Real Figures · Real Talk · Real Test. A Hong Kong 80s working man bearing neutral witness to the AI tide.https://typinghand.win/enhttps://typinghand.win/en/ai-era/issue-2026-06-28/https://typinghand.win/en/ai-era/issue-2026-06-28/Narration-of-Thought (NoT) inference-time scaffolding, intent-aware training for LLM safety, speculative decoding accelerates LLM inference. Weekly AI ecosystem intelligence.Sun, 28 Jun 2026 00:00:00 GMTai-erahttps://typinghand.win/zh/ai-era/issue-2026-06-28/https://typinghand.win/zh/ai-era/issue-2026-06-28/思維敘事（NoT）推理時腳手架、AI 安全分類器中的意圖感知訓練、推測性解碼加速 LLM 推理。本週 AI 生態系統情報。Sun, 28 Jun 2026 00:00:00 GMTai-erahttps://typinghand.win/en/real-figures/2026-06-28-week-26/https://typinghand.win/en/real-figures/2026-06-28-week-26/Three independent data snapshots: AI in news discourse, crypto convergence indicators, and factor-based stock picks.Sun, 28 Jun 2026 00:00:00 GMTreal-figureshttps://typinghand.win/zh/real-figures/2026-06-28-week-26/https://typinghand.win/zh/real-figures/2026-06-28-week-26/三個獨立數據快照：AI 在輿論中的滲透率、加密貨幣結構性趨同指標、基於因子的選股模型。Sun, 28 Jun 2026 00:00:00 GMTreal-figureshttps://typinghand.win/en/ai-era/issue-2026-06-21/https://typinghand.win/en/ai-era/issue-2026-06-21/Medical multi-agent system DeepRoot, multilingual agent trajectory dataset, LLM knowledge conflict resolution. Weekly AI ecosystem intelligence.Sun, 21 Jun 2026 00:00:00 GMTai-erahttps://typinghand.win/zh/ai-era/issue-2026-06-21/https://typinghand.win/zh/ai-era/issue-2026-06-21/醫療多智能體系統 DeepRoot、多語言代理軌跡資料集、LLM 知識衝突解決。本週 AI 生態系統情報。Sun, 21 Jun 2026 00:00:00 GMTai-erahttps://typinghand.win/en/real-figures/2026-06-21-week-25/https://typinghand.win/en/real-figures/2026-06-21-week-25/Three independent data snapshots: AI in news discourse, crypto convergence indicators, and factor-based stock picks.Sun, 21 Jun 2026 00:00:00 GMTreal-figureshttps://typinghand.win/zh/real-figures/2026-06-21-week-25/https://typinghand.win/zh/real-figures/2026-06-21-week-25/三個獨立數據快照：AI 在輿論中的滲透率、加密貨幣結構性趨同指標、基於因子的選股模型。Sun, 21 Jun 2026 00:00:00 GMTreal-figureshttps://typinghand.win/en/ai-era/issue-005/https://typinghand.win/en/ai-era/issue-005/Multi-source AI ecosystem tracking — from arXiv papers to Hacker News discussions, GitHub repos to HuggingFace models. Weekly publication, data-driven neutral AI trend observation.Sun, 14 Jun 2026 00:00:00 GMTai-erahttps://typinghand.win/zh/ai-era/issue-005/https://typinghand.win/zh/ai-era/issue-005/多源 AI 生態情報追蹤——從 arXiv 論文到 Hacker News 討論，GitHub 倉庫到 HuggingFace 模型。每週發佈，數據驅動的中立 AI 趨勢觀察。Sun, 14 Jun 2026 00:00:00 GMTai-erahttps://typinghand.win/en/real-figures/2026-06-14-week-24/https://typinghand.win/en/real-figures/2026-06-14-week-24/Three independent data snapshots: AI in news discourse, crypto convergence indicators, and factor-based stock picks.Sun, 14 Jun 2026 00:00:00 GMTreal-figureshttps://typinghand.win/zh/real-figures/2026-06-14-week-24/https://typinghand.win/zh/real-figures/2026-06-14-week-24/三個獨立數據快照：AI 在輿論中的滲透率、加密貨幣結構性趨同指標、基於因子的選股模型。