Friday, February 20, 2026

Why Your "Addictive" Feed is Now a Product Liability

The courts are realizing that if your app is designed like a “digital casino” it’s not just "hosting content", it’s a faulty product.


• It’s not speech, it’s a feature: Algorithms and infinite scrolls are being treated like design defects, not free expression.


• The "Blackout Challenge" precedent: When a recommendation engine pushes dangerous content to keep you glued to the screen, the court is saying, "That's on you, TikTok."


• AI isn't immune: Whether it’s social media or a chatbot like in Raine v. OpenAI, if the machine's core design leads to harm, the old "not our fault" defense is failing.


We’ve moved from arguing over what people say on the internet to holding engineers accountable for how their platforms manipulate us.

The Core Distinction: Section 230 (47 U.S. Code § 230) protects the host, but product liability targets the engineer.

Architectural features like addictive algorithms or infinite scroll fall under product liability rather than content moderation.

Recent Landmark Cases (2025–2026)

• Social Media Addiction MDL (In re: Social Media Adolescent Addiction/Personal Injury Products Liability Litigation): Consolidated federal litigation involving over 2,300 cases. Judges have allowed claims to proceed by focusing on design defects (e.g., dopamine-triggering feedback loops) rather than specific user posts.

• K.G.M. v. Meta (2026): A pivotal "bellwether" trial in Los Angeles. Meta and YouTube are currently defending claims that their product architecture intentionally facilitated youth mental health crises. Notably, Snap and TikTok settled their portions of this case just before the January 2026 trial date.

• Anderson v. TikTok (2024/2025): A major appellate ruling involving the "Blackout Challenge." The court held that TikTok’s recommendation algorithm acts as a product feature that prioritizes engagement over safety, potentially bypassing Section 230 immunity.

• Raine v. OpenAI (2025): An emerging frontier in AI liability. The case argues that when an LLM "hallucinates" or generates harmful advice (in this instance, encouraging suicide), the harm stems from a design failure of the model itself, not a third-party post.

https://www.platformer.news/the-infinite-scroll-goes-on-trial/

Tuesday, February 10, 2026

A Comparison of U.S. and Taiwan Elections in English and Chinese

A Comparison of U.S. and Taiwan Elections in English and Chinese

地圖與數學的對決:美台選舉制度大解析


The U.S. System: A Game of Territory:


In the United States, the president isn’t chosen by a single national tally, but through 50 separate state races happening simultaneously.


1. Winner-Take-All: The "All or Nothing" Rule

In almost every state, if you win by one vote or one million, you take all of that state’s "points" (Electoral Votes).

• Example: Candidate A wins California by 5 million votes and gets 54 points.

• Example: Candidate B wins Florida by only 500 votes and gets 30 points.

Even though Candidate A has a massive lead in the total number of actual humans who voted for them, Candidate B remains competitive by capturing a large block of points from a different territory.


2. The Map Strategy: Safelands vs. Battlegrounds

Because of the "points" system, candidates view the country like a game board:

• Safe States: Everyone knows California will lean Democrat and Tennessee will lean Republican. Because those points are "guaranteed," candidates rarely visit them.

• Swing States: This is where the election is won. In states like Pennsylvania (19 points) or Arizona (11 points), the margin is razor-thin. Candidates spend 90% of their time and money here because "stealing" these points is the only path to victory.


3. The Small State "Weight" Advantage

The U.S. system gives a slight mathematical boost to smaller populations to ensure they aren't ignored by big cities.

• The Math: In Wyoming, there is 1 electoral point for every 190,000 people. In Florida, there is 1 point for every 700,000 people.

• The Result: A single voter in a rural, low-population state carries more "weight" in the points system than a voter in a major metropolis.


The Bottom Line: The U.S. President is the leader of a federation of states. You win by winning the map.


The Taiwan System: A Race of Pure Math:


If the U.S. system is a strategic game of capturing territory, the Taiwanese system is a straightforward popularity contest. There are no points, no "safe zones," and no middlemen.


1. Direct Popular Vote: First-Past-The-Post

In Taiwan, whoever gets the most votes across the entire island wins. Period.

• Plurality Wins: If Candidate A gets 40%, Candidate B gets 35%, and Candidate C gets 25%, Candidate A is the winner.

• No Second Chances: Unlike some systems that require a 50% majority or a "runoff" election, the person with the highest number on election night takes office immediately.


