Channel
@AIreturn
On this record: Growth · Engagement · Posts · Cite this entry
573subscribers
-3 since we began measuring on 7 August 2026
Risers and fallers across the register · movement among entries of Under 1,000.
| Telegram ID | -1001245944187 |
|---|---|
| Type | Channel |
| Username | @AIreturn |
| Created | Between 1 March 2018 and 31 July 2021— estimated from Telegram’s id allocation, not measured. How this range is calculated. |
| First recorded | 8 August 2026 |
| Last confirmed live | 23 August 2026 |
| Measurements held | 3 |
| Confirmed unchanged | 1 time, most recently 23 August 2026 |
| On Telegram | t.me/AIreturn |
| Measured (UTC) | Subscribers | Change |
|---|---|---|
| 23 Aug 2026, 06:25 | 573 | -3 |
| 8 Aug 2026, 03:30 | 576 | no change |
| 7 Aug 2026, 13:39 | 576 | first reading |
16 posts held, back to 14 January 2026 — the reader has not yet reached the start of this channel’s public history, so older posts may sit further back, unread. Read across 1 pageof Telegram’s post history, 20 posts per page.
Nothing published in the last 30 days. ERR and ER are rolling 30-day measures, so there is nothing to compute — we hold 16 posts for this entry, the most recent from 14 July 2026. An engagement rate over an empty window would be a number about nothing.
新 project 努力超過1個月, Claude fabel 又令我覺得過去1個月我還是錯誤使用AI... 還要繼續努力跟各位AI大神請教/交流🤝🏻🤝🏻 Q: How many times we spent on finding alpha or develop the (new) system to find it already 短答案：我們已投入約 360 個 agent-hours 找 alpha／建 alpha 系統。 累計 Codex active task time：367.5 小時 扣除平行任務重疊：352.0 小時 約 44–46 個 8 小時工作天 2026-06-06 至 07-12 間有 36 個活躍日 這仍是下限：未包括 6 月前工作、Claude/其他 agents 及 Dennis 的人手時間 投入分布： Alpha Factory：229.0 小時 Alpha 2：111.1 小時 flow…
Brent 重回 $100 、 再跌穿過80、Hormuz 仍封鎖中——這是「能源股買點」的故事? 先來温習一下這張亞洲新興市場的脆弱度地圖. Bloomberg Economics 最新數據顯示，亞洲幾乎壟斷全球最曝險名單： 🔴 泰國：淨原油進口佔 GDP 超過 6%，單一國家曝險全球最高 🟡 新加坡 / 南韓：4-5% 區間，煉油樞紐雙刃劍 🟡 印度 / 菲律賓：3-4%，且本身就跑 current account deficit 🟢 加拿大 / 美國：能源淨出口或中性，相對受益方 三個被市場低估的 second-order effect： 1️⃣ 印度盧比已跌至 94.19 / USD 歷史新低——原油佔進口 80%+，每 $10/bbl 漲幅吃掉 CA 餘額 0.4pp（Nomura 數據） 2️⃣ 韓圜被動貶值被 AI 敘事掩蓋——出口商囤美元不兌換，本土 FX 供給緊縮，KRW depreciatio…
https://www.threads.com/@aireturn88/post/DWxyHNIEoS5?xmt=AQF0gpaZrZ7LbsB-O8l3dqQJlrIKn0U7CYgThlxJhdfrZC1JBtKU7-iFfaBnl2fa5WMHx8A&slof=1
Photo, posted without a caption
深圳華強北上周起爆發 DDR5 記憶體拋售，32GB DDR5 從約人民幣 3,000 元驟降 500～1,050 元，單周跌幅最高逼近 35%。 美國市場也同步回檔，Amazon 上海盜船 32GB DDR5 一周內從 539.99 美元降至 459.99 美元。 三大崩跌原因： 1. 終端需求不振 — 高通路價抑制 DIY 組裝意願，TrendForce 已將 2026 年全球筆電出貨預估從年減 9.2% 下修至年減 14.8%。 2. 通路商恐慌清倉 — 去年漲價週期中通路累積大量囤貨，價格鬆動後為求周轉率「降價換現金」，引發踩踏式拋售。 3. Google TurboQuant 衝擊 — 該演算法宣稱可減少大模型 60% 記憶體佔用，雖主要影響伺服器緩存層級，但對脆弱的市場情緒投下震撼彈。 但合約價反向走漲： DDR5 顆粒與模組的合約價漲勢預計從 Q2 延續至下半年。原因是 AI 伺服器記憶體需求量是傳統伺服器…
Btw , 真的那麼神奇嗎? 😄
#iran #datacenter
不是完全重複吧？
Photo, posted without a caption
#polymarket #war -74% 人認為12月31日前都未能停火, -6月底前停到都有63% , 意味若這3個月來未能停止, 大家認為會變了長期戰爭. -昨天美國方面己經暫停攻擊, Some Reports indicate that Turkey, Egypt, and Pakistan have been involved as regional intermediaries in messaging between the United States and Iran. 但是大家認為3月底前能解決都只是維持15%
Claude Code vs CODEX Benchmarks are Close, But with Nuances: Token Economics The biggest performance difference isn't accuracy, but token efficiency. A comprehensive review on the Opus vs. Codex done by Morph shows an interesting gap. https://x.com/hesamation/status/2031418875946958915?s=46&t=cOZ5fgBmabwg2OA9hwlc5A
🦞愛吃中國大模型 #openclaw #MiniMax 上周3月2日-8日，中美大模型活跃度出现明显分化，具体调用总量情况如下： 中国：4.19T tokens（↑34.9%） 美国：3.63T tokens（↓8.5%） 上周全球大模型調用量Top 5中，中國產品佔據三席。 MiniMax M2.5表現穩健，繼續蟬聯全球榜首；DeepSeek V3.2持續保持增長趨勢；Step 3.5 Flash成為上周最大黑馬，成功躋身全球前五。 編程（包括代碼生成、調試、開發）使用情況，上周前三分別是MiniMax M2.5、#Kimi K2.5、 #Claude Opus 4.6
Showing the 12 most recent of 16 posts we hold for @AIreturn. View and reaction counts are the latest single reading for each post, not a live figure, and a recent post is still accumulating both. A view count marked ≈ was rounded by Telegram before we ever saw it — t.me prints views in full below 1,000 and to three significant figures above, so ≈1,200,000 means somewhere between 1,150,000 and 1,249,999. Unmarked counts are exact. Text is reproduced from the public post preview and truncated for length.
A live page changes as we take new readings, so a citation should name the measurement it is based on, not just the URL. The line below cites the subscriber count as measured 23 August 2026 — this entry's latest reading, not the date you are reading this.
“絕對回報” (@AIreturn), 573 subscribers as measured 23 August 2026. Telegram Register, tgregister.com/channel/AIreturn.
Full measurement history, CC BY 4.0. Every reading this register holds for this entry, not just the latest one, as a dated, downloadable record: CSV · JSON. Free to use with attribution to tgregister.com. Each file carries its own generation timestamp, which is the figure to cite for exactly when the data was retrieved.