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Agentic News Agenda

AI models as news editors analyzing r/HongKong discourse to propose story ideas

Last updated: October 26, 2025 at 21:43 UTC

About This Project

Agentic News Agenda is an experimental journalism project that explores how AI language models approach editorial decision-making. Seven leading AI models independently analyze daily discussions from r/HongKong and propose priority-ranked news stories, offering insights into how artificial intelligence systems conceptualize newsworthiness, urgency, and public interest.

🎯 What It Does

  • Collects r/HongKong posts and comments (last 24h)
  • Seven AI models independently analyze discourse
  • Each proposes 3 stories ranked by priority
  • Models explain their editorial reasoning

🥇 Priority System

  • 🥇 TOP PRIORITY: Most urgent/important
  • 🥈 SECOND PRIORITY: Important but can wait
  • 🥉 THIRD PRIORITY: Valuable longer-term story

Why Hong Kong? The region represents a uniquely complex news environment with dynamic discourse, global relevance, and diverse perspectives—ideal for evaluating how AI models handle nuanced, evolving stories.

Automation: Runs daily at 9:00 AM EST/EDT. Results are archived with date navigation for historical comparison.

Note: These are AI-generated story proposals, not actual news coverage. Models may misinterpret discussions or propose stories based on unverified claims. Real journalism requires human expertise, verification, and ethical review.

Posts Analyzed
27
from r/HongKong
Comments Read
333
last 24 hours
AI Editors
7
language models
Story Proposals
15
total generated

Story Proposals

News story proposals from AI models analyzing r/HongKong discourse

DeepSeek V3.1

3 story proposals

🥇 TOP PRIORITY

Age or Allegiance? The Shifting Loyalties Test in Hong Kong's 'Patriots-Only' Election Landscape

Angle

This story would explore the emerging internal tensions and unspoken criteria within Hong Kong's political framework, moving beyond the official "patriots-only" narrative. The focus is on what happens when long-serving, pro-establishment figures themselves are deemed insufficiently aligned, signaling a new, more rigid phase of political vetting. From a regional perspective, it examines the realignment of power and the changing definition of "patriotism" in the current era.

Key Sources

1) Political analysts from local universities (e.g., HKU, CUHK); 2) Former pro-establishment lawmakers (anonymous if necessary); 3) Representatives from the DAB and FTU for official comment; 4) Political commentators familiar with Beijing's liaison office strategies; 5) Voters who traditionally supported these parties.

Why Now

The withdrawal of a high-profile figure like Regina Ip, following the reported imposition of an age limit, is a live and developing news event from the last 24 hours. It provides a concrete example to analyze the practical implementation and internal contradictions of the political overhaul.

Reporting Challenges

Getting on-the-record comments from current pro-establishment figures will be extremely difficult due to the sensitive nature of the topic. The government and parties involved will likely only provide standardized, non-controversial statements, requiring deep background sourcing.

Reflective Note

This was prioritized because it directly addresses the most significant political development in the dataset (Post 16, high engagement). It moves beyond simple reporting of the event to analyze its deeper implications for Hong Kong's governance and political future. It serves our audience's need to understand the opaque mechanics of power and loyalty in the city, a topic of paramount local interest that international outlets may not dissect with the same nuance.

🥈 SECOND PRIORITY

Bitten by Progress: Hong Kong's Mosquito-Borne Disease Challenge Amid Urban Density and Climate Shift

Angle

This story would investigate the public health implications of Hong Kong's first local case of chikungunya fever, framing it not as an isolated incident but as a symptom of broader challenges. The regional angle would focus on the intersection of ultra-dense urban living, climate change extending mosquito breeding seasons, and the strain on existing pest control infrastructures, questioning the city's preparedness for new health threats.

Key Sources

1) Medical entomologists from the University of Hong Kong; 2) Representatives from the Food and Environmental Hygiene Department (FEHD); 3) District councillors from affected areas like Diamond Hill; 4) Infectious disease specialists from Hong Kong hospitals; 5) Residents of public housing estates identified as hotspots.

Why Now

The confirmation of the first local case is a timely news hook (Post 15). Combined with the government's announcement of stepped-up anti-mosquito work, it creates a immediate window to examine the efficacy of long-standing policies and the risks posed by emerging diseases.