2. Every Vote Counts (Literally)

In Taiwan, there is no such thing as a "wasted" vote in a safe area.

• Maximizing Turnout: In the U.S., a Republican in California might feel their vote doesn't matter. In Taiwan, a KMT supporter in a DPP stronghold (like Tainan) still votes because their specific ballot helps cancel out a DPP vote in Taipei.

• The "Ground War": Because a win can be decided by a 1% margin nationally, candidates cannot ignore any village. A farmer's vote in Pingtung is mathematically identical to a CEO’s vote in a Taipei skyscraper.


3. Total Equality: No Regional Buffers

Taiwan’s system does not give "bonus points" to smaller islands or rural counties.

• One Person, One Vote: Whether you live in the remote Penghu Islands or the dense urban sprawl of New Taipei City, your ballot has the exact same impact on the final total.

• Demographics over Geography: Instead of worrying about "swing states," candidates focus on voter groups—like the youth vote, retirees, or specific professional sectors.


The Bottom Line: The Taiwan President is the leader of the people directly. You win by winning the math.


In Chinese:

美國制度:一場「領土爭奪戰」

在美國,總統並非由全國總票數直接決定,而是透過 50 個州同時進行的獨立選戰來決定。

1. 「贏者全拿」:全有或全無的規則

在幾乎所有的州,無論你是贏一票還是贏一百萬票,你都能拿走該州所有的「積分」(即選舉人票)。

• 範例: A 候選人在加州贏了 500 萬票,獲得 54 分。

• 範例: B 候選人在佛羅里達州僅贏了 500 票,獲得 30 分。

雖然 A 候選人在「實際投票人數」上大幅領先,但 B 候選人只要攻下其他領地的積分,依然能與之抗衡。

2. 地圖策略:鐵票區 vs. 搖擺州

基於「積分制」,候選人將國家視為一個棋盤:

• 鐵票區(Safe States): 大家都知道加州偏向民主黨,田納西州偏向共和黨。因為這些分數是「囊中之物」,候選人幾乎不會去那裡造勢。

• 搖擺州(Swing States): 這才是決定勝負的地方。在賓州(19 分)或亞利桑那州(11 分)等地區,兩黨差距極小。候選人會把 90% 的時間和金錢砸在這裡,因為「搶下」這些分數是通往勝利的唯一路徑。

3. 小州的「權重」優勢

美國制度在數學上稍微增加了小州人口的分量,確保大城市不會徹底忽略偏鄉。

• 數學題: 在懷俄明州,每 19 萬人就有 1 張選舉人票;但在佛羅里達州,約每 70 萬人才有 1 張票。

• 結果: 在積分制下,人口稀少州的一名選民,其「分量」比大都市選民更重。


核心邏輯: 美國總統是「聯邦(各州組成)」的領導人。想贏,就要贏下地圖。



台灣制度:一場「純粹的數學競賽」

如果說美國制度是策略性的領土爭奪,台灣制度就是直球對決的人氣競賽。這裡沒有積分、沒有「安全區」,也沒有中間人。

1. 全民直選:領先者當選

在台灣,誰在全島獲得最多票,誰就當選。就這麼簡單。

• 相對多數決: 如果 A 候選人得票 40% 35% 25%,則 A 直接勝出。

• 沒有二輪投票: 不同於某些需要過半票數或「第二輪投票」的國家,台灣在開票當晚票數最高的人就直接當選。

2. 每一票都算數(不折不扣)

在台灣,所謂「鐵票區的廢票」是不存在的。

• 催出投票率: 在美國,加州的共和黨選民可能覺得投了也沒用;但在台灣,即便是在民進黨票倉(如台南)的國民黨支持者也會去投票,因為他們的每一票都能抵銷掉台北的一張民進黨選票。

• 陸地戰: 由於勝負可能僅取決於全國 1% 的差距,候選人不敢忽視任何村莊。屏東農民的一票,在數學價值上跟台北摩天大樓 CEO 的一票完全相等。

3. 絕對平等:沒有區域加成

台灣的制度不會給離島或鄉村地區任何「加分」。

• 票票等值: 無論你住在偏遠的澎湖,還是人口稠密的新北,你的選票對最終總數的影響力完全一樣。

• 族群重於地理: 候選人不必擔心「搖擺州」,而是專注於「選民結構」——例如青年選票、退休人員或特定的職業工會。


核心邏輯: 台灣總統是「人民」直接選出的領導人。想贏,就要贏下總數。