Sun, 14 Jun 2026 00:00:00 GMTreal-figureshttps://typinghand.win/en/real-figures/2026-06-07-week-23/https://typinghand.win/en/real-figures/2026-06-07-week-23/Three independent data snapshots: AI in news discourse, crypto convergence indicators, and factor-based stock picks.Mon, 08 Jun 2026 00:00:00 GMTreal-figureshttps://typinghand.win/zh/real-figures/2026-06-07-week-23/https://typinghand.win/zh/real-figures/2026-06-07-week-23/三個獨立數據快照：AI 在輿論中的滲透率、加密貨幣結構性趨同指標、基於因子的選股模型。Mon, 08 Jun 2026 00:00:00 GMTreal-figureshttps://typinghand.win/en/ai-era/issue-2026-06-07/https://typinghand.win/en/ai-era/issue-2026-06-07/Graph-based RAG for reducing LLM hallucinations, lightweight agentic retrieval architectures, and more. This week's AI ecosystem intelligence.Sun, 07 Jun 2026 00:00:00 GMTai-erahttps://typinghand.win/zh/ai-era/issue-2026-06-07/https://typinghand.win/zh/ai-era/issue-2026-06-07/圖結構 RAG 減少 LLM 幻覺、輕量級智能檢索架構等。本週 AI 生態系統情報。Sun, 07 Jun 2026 00:00:00 GMTai-erahttps://typinghand.win/en/real-talk/ai-chatbot-limitations/https://typinghand.win/en/real-talk/ai-chatbot-limitations/AI chatbots are just the entry point. From token-by-token generation to stale training data and outsourced thinking — three blind spots you may not have noticed, and why AI agents are the logical next step.Sat, 06 Jun 2026 00:00:00 GMTreal-talkhttps://typinghand.win/zh/real-talk/ai-chatbot-limitations/https://typinghand.win/zh/real-talk/ai-chatbot-limitations/AI chatbot 只是入門。從 token-by-token 生成到訓練數據過時，再到思考外包——三個你未必察覺的局限，以及為什麼下一步是 AI Agent。Sat, 06 Jun 2026 00:00:00 GMTreal-talkhttps://typinghand.win/zh/real-test/primary-school-explorer-2026-06/https://typinghand.win/zh/real-test/primary-school-explorer-2026-06/整合教育局公開數據與7個坊間排名，用NLP分類11個維度（STEAM、音樂、體育、學術等）及Condorcet Tier系統，提供全港小學互動探索工具。唔信單一排名，不如自己篩選。Thu, 04 Jun 2026 00:00:00 GMTreal-testhttps://typinghand.win/en/ai-era/issue-2026-05-31/https://typinghand.win/en/ai-era/issue-2026-05-31/Formal verification automation, LLM-as-a-Judge in healthcare scoping analysis, training-free anomaly detection, cross-video reasoning, controllable traffic scenario generation, and more.Sun, 31 May 2026 00:00:00 GMTai-erahttps://typinghand.win/zh/ai-era/issue-2026-05-31/https://typinghand.win/zh/ai-era/issue-2026-05-31/形式驗證自動化、醫療 LLM-as-a-Judge 範疇分析、免訓練異常檢測代理、跨影片推理、可控交通場景生成等。本週 AI 生態系統情報。Sun, 31 May 2026 00:00:00 GMTai-erahttps://typinghand.win/en/real-figures/2026-05-31-week-22/https://typinghand.win/en/real-figures/2026-05-31-week-22/Three independent data snapshots: AI in news discourse, crypto convergence indicators, and factor-based stock picks.Sun, 31 May 2026 00:00:00 GMTreal-figureshttps://typinghand.win/zh/real-figures/2026-05-31-week-22/https://typinghand.win/zh/real-figures/2026-05-31-week-22/三個獨立數據快照：AI 在輿論中的滲透率、加密貨幣結構性趨同指標、基於因子的選股模型。