加密貨幣需警醒:AI數據壟斷威脅來臨




加密貨幣在AI建立數據壟斷時沉睡

加密貨幣界在討論去中心化金融(DeFi)分叉的同時,AI公司卻將數萬億的代幣鎖定在專有的訓練運行中,建立起永久的數據集壟斷。這個窗口正在迅速關閉。

數據集壟斷如果不干預將是永久的

過去十年,加密貨幣行業一直在宣揚去中心化的理念。與此同時,AI公司則組建了自標準石油以來最有價值的壟斷,這些數據壟斷的影響力遠超過任何協議的主導地位。預計到2025年,AI行業的收入將超過3000億美元,主要來自於對研究人員、作家和領域專家的數萬億代幣進行模型訓練。

比特幣的極端支持者曾經為區塊大小展開激烈戰鬥,Ethereum則在討論MEV提取的問題。與此同時,OpenAI、谷歌和Anthropic卻在悄然收集整個人類知識的數據,將其鎖定在專有的訓練運行中,建立了無法被資本或人才克服的護城河。

加密貨幣的反應是推出第十萬個DeFi分叉,而最重要的基礎設施戰爭卻在鏈外進行。

加密貨幣需要警醒

加密貨幣在注意力分配上出現了災難性的錯誤,因為AI公司正在完善對智能的集中控制,這是最終的網絡效應,讓流動性池看起來微不足道。

加密貨幣創始人沒有建立數據集協議

殘酷的事實是,數據集基礎設施比起收益農業來說並不那麼吸引人。加密貨幣創始人追求代幣流通速度、投機性上漲和病毒式增長的機制。建立訓練數據的歸屬層不會產生任何投機,並且需要數年的生態系統發展,還需要與行動緩慢的機構建立合作。

然而,這些乏味的基礎設施恰恰是至關重要的。以太坊在推出時並不吸引人;它是一台慢而昂貴的計算機,學術界卻很欣賞。Chainlink也不吸引人;它是一個預言機網絡,花了五年才獲得廣泛採用。最關鍵的加密基礎設施常常看起來像是作業,而不是旁邊的賭場。

數據集歸屬協議正是現在的作業。市場機會比DeFi更大,網絡效應比任何協議代幣都強,而監管壓力則創造了不可避免的需求。然而,加密資本卻流向下一個NFT市場,而不是能防止AI公司變得比國家還強大的基礎設施。

窗口正在迅速關閉

AI公司並不等待許可。它們正在使用從數百萬創作者那裡收集的數據訓練GPT-5、Claude 4和Gemini Ultra。每一次沒有鏈上歸屬的訓練運行都使得集中控制更加根深蒂固。

一旦這些模型達到足夠的能力,它們將變得自我增強。用戶通過互動生成數據,這些數據又用於訓練下一個版本,下一個版本又吸引更多用戶。這種飛輪效應加速了競爭對手的追趕,因為他們缺乏初始的數據集和持續的數據流。

加密貨幣可能只有兩年的時間,然後這個窗口將永久關閉。之後,數據集壟斷將成為自然法則,無論有多少去中心化基礎設施都無法撼動。

加密貨幣應該建立的基礎設施

加密貨幣行業需要數據集登記系統,在任何訓練開始之前,貢獻者必須以加密方式簽署數據許可。它需要歸屬協議來記錄哪些數據集影響了哪些模型輸出,還需要微支付通道,自動將推理收入在原始創作者之間分配。它需要根據測量的模型性能,而非主觀指標,來評估數據集質量的聲譽系統。

這項技術比大多數DeFi協議簡單。數據集登記需要加密哈希、貢獻者錢包地址、標準格式的許可條款和使用日誌。訓練運行記錄使用了哪些數據以及何時使用——推理請求按比例將付款路由到已登記的貢獻者。

這項基礎設施不需要新的共識機制或實驗性加密技術,而是需要優先考慮防止壟斷的建設者,而不是農場流動性獎勵。

加密的使命或加密的訃告

加密的創立理念是防止對有價值網絡的集中控制。比特幣防止中央銀行壟斷貨幣,Ethereum防止科技公司壟斷計算。然而,如果AI公司壟斷了智能,那麼這些勝利將變得無關緊要。

如果集中模型控制了人們的思想,那麼去中心化的貨幣又有什麼用?如果集中訓練數據決定了哪些思想被放大,那麼去中心化的計算又有什麼用?智能是所有事物的上游,從金融和治理到媒體和教育。誰控制了AI訓練數據,誰就控制了未來的信息環境。

