. If you haven't finished something on your phone, you can pick it up on your tablet, continue on your PC, or keep going on your car's screen. Seamless transition between devices. This is the real killer feature of Harmony OS. The devices launching with it range from the new Huawei Mate XT Trifold to the upcoming Mate 70 series, all flagship products. The user growth is likely much faster than I imagined. Let's see those comments roll in. What mobile system are you using now? Type,Harmony, for Harmony OS,Apple, for iOS, or,Android, for Android. I want to see the distribution. Alright,with that background covered, let's see what exactly is packed into this update of Harmony OS. Let's start with what I think is the most practical feature, Starshield Anti-Fraud. AI scams are getting more ruthless these days. With AI face swapping, you wouldn't even be able to tell if your own mother was standing right in front of you, or AI voice cloning. You hear your son's voice saying, Mom,I'm in trouble, Send money fast. it sounds exactly like the real thing. Many seniors have had their lifelong savings wiped out by a single phone call, but the new anti-fraud system in Harmony OS uses AI to counter AI, fighting magic with magic. Let me see how many of you, or people around you, have received an AI scam call. Type, yes, if you have, or, no, if you haven't. Starshield has added AI voice detection. If someone calls you using an AI cloned voice, Starshield can detect it and warn you that it's likely an AI generated voice. to clone my own voice and called a phone running harmony os as expected it immediately triggered the star shield anti-fraud alerting me that it was a high probability ai voice simulation goodness just say 100 already trying to save some face for the ai are we from ai face swapping and voice changing to identifying scam intent in calls shinden has achieved full coverage end-to-end anti-fraud sending alerts for any anomaly in the chain and it doesn't just alert you it also notifies your family whenever you hang up a risky call your family is immediately notified this is system-level capability, integrated across phone calls, MeTime, WeChat, and QQ. It also added browser anti-fraud protection to its toolkit, blocking risky websites and QR codes instantly. But the most ruthless feature is the anti-scam script protection. If someone on a call guides you to perform risky actions, like downloading an app or transferring money, Shingden will take over your phone, lock you out of control, and force you to hang up. Shin
本次執行流程與問題處理
下達指令
預期流程
- 下載與語音辨識
- 來源選擇與品質檢查
- 文字校正與句子單元
- 筆記與發布
- 公開網頁發布
1. 下載與語音辨識
工具:videonote-transcribe-url(主辨識管線:下載、Whisper 辨識與選稿)
處理:下載音訊、以 Whisper 辨識並選出最佳逐字稿
產出:yt_dlp_meta.json(影片元資料)、audio_16k_mono.wav(16kHz 單聲道音訊)、transcript.whisper.json(Whisper 辨識結果)、transcript.json(正式逐字稿)、transcript_selection_report.json(來源選擇報告)
耗時:59.8 秒
關係:依序執行
結果:完成
2. 全文快速校讀
工具:videonote_rapid_transcript_review.py
處理:先速讀完整逐字稿,再修正高可信突兀詞句並列出待確認項目
產出:rapid_transcript_review_report.json(產出檔案)
耗時:49.8 秒
關係:依序執行
結果:完成
3. 建立句子單元
工具:videonote-build-sentence-units
處理:將逐字稿切成帶時間軸的句子單元
產出:sentence_units.json(句子單元)
耗時:0.9 秒
關係:依序執行
結果:完成
4. 句子密度平衡
工具:videonote_balance_sentence_units.py
處理:平衡句子長度與密度
產出:sentence_units.json(句子單元)
耗時:0.9 秒
關係:依序執行
結果:完成
5. 時間軸稽核
工具:videonote_timeline_audit.py
處理:檢查時間軸與音訊對齊
產出:timeline_audit_report.json(時間軸稽核)
耗時:0.9 秒
關係:依序執行
結果:完成
6. 品質檢查
工具:videonote_controlled_quality.py(檢查時間軸與品質)
處理:檢查語言、時間軸與可讀性品質
產出:controlled_quality_report.json(品質報告)、language_sanity_report.json(語言檢查)
耗時:1.0 秒
關係:依序執行
結果:完成
7. 播放時間軸回填
工具:videonote_rebase_display_timeline.py
處理:將網頁播放時間軸回填為校正字幕時間
產出:display_timeline_rebase_report.json(時間軸回填報告)
耗時:0.0 秒
關係:依序執行
結果:完成
8. 逐字稿交叉檢查
工具:videonote_cross_check_transcript.py
處理:交叉檢查逐字稿與來源字幕
產出:transcript_crosscheck_report.json(交叉檢查)
耗時:0.1 秒
關係:依序執行
結果:完成
9. 來源句整理
工具:videonote_prepare_source_entries.py
處理:整理來源句子供時間軸與頁面使用
產出:sentence_units.json(句子單元)
耗時:0.1 秒
關係:依序執行
結果:完成
10. 生成筆記摘要
工具:videonote-generate-note(生成筆記摘要)
處理:生成筆記摘要與重點
產出:note.md(筆記 Markdown)、note.html(筆記 HTML)
耗時:178.7 秒
關係:依序執行
結果:完成
11. 建立筆記頁面
工具:videonote-render-html(產生筆記 HTML)
處理:產生可閱讀的筆記 HTML 頁面
產出:note.html(筆記 HTML)
耗時:0.8 秒
關係:依序執行
結果:完成
12. 發布公開頁面
工具:videonote-publish(發布公開頁面)
處理:發布到公開網站與每日列表
產出:公開筆記網址、result.json(管線結果)
耗時:0.9 秒
關係:依序執行
結果:完成
手動來源字幕
- 尚未產生
自動來源字幕
Whisper 字幕
Qwen 字幕
- 尚未產生
Parakeet 字幕
- 尚未產生
MOSS 字幕
- 尚未產生
聲學時間證據(PyAnnote / WhisperX)
- 尚未產生
校正前後逐字稿
- 校正前 transcript.json 純文字 JSON
- 校正後 transcript.json 純文字 JSON
目前待解決問題與初步改善方向
- Whisper 幻覺段落已切除
已移除 3 段幻覺內容,其餘逐字稿保留使用。;原始 Whisper 證據保留在 transcript.whisper.raw.json。
- 診斷筆記:目前沒有可可靠理解的逐字稿
asr_language_failure;wrong_language_after_segmented_asr;宣告語言與辨識結果不一致;原始證據已保留。;筆記仍已建立並可進入精進模式;未捏造影片摘要或翻譯。
- 逐字稿品質檢核未完全通過
requested_language_repair_inconclusive;保留 405 段 Whisper 逐字稿,已先行發布。
- 逐字稿語言與宣告語言不一致
已保留來源字幕/Whisper 內容並繼續產生筆記;請確認影片語言。;若語音辨識輸出英文,也會被語言檢查標記,不會覆蓋日文底稿。
- 逐字稿全文快速校讀未完成
已保留自動字幕/原始逐字稿並繼續生成筆記。;未完成的全文速讀項目可在精進模式回聽確認。;RAPID_REVIEW_STATUS=REVIEW_REQUIRED_INVALID_OUTPUT
- 逐字稿品質檢核未完全通過
{'stage': 'canonical_transcript_quality', 'action': 'published_with_warning', 'signals': ['transcript_selection_not_resolved', 'asr_language_mismatch:zh']}
- Qwen3-ASR 未完成,需確認 qwen_asr_lab 環境與音訊後重試精進模式。