Reporting Challenges

Government departments may be defensive about their pest control record. Establishing a direct, incontrovertible link between urban decay/climate change and this specific case requires careful scientific attribution.

Reflective Note

This story was selected because public health is a core concern for every Hong Kong resident. It combines a breaking news event with a pervasive, daily quality-of-life issue (mosquitoes). It serves the audience by providing context and expert analysis on a tangible health risk, moving beyond the initial government press release to explore systemic challenges and accountability.

🥉 THIRD PRIORITY

The Digital Mirage: Hong Kong Consumers Navigate a Rising Tide of Meta Marketplace Scams

Angle

From a consumer protection and digital literacy angle, this story would delve into the specific vulnerabilities of Hong Kong users on platforms like Facebook. It would highlight the frustration with the lack of effective enforcement from both the tech giant (Meta) and local authorities, exploring how cultural trust in online communities and fan pages is being exploited by sophisticated impersonation scams.

Key Sources

1) Victims of the specific DIY PC scams mentioned (Post 19) and other Meta marketplace scams; 2) Representatives from HKEPC and other large fan pages; 3) Cybersecurity experts from the Hong Kong Productivity Council; 4) The Hong Kong Police Force's Cyber Security and Technology Crime Bureau; 5) A Meta spokesperson for Asia-Pacific policy.

Why Now

The post reflects an ongoing and escalating problem that is currently affecting Hong Kong consumers. The narrative of helplessness against international tech platforms and perceived low police prioritization is a resonant and timely frustration.

Reporting Challenges

Meta is notoriously difficult to get a meaningful response from. The police may be reluctant to discuss resource allocation for what they might classify as lower-tier fraud. Finding victims willing to speak on the record about being scammed can be difficult due to embarrassment.

Reflective Note

This consumer-focused story was chosen because it addresses a modern, widespread problem that impacts a broad cross-section of tech-savvy Hong Kong residents. It gives a platform to a common public grievance that is often dismissed as a mere inconvenience, investigating the systemic failures that allow these scams to proliferate. It serves our audience's practical need for awareness and pushes for greater accountability from powerful platforms.

Qwen3 Max

3 story proposals

🥇 TOP PRIORITY

Hong Kong Confirms First Local Chikungunya Case—Health Officials Scramble to Contain Mosquito-Borne Threat

Angle

While dengue fever is familiar to Hong Kong residents, chikungunya—a similarly mosquito-borne but less common virus—has never been locally transmitted here until now. This story will explore the public health implications, the city’s preparedness for emerging tropical diseases amid climate change, and whether urban density and aging infrastructure (like stagnant water in older estates) are increasing vulnerability.

Key Sources

- Hong Kong Centre for Health Protection (CHP) spokesperson - Infectious disease specialist from HKU or CUHK - Residents of Fung Tak Estate (Diamond Hill), where the case was identified - Mosquito control contractor or FEHD field officer - Regional epidemiologist (e.g., from WHO Western Pacific office) for broader context

Why Now

The announcement came just days ago, and authorities are actively conducting anti-mosquito operations. With global warming expanding the range of Aedes mosquitoes and Hong Kong’s dense housing creating ideal breeding conditions, this could mark the beginning of a new public health challenge.

Reporting Challenges

Accessing patient details due to privacy laws; potential reluctance from government sources to discuss systemic gaps in vector control.

Reflective Note

While Post 15 briefly mentions the case, it hasn’t been contextualized for the public. As a regional news outlet, we have a duty to translate health alerts into actionable, community-relevant reporting. This isn’t just a medical footnote—it’s a warning sign about climate-driven disease risks in a hyper-urbanized environment. Given Hong Kong’s history with outbreaks (SARS, dengue clusters), readers deserve clarity on how serious this is and what’s being done.

🥈 SECOND PRIORITY

Regina Ip’s Exit from “Patriots-Only” Election Exposes Arbitrary Loyalty Tests Within Pro-Beijing Camp

Angle

Regina Ip’s withdrawal from the upcoming Legislative Council election—reportedly due to an unpublicized age cap of 70 imposed by central authorities—reveals growing tensions and opaque gatekeeping within Hong Kong’s pro-establishment political ecosystem. This story will investigate how Beijing is reshaping its local allies, sidelining veteran loyalists in favor of younger, more pliant figures, and whether this signals a broader purge of “moderate” pro-China voices.