Sun, 31 May 2026 00:00:00 GMTreal-figureshttps://typinghand.win/en/real-talk/ai-self-learning-free-tools/https://typinghand.win/en/real-talk/ai-self-learning-free-tools/A Hong Kong office worker's real journey of self-learning AI after hours — honest comparisons of seven free AI tools, from POE to Gemini.Sat, 30 May 2026 00:00:00 GMTreal-talkhttps://typinghand.win/zh/real-talk/ai-self-learning-free-tools/https://typinghand.win/zh/real-talk/ai-self-learning-free-tools/一個香港打工仔下班後自學AI的真實經歷，從POE到Gemini，七款免費AI工具的優劣比較與使用心得。Sat, 30 May 2026 00:00:00 GMTreal-talkhttps://typinghand.win/zh/real-figures/2026-05-29-civil-service-lacurve/https://typinghand.win/zh/real-figures/2026-05-29-civil-service-lacurve/2026年10月起，香港公務員評核引入強制常態分布（拉Curve），最少5%人不獲增薪點。博弈分析顯示，淘汰制將合作轉化為囚徒困境——底層公務員陷入互噬循環。節省金額僅約$1.44億至$4.33億，但制度的真正影響在於文化訊號及行為改變。Fri, 29 May 2026 00:00:00 GMTreal-figureshttps://typinghand.win/zh/real-figures/2026-05-28-ride-hailing-analysis/https://typinghand.win/zh/real-figures/2026-05-28-ride-hailing-analysis/香港即將決定網約車牌照數量。量化模擬及博弈分析顯示，10,000 個牌照是各方持份者之間最可能出現的政治均衡點——不大於的士業抗爭閾值，不小於市場可持續運作規模。Thu, 28 May 2026 00:00:00 GMTreal-figureshttps://typinghand.win/en/ai-era/issue-2026-05-25/https://typinghand.win/en/ai-era/issue-2026-05-25/AI supply chain agents, agent verification protocol, compiled agent workflows, and more. This week's AI ecosystem intelligence.Mon, 25 May 2026 00:00:00 GMTai-erahttps://typinghand.win/zh/ai-era/issue-2026-05-25/https://typinghand.win/zh/ai-era/issue-2026-05-25/供應鏈AI代理、代理聲明驗證協議、編譯型代理工作流程等。本週AI生態系統情報。Mon, 25 May 2026 00:00:00 GMTai-erahttps://typinghand.win/en/real-test/model-faceoff-2026-05-25/https://typinghand.win/en/real-test/model-faceoff-2026-05-25/A benchmark pitting 18 mainstream LLMs across 3 weight classes through 7 rounds — from factual accuracy to classical Chinese prose rewriting.Mon, 25 May 2026 00:00:00 GMTreal-testhttps://typinghand.win/zh/real-test/model-faceoff-2026-05-25/https://typinghand.win/zh/real-test/model-faceoff-2026-05-25/一次過試勻羽量級、中量級、重量級共 18 個主流 LLM，從事實準確到古人語氣重寫，逐個打分。Mon, 25 May 2026 00:00:00 GMTreal-testhttps://typinghand.win/en/real-talk/standing-before-ai-wave/https://typinghand.win/en/real-talk/standing-before-ai-wave/From the Industrial Revolution to the AI revolution, a personal reflection from a Hong Kong worker born in the 80s. Why learn AI, why build a website — neutral witness, no signals to sell.Tue, 19 May 2026 00:00:00 GMTreal-talkhttps://typinghand.win/zh/real-talk/standing-before-ai-wave/https://typinghand.win/zh/real-talk/standing-before-ai-wave/工業革命到AI革命，一個80後香港打工仔的個人反思。為什麼要學AI、為什麼要做一個網站——中立見證，不賣信號。Tue, 19 May 2026 00:00:00 GMTreal-talkhttps://typinghand.win/en/ai-era/issue-2026-05-18/https://typinghand.win/en/ai-era/issue-2026-05-18/AI ecosystem intelligence: arXiv Top 5, HN hot spots, GitHub signals, HF model highlights, sleeper hits detection, and more.Mon, 18 May 2026 00:00:00 GMTai-erahttps://typinghand.win/zh/ai-era/issue-2026-05-18/https://typinghand.win/zh/ai-era/issue-2026-05-18/AI 生態系統情報：arXiv Top 5、HN 本週熱點、GitHub 開發者信號、HF 模型動態、潛力論文偵測等。Mon, 18 May 2026 00:00:00 GMTai-era