EU Flags TikTok's Algorithm as Pake Ships V3.18 and AI Agent Use Cases Expand

Key Takeaways

1. The European Commission preliminarily finds TikTok's recommendation algorithm may violate the Digital Services Act, with penalties of up to 6% of global annual turnover; TikTok disputes the finding.
2. Pake V3.18 ships with a standalone docs site, reliable drag-and-drop uploads, real filenames on downloads, and native WebView2 download progress on Windows.
3. A case study describes a Texas apartment company using Claude to read roughly 500 podcasts daily, while practitioners report both gains and errors in agentic workflows.
4. A Chinese university's facial-recognition and location check-in system, including detection of proxy and VPN IPs, raises concerns among students.
5. A 16-year unfinished housing project in Qinhuangdao and a bridge collapse in Baoding highlight unresolved infrastructure and safety issues.

1. Platform Regulation and AI Products

1. The European Commission said on November 6 that it preliminarily found TikTok's recommendation algorithm may breach the Digital Services Act, citing over-reliance on signals such as watch time and continued promotion of sad, lonely, or body-anxiety content even after users tap "not interested," with particular concern for minors' mental health. If confirmed, the penalty could reach 6% of global annual turnover; TikTok denied the charges and said the EU misunderstood how its system works 1.
2. Open-source tool Pake released V3.18, which turns any webpage into a lightweight desktop app and has 62.9K stars. The update adds a standalone documentation site with step-by-step tutorials and pages for shortcuts, scripts, and AI agents; drag-and-drop file upload now always works; downloaded files keep real names instead of converting spaces to %20; and Windows downloads show a native WebView2 panel with progress, with failed builds no longer blocking the next build 1.

2. AI Agents in Practice

1. A case study shared by Arvid Kahl describes a Texas apartment company using Claude to read about 500 podcasts daily, processing roughly 365 episodes in one week of October, flagging 197 segments in a first pass and narrowing them to 12 actionable items in a second. The system reportedly surfaced a marketing executive's roughly 90-second remark that about 54% of ad-supplier phone leads were spam or sales calls, and identified that a tax credit the company relied on had expired, with 179D energy deductions closed for buildings started after June 30, 2026 and the same deadline for 45L 1.
2. The same case lists problems: the first pass was "not deep enough," there were factual errors such as misattributing a Houston default, machine transcription flipped buyer and seller, and one large run required the second pass to correct 79 errors from the first; the author also halted ranking shows as noise based on only two episodes. The suggested build method includes widening the watch list from 117 to about 500 shows, screening by guests and content rather than audience size, maintaining a context document, reading full text daily without keyword filtering, using Sonnet for first reads and Opus for deeper dives, and tracing back to original sources 1.
3. Other practitioner notes: Jack Ellis said that on day three of testing Claude Code, usage showed only 7% used with 93% remaining, before realizing the quota resets weekly on Tuesday 1. Tibo's account amplified a claim that Claude with Opus 5.5 performs far better than Grok Bot on real work 2. Tony Dinh said he asked an AI agent to build a mock Slack for end-to-end testing but felt it spent too much effort on UI beyond what was needed 3.
4. Levelsio said Claude Code can design furniture item by item and generate a bill of materials, with self-purchasing and assembly costing about 85% less than major brands, citing a $30,000 sofa dropping to $4,500 and an $8,000 dining table to $1,200, and argued AI is starting to make goods 5 to 20 times cheaper. He said this could open a market for carpenters and woodworkers, cited a view that IKEA's scale can make loose materials costlier than finished goods, and argued that if prices are five times lower and customizable, the convenience objection weakens; he added that design is done by AI agents and users from ideas and mood boards, with orders placed in China 1 2 3 4 5.

3. Campus Surveillance and Student Pushback

1. Henan University of Economics and Law was reported to require facial recognition and location check-in in every class this semester, identifying check-in IPs, network environments, and device information including proxy IPs and "VPN node IPs," and retaining anomaly logs. Proxy attendance is directly recorded as absence, three accumulated late or early departures convert to one absence hour, and serious absenteeism may lead to expulsion; a submitting student said the system disrupts exam preparation, internships, and job hunting 1.
2. In Shandong, two account owners and a video producer who exposed management problems at Liaocheng No. 3 Middle School were taken in by police for questioning on November 5 and told to stop posting school-related content, with the submitter questioning why students raising problems normally drew police intervention. Students had reported that day students finish at 22:30 and resident students in the second semester of grade 11 return to dormitories at 23:10, leaving about 6 hours of sleep, and said the school restricted choosing Japanese and other foreign languages for the gaokao; on the same day, a student protest at Liaocheng No. 1 Middle School cited a school leader refusing a girl entry over a bag and not wearing a uniform and making insulting comments, with students shouting for rest, freedom, and to be treated as people 1 2.

4. Infrastructure and Local Governance

1. A housing project in Dongfudian New Village, Qinhuangdao, Hebei, has reportedly been unfinished for 16 years, with several buildings still bare brick walls and no doors or windows; the homes were originally a welfare project for the village to solve housing for older unmarried young people, and a buyer who purchased a third-floor unit said local newspapers had covered it 1.
2. In Fujian's Youxi County, a township people's congress election work meeting acknowledged problems in some townships including missed voter registrations and shallow analysis of electoral districts, and required rechecking registrations and filling gaps; it also stressed that candidates must pass joint review of "political, quality, and structural" standards and that election publicity must firmly grasp the correct public opinion direction 1. Shanghai University of Engineering Science suspended classes on the morning of November 16 for district people's congress elections at its Songjiang and Changning campuses while requiring affected courses to make up progress, and East China Normal University had earlier announced daytime class suspension that day; a Beijing netizen reported receiving cash subsidies and living supplies at a neighborhood committee polling site 2 3.
3. In Chengdu, multiple merchants at a hardware and electromechanical market closed amid fears of 3C certification inspections; a submitter said one merchant selling Delixi products was fined 80,000 yuan and another more than 200,000 yuan, and said the inspections were conducted by a "central inspection team" and that hardware markets across Sichuan and Chongqing had "all closed" 1. Separately, on November 7 a bridge under construction on the South Third Ring over the Cangyu Expressway in Baoding, Hebei, collapsed; on November 5 official media had called the bridge the South Third Ring's "last key node" with "full opening countdown underway," and after the accident promotional video comment sections filled with questions 2.

5. Founder Observations

1. Jon Yongfook said he now finds landing pages and motion videos hard to watch, often scrolling a few times or losing interest within seconds, and is unsure whether this is fatigue from too much similar content or a "uncanny valley" effect from poor quality. He argued that "having an audience makes it easier" no longer holds: followers are not buyers and imitators are many, and he speculated that some large accounts now fear launching new things 1 2.
2. Arvid Kahl said his recurring motivation for work and startups is curiosity, wanting to try things he has never done and run the next experiment rather than simply enjoying fantasies like the beach 1. Levelsio also described building a personal site accessible over SSH where visitors can browse his teenage bedroom in 3D, chat on IRC, read blog posts, and leave messages, inspired by ThePrimeagen's SSH coffee shop 2.

6. Disputed/unverified

1. Claims about the Chengdu merchant fines, the identity of the inspecting body, and the reported closure of all hardware markets in Sichuan and Chongqing come from a submitter and remain disputed/unverified 1. The reported cause of the Melbourne delivery rider's death, including a dispute over platform meal-compensation rules, also comes from netizens and remains disputed/unverified; Panda Express said it set up a special team to verify the deceased's identity and platform connection and would support the family once confirmed, while calling for no spread of unverified information 2 3 4 5 6 7 8.