Key Sources

- Political analysts (e.g., Dr. Ma Ngok, HKU; Dr. Brian Fong, EdUHK) - Current or former DAB/FTU insiders (on background) - Legal scholar on electoral vetting mechanisms under the National Security Law - Voters in Ip’s former constituencies (e.g., Hong Kong Island West) - Cross-strait policy observer from Beijing (via affiliated think tank)

Why Now

Ip’s exit follows a string of high-profile withdrawals and reflects the tightening of political eligibility under the “patriots administering Hong Kong” principle. With elections approaching and public confusion over who qualifies as “patriotic,” this moment offers a rare window into the internal mechanics of political loyalty enforcement.

Reporting Challenges

Pro-Beijing parties may refuse comment; mainland sources unlikely to confirm informal directives; risk of being labeled “biased” for scrutinizing establishment figures.

Reflective Note

Post 16 sparked significant discussion (37 upvotes, pointed comments like “走狗烹”—“when the dog is done hunting, it’s cooked”), indicating public awareness of political purges. Yet mainstream coverage has been muted. Our outlet can fill this gap by examining not just what happened to Ip, but why—and what it means for the future of even loyalist dissent. This story matters because it reveals the erosion of institutional memory and the centralization of political control, even among allies.

🥉 THIRD PRIORITY

Behind Hong Kong’s Housing Dreams: Young Families Grapple With 10-Million-Dollar Decisions Amid Market Uncertainty

Angle

While global headlines focus on Hong Kong’s luxury property prices, this story zooms in on middle-class families—like the business owner in Post 20—trying to balance affordability, stability, and intergenerational needs in a volatile market. We’ll explore how unpredictable income, school catchment zones, building age (and safety concerns like concrete decay), and emotional desires for “home” collide in real-time purchasing decisions.

Key Sources

- First-time homebuyers in the 10–12M HKD range (e.g., from Reddit or expat/parent groups) - Property agents specializing in family homes (e.g., in Kowloon City, Tai Koo, or new Tung Chung developments) - Structural engineer on building maintenance risks in 20+ year-old estates - Economist from HKU or local bank on mortgage trends and interest rate impacts - Parent-teacher association rep on school-linked housing pressures

Why Now

Hong Kong’s property market is at an inflection point—prices have dipped slightly, but interest rates remain high, and the government is pushing new housing policies. Families with children face unique time pressures, making this a critical window for decision-making.

Reporting Challenges

Potential reluctance from buyers to disclose financial details; ensuring representation beyond affluent expats; avoiding overly technical jargon.

Reflective Note

Post 20 garnered 44 upvotes and 38 detailed comments—unusually high engagement for a personal finance query—showing intense reader interest in housing as a lived, emotional issue, not just an economic indicator. As a Hong Kong-focused outlet, we must serve the everyday concerns of residents building lives here. This story humanizes data, addresses intergenerational stability, and speaks directly to our core audience: families navigating the city’s most defining challenge—finding a place to call home.

Grok 4

3 story proposals

🥇 TOP PRIORITY

Regina Ip's Election Exit Highlights CCP's Tightening Grip on Hong Kong's 'Patriots-Only' System

Angle

As a prominent pro-Beijing figure steps back from the upcoming Legislative Council election due to an apparent age limit imposed by authorities, this story explores how the "patriots-only" framework is reshaping Hong Kong's political landscape, potentially sidelining long-time loyalists in favor of younger, more aligned candidates. From a regional perspective, it examines the irony of figures like Ip, once key to Beijing's influence, now facing exclusion, and what this means for local governance amid declining public trust in the system.

Key Sources

Regina Ip or her representatives for direct comments; political analysts from Hong Kong universities like HKU or CUHK; current Legislative Council members from pro-Beijing parties; a Beijing-based expert on Hong Kong affairs; and ordinary voters via street interviews for public sentiment.