加密貨幣要麼建立使數據集壟斷不可能的基礎設施,要麼就眼睜睜看著AI公司完善區塊鏈誕生之初所要防止的集中控制。沒有第三種選擇,即加密貨幣仍然專注於代幣投機,同時與這個世紀最重要的技術變革保持相關。

這個行業需要現在就建立數據集歸屬基礎設施,否則將寫下加密的訃告,成為一個談論去中心化的運動,而集中式AI公司卻建立了對人類知識的永久壟斷。

以上文章由特價GPT API KEY所翻譯及撰寫。而圖片則由FLUX根據內容自動生成。

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Generate an ultra-realistic, highly ultra-detailed, 8k resolution with 1080x1080 pixel portrait of me using the uploaded image for reference (preserved the likeness and the original face for reference) of a striking, high-resolution portrait of a young woman with long, flowing wavy brunette hair, seated gracefully on a simple black wooden chair in a dimly lit studio. She wears an oversized, off-white knitted sweater that drapes loosely over her frame, slipping off one shoulder to reveal smooth skin and add a subtle touch of sensuality. Her pose is elegant and contemplative: one arm rests gently on the chair’s backrest while her hand delicately supports her chin, and her gaze is directed thoughtfully toward the side, creating an intimate and introspective mood. The lighting is expertly crafted with a single soft, directional light source positioned to the side, casting gentle shadows that sculpt her form and highlight the texture of the knitwear and the natural contours of her legs and arms. This chiaroscuro effect enhances the depth and dimensionality of the image, emphasizing the softness of her skin and the intricate weave of the sweater. The background is a smooth, muted dark gray, providing a minimalist and distraction-free backdrop that contrasts beautifully with her light-colored apparel and warm skin tones. *** The composition is a full-body vertical frame that captures the model’s seated posture with perfect balance, positioning her slightly off-center to create visual interest and harmony. The overall color palette is subdued and warm, featuring neutral tones that evoke a sense of calm and understated elegance. The image is impeccably sharp, showcasing fine details such as the delicate waves of her hair, the subtle folds in the fabric, and the natural texture of her skin. The style is classic and timeless, blending modern minimalism with emotive portraiture to convey quiet strength, beauty, and introspection.

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- Negative Prompt: cartoon, 3d render, cgi,a low poly, painting, drawing, sketch, anime, deformed, bad anatomy, mutated hands, extra limbs, low quality, blurry, artifacts, plastic skin, out of frame, out of focus, wrong spelling, rumble letters, missing letter, blurry letter, blurry face, lowres, pixelated, jpeg artifacts, repeated face and repeated word. Prompt:
Use my image in Ultra-realistic, hyper-detailed, 8K cinematic portrait of a young stylish man, using the uploaded image for exact face and hairstyle.
Outfit: An oversized red knit sweater with white hearts, exactly as described in the prompt.
Pose: A hyper-realistic close-up portrait with a messy, cropped framing showing only the boy holding the book. His left hand rests on the wooden table and covers part of his cheek, with a subtle smile on his lips. His other hand holds the book titled "Something I Never Told You" with the word "YOU" written in pink, exactly as
described in the prompt. Background: Not specified. Certainly! Here’s an enhanced, detailed, and artistic prompt tailored for an AI image generator:

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Create a highly detailed, artistic portrait of a young East Asian woman embodying a “Imada Mio-inspired” doll-like aesthetic (精緻洋娃娃臉). She has large, sparkling round eyes full of warmth and expression, a delicate V-shaped face with soft contours, and subtly flushed, rosy cheeks. Her lips are naturally plump and softly tinted, and her facial expression combines innocence, playful energy, and a touch of flirtatiousness.

Her hair is long, dark brown, and appears tousled as if she has just awakened—soft, voluminous, and gently messy (剛睡醒的凌亂感). Stray strands fall around her delicate face and shoulders, capturing the texture and natural flow of freshly mussed morning hair.

She is dressed in an oversized, translucent white men’s button-down shirt (男友風白襯衫), with the top buttons casually undone to reveal delicate collarbones and a hint of bare skin beneath, evoking a sensual yet pure “bottomless” (下衣失蹤風格) look. The shirt drapes gracefully, with natural folds and slight translucency, enhancing the softness and allure of the scene.

The overall mood is inspired by elegant Japanese Gravure photobook aesthetics (寫真集風格), radiating a Pure & Sexy charm. Use soft, luminous, high-key natural lighting to bathe her in a gentle glow, imparting a creamy, flawless, and porcelain-like skin texture. Emulate the timeless Fujifilm PRO 400H film tones with pastel coloration, subtle pinks and blues, and a carefully balanced color palette, giving the image a dreamy and refined photographic quality. The composition should feel intimate and inviting, expertly capturing both innocence and understated seduction, with fine attention to detail and artistry.