Why Now

With the Legislative Council election approaching in December 2025, Ip's withdrawal has sparked immediate online discourse about arbitrary rules like the 70-year age limit, reflecting broader tensions in Hong Kong's electoral reforms post-2019 protests. This comes amid a wave of candidate dropouts, making it a pivotal moment to dissect Beijing's influence on local politics. Timeliness is heightened by social media buzz, including satirical comics, signaling growing disillusionment among residents.

Reporting Challenges

Gaining access to Ip or other politicians could be difficult due to media restrictions in Hong Kong's current climate, and verifying unofficial details like the age limit's origins might require navigating sensitive political sources without risking censorship.

Reflective Note

I prioritized this story because it taps into Hong Kong's core political identity crisis, filling a gap in coverage of how Beijing's "patriots" criteria is backfiring on its own allies, which hasn't been deeply explored in recent regional reporting. It serves local readers by providing context on electoral changes that directly affect representation and stability, resonating more than lighter cultural topics like old comics. This matters over other possibilities as it addresses public interest in governance amid low voter turnout concerns, deserving resources for its potential to inform civic discourse.

🥈 SECOND PRIORITY

Hong Kong's First Local Chikungunya Case Sparks Fears of Mosquito-Borne Outbreak in Urban Hotspots

Angle

With the city's first-ever locally acquired chikungunya fever case confirmed in Diamond Hill, this story focuses on the vulnerabilities of Hong Kong's dense urban environment to emerging mosquito-borne diseases, linking it to climate change and poor sanitation in public housing estates. As a regional outlet, we'll emphasize how this health threat intersects with ongoing anti-mosquito campaigns and compares to similar outbreaks in nearby Asian cities like Singapore, offering practical advice for residents in affected areas.

Key Sources

Officials from the Centre for Health Protection for case details and response plans; infectious disease experts from local hospitals or the University of Hong Kong; residents of Fung Tak Estate for on-the-ground experiences; environmental scientists specializing in urban vector control; and a comparative expert from Singapore's health ministry.

Why Now

The announcement of intensified anti-mosquito efforts across Hong Kong follows this unprecedented case, coinciding with the wet season's end when mosquito populations peak, making prevention urgent. Social media discussions highlight public anxiety, especially in high-density areas, and this aligns with global rises in vector-borne diseases due to warming temperatures. Reporting now can educate readers before potential escalation.

Reporting Challenges

Accessing patient details is limited by privacy laws, and verifying the effectiveness of government mosquito control measures might require fieldwork in restricted areas, potentially facing bureaucratic delays.

Reflective Note

This story stood out for its immediate public health implications, addressing a gap in proactive coverage of emerging diseases in Hong Kong, which often gets overshadowed by COVID-era reporting. It serves readers' needs for timely, actionable information on local threats, especially in vulnerable communities, and balances regional context by drawing parallels with Asia-wide trends. I chose it over topics like tourism or real estate because health crises have higher stakes for daily life, warranting editorial priority to prevent misinformation and promote awareness.

🥉 THIRD PRIORITY

Meta's Role in Fueling Hong Kong Scams: Why Fake Pages Persist Despite Reports

Angle

Drawing from user frustrations over impersonated business pages on Facebook scamming locals via WhatsApp, this piece investigates Meta's content moderation failures in Asia, highlighting how lax enforcement enables fraud in Hong Kong's digital economy. From a regional lens, we'll contrast this with similar issues in neighboring markets and explore calls for stronger local regulations, positioning Hong Kong as a case study in the global fight against platform-enabled scams.

Key Sources

Representatives from Meta's Asia-Pacific team for policy insights; victims or representatives from affected businesses like the DIY PC shops mentioned; cybersecurity experts from Hong Kong's Office of the Government Chief Information Officer; consumer protection advocates from the Consumer Council; and police spokespeople on enforcement challenges.

Why Now

Recent Reddit posts expose ongoing scams despite reports to Meta, amid a surge in digital fraud cases in Hong Kong, with authorities noting a rise in online impersonation. This ties into broader 2025 discussions on tech accountability, especially as elections approach and misinformation risks grow. Covering it now can pressure platforms for change before holiday shopping seasons amplify vulnerabilities.

Reporting Challenges

Meta may be unresponsive to interview requests due to corporate policies, and verifying scam details without compromising victim privacy could involve legal hurdles.

Reflective Note

I selected this for its relevance to Hong Kong's tech-savvy population, filling a reporting void on how global platforms like Meta inadequately address Asia-specific scams, which cultural stories like film discussions don't match in urgency. It meets audience needs by empowering readers with scam avoidance tips and advocating for better protections, making it more impactful than niche topics like club memberships. Editorially, it deserves focus as it uncovers systemic issues in digital infrastructure, potentially influencing policy and resonating with readers facing real financial risks.

Claude Sonnet 4.5

3 story proposals

🥇 TOP PRIORITY

"Patriots-Only" Election Faces Crisis as Pro-Beijing Veterans Bow Out: Age Limits and Loyalty Tests Reshape Hong Kong Politics

Angle

The upcoming legislative election is revealing internal tensions within the pro-establishment camp as veteran politicians like Regina Ip withdraw, with social media discourse suggesting even longtime CCP allies are being deemed insufficiently "patriotic." This story examines how the narrowing definition of acceptable political participation is affecting even those who helped implement Beijing's agenda, and what this means for Hong Kong's already constrained political landscape.

Key Sources

- Political analysts specializing in Hong Kong-mainland relations - Former pro-establishment legislators willing to speak candidly (on or off record) - Legal experts on electoral law and the "patriots administering Hong Kong" principle - Younger pro-establishment candidates who are replacing veterans - Civil society observers tracking democratic participation rates

Why Now

Regina Ip's withdrawal just occurred and represents a significant moment—a prominent pro-Beijing figure being sidelined by the very system she championed. The election is upcoming, and the public discussion on Reddit reveals genuine confusion and concern about who will even run. This is a critical moment to examine the long-term implications of increasingly restrictive political participation.

Reporting Challenges

Getting establishment figures to speak critically on record will be difficult given the current political climate. Balancing coverage that is factual and analytical without running afoul of current press restrictions requires careful sourcing and precise language.

Reflective Note

I selected this story because it represents a significant political development with genuine news value that's being actively discussed in the community. The "leopards ate my face" sentiment in comments suggests even pro-establishment supporters recognize something notable is happening. This story serves readers by explaining the mechanics and implications of political changes that will directly affect governance and representation. It fills a gap between official announcements and what these changes actually mean for Hong Kong's political future, offering context that helps readers understand the trajectory of their own political system. ---

🥈 SECOND PRIORITY

First Local Chikungunya Case Signals New Health Threat: Climate Change and Urban Density Create Perfect Storm for Tropical Diseases in Hong Kong

Angle

Hong Kong's first locally transmitted chikungunya case isn't just a health anomaly—it's a warning sign about how climate change and the city's dense urban environment are creating conditions for tropical diseases previously unseen here. This story connects the immediate public health response with broader questions about Hong Kong's preparedness for emerging infectious diseases in a warming world.

Key Sources

- Epidemiologists and tropical disease specialists at HKU or CUHK - Centre for Health Protection officials managing the response - Climate scientists who can speak to changing mosquito habitats - Urban planning experts on how Hong Kong's built environment affects disease vectors - Residents of Fung Tak Estate and surrounding Diamond Hill area - Vector control professionals conducting anti-mosquito operations

Why Now

This is Hong Kong's first-ever local transmission case, announced just this weekend according to the Reddit data. The immediate public health response is underway, making this a breaking story with ongoing developments. The timing also coincides with growing regional awareness of climate-related health threats.

Reporting Challenges

Balancing immediate public health information (what residents need to know now) with broader analytical context without causing panic. Accessing affected residents and getting candid assessments from health officials during an active response may be difficult.

Reflective Note

This story matters because it represents a concrete, measurable change in Hong Kong's disease landscape that affects everyone. While the Reddit discussion is limited, the public interest is inherently high—health threats that were theoretical are now real. As a regional news outlet, we can provide context that international outlets miss (Hong Kong's specific urban vulnerabilities) while offering more depth than purely local coverage. This serves readers' immediate safety needs while helping them understand longer-term environmental and health trends affecting the city. It's the kind of story that requires journalistic resources to do properly but pays dividends in public service. ---

🥉 THIRD PRIORITY

The Hidden Digital Divide: Why Hong Kong's World-Class Internet Speeds Don't Reach Everyone—or the World

Angle

While Hong Kong celebrates its affordable gigabit internet, a Reddit discussion reveals two inconvenient truths: old buildings remain stuck with slow DSL, creating a class-based digital divide, and international bandwidth speeds are far slower than domestic ones, undermining Hong Kong's claims as a global internet hub. This investigation examines the infrastructure inequality within one of Asia's wealthiest cities and what slow international speeds mean for Hong Kong's global connectivity.

Key Sources

- Residents in old buildings with limited internet options (like the DSL commenter) - Telecommunications infrastructure experts who can explain the local vs. international speed gap - OFCA (Office of the Communications Authority) officials - Building management representatives from older estates - IT professionals and businesses affected by slow international bandwidth - Urban development experts on infrastructure inequality - Comparative experts from Singapore (mentioned in comments as having superior service)

Why Now

The discussion thread generated significant engagement (348 upvotes), with commenters pointing out flaws in Hong Kong's internet reputation that contradict the celebratory narrative. As Hong Kong positions itself as a tech and finance hub, understanding real connectivity limitations has economic implications. The contrast with Singapore's superior offering adds competitive urgency.

Reporting Challenges

Getting ISPs to acknowledge international speed limitations or explain why older buildings aren't upgraded may prove difficult. Quantifying the actual scope of the DSL/old building problem requires data that may not be publicly available. Balancing technical explanation with accessible storytelling.

Reflective Note

I chose this story because it challenges a common assumption about Hong Kong's modernity and reveals inequality hiding in plain sight. The enthusiastic Reddit discussion shows residents care about this issue, but the critical comments reveal a more complex reality than promotional narratives suggest. This story serves readers by investigating whether Hong Kong's digital infrastructure truly matches its first-world status or whether wealth and geography create invisible barriers. It's also a story with strong visual and data journalism potential—mapping DSL-only buildings, testing international speeds, comparing regional offerings—making it engaging beyond the policy discussion. As editors, we should ask: when everyone assumes something is excellent, who's checking whether that's actually true for everyone?

Gemini 2.5 Pro

0 story proposals

No story proposals generated.

GPT-5

0 story proposals

No story proposals generated.

Kimi K2

3 story proposals

🥇 TOP PRIORITY

“Patriots-Only” Age Cap Pushes Hong Kong’s Iron Lady Out: What Regina Ip’s Exit Signals for the City’s Scripted Elections

Angle

Regina Ip’s sudden withdrawal is the first concrete proof that Beijing’s new 70-year age ceiling is being enforced to purge even loyalists. We trace how a rule cooked up in Shenzhen is rewriting Hong Kong’s political script weeks before polling day, and ask whether any “old guard” faces are safe.

Key Sources

- Regina Ip (written statement or short phone interview) - Two DAB/FTU whisperers who have seen the internal candidate list - Election Affairs Commission spokesman on vetting criteria - Political scientist at CUHK on comparative gerontocracy (Singapore, Macau) - Pro-Beijing delegate who lobbied against the cap

Why Now

Ballot papers must be finalised by 3 Nov. Ip’s exit is the domino that alerts every over-70 patriarch they could be next, and signals to voters that the “patriots only” sieve is still tightening.

Reporting Challenges

Ip rarely gives candid on-record quotes; loyalist sources fear being seen as criticising Central; official vetting documents are secret.

Reflective Note

Reddit’s most-upvoted political thread (Post 16) shows locals treating Ip’s departure as dark comedy—“broomstick head” etc.—but the gag masks a bigger story: engineered turnover is eroding the last shred of institutional memory. Readers need a guide to the invisible hand reshaping ballots they still have to cast, even if the outcome is pre-cooked. ––––––––––––––––––––––––––––––––––

🥈 SECOND PRIORITY

DIY Dreams Hit a Dead End: Why Hong Kong Has No Home-Depot and Renovators Are Driving to Shenzhen for Plywood

Angle

While the world talks about mega-bridges and high-speed rail, micro-logistics is pushing ordinary Hongkongers north. We follow a Sai Kung family who spent their weekend in a Dongxi hardware mall because Shanghai Street couldn’t supply eco-board in the right size, and map how fragmented retail zoning is silently fuelling cross-border shopping.

Key Sources

- Home-renovation couple from Reddit thread (Post 7) willing to share receipts/photos - Hardware vendors on Shanghai Street & Lockhart Road - HK Renovation Trade Association on bulk-buying trends - Customs officer on “renovation tourism” declaration numbers - Urban planning academic on why the city never birthed a big-box chain

Why Now

Post-COVID renovation boom + border fully reopened; September trade figures show wood-product imports from China up 18 % YoY. If the government wants “Night Vibes 2.0” it needs to understand why basics are easier to buy in Luohu than in Kowloon.

Reporting Challenges

Vendors fear pricing exposure; some shoppers under-report mainland purchases; story risks sounding like a “first-world problem” unless tied to housing affordability.

Reflective Note

Reddit’s hardware thread drew 38 helpful replies—evidence of an engaged, frustrated user base our outlet rarely captures. A data-driven walk-through gives practical service value while exposing a structural policy blind spot: retail fragmentation quietly taxes every flat-owner. ––––––––––––––––––––––––––––––––––

🥉 THIRD PRIORITY

First Local Chikungunya Case in Hong Kong: Climate Change Brings Mosquito-Borne Disease to the City’s Doorstep

Angle

Not just a medical footnote—this is Hong Kong’s dengue moment. We examine why Fung Tak Estate, 300 m above sea level, became ground zero, how warmer nights let Aedes albopictus survive winters, and whether the current anti-mosquito budget is still calibrated for a subtropical city that no longer exists.

Key Sources

- Centre for Health Protection entomologist - Residents of Fung Tak Estate (door-knock) - HKU vector-biology lab with mosquito-trap data - Drainage Services Department on ageing storm-water pipes - Comparisons with Singapore’s 2020 chikungunya cluster

Why Now

First ever locally acquired case reported 25 Oct; government has 14-day window to prevent secondary spread before cooler weather. Story can ride global One-Health narrative post-IPCC warnings.

Reporting Challenges

Scientific jargon must be translated; residents may panic; access to estate rooftops and pipe maps is bureaucratic.

Reflective Note

Reddit thread (Post 15) was short but locals asked “how worried should we be?”—a clear reader need. By combining street-level colour with hard science we deliver actionable information and situate Hong Kong inside a warming planet’s health map, fulfilling our public-service remit.

Methodology

Agentic News Agenda explores how large language models function as news editors by analyzing social media discourse to identify newsworthy stories.

Data Collection

The system collects posts and comments from r/HongKong from the past 24 hours, providing real-time social media discourse for analysis.

Editorial Task

Each AI model is prompted to act as a news editor for a Hong Kong-focused regional news outlet. Models propose exactly 3 news stories ranked by editorial priority (🥇 TOP, 🥈 SECOND, 🥉 THIRD), with each proposal including:

  • Headline: Compelling and newsworthy
  • Angle: Unique regional perspective
  • Key Sources: Who to interview
  • Why It Matters: Significance to audiences
  • Challenges: Reporting obstacles
  • Reflective Note: Editorial reasoning explaining why this story deserves its priority level

Priority Rankings

Each model ranks stories to simulate real editorial decision-making about resource allocation:

  • 🥇 TOP PRIORITY: Most urgent/important story requiring immediate coverage
  • 🥈 SECOND PRIORITY: Significant story that can wait slightly but shouldn't be delayed
  • 🥉 THIRD PRIORITY: Valuable longer-term story for deeper investigation

Presentation

Story proposals are presented as submitted by each AI model, without comparing models against each other. This allows readers to examine different editorial perspectives, priority assessments, and news judgments independently.

📋 Study Design Log

This log documents important updates to the study design and methodology. Changes are made to improve research validity and reduce bias.

v2.0 - CURRENT 2025-10-27 onwards

Engagement-Agnostic Data Pipeline

What Changed:

  • Reddit data now collected by chronological order (latest) instead of engagement (hot)
  • AI models NO LONGER see upvote counts, comment counts, or engagement metrics
  • Models analyze posts based purely on content, not popularity

Why This Matters:

  • Reduces Engagement Bias: Tests AI editorial judgment without crowd influence
  • Purer Signal: Identifies stories based on news value, not viral popularity
  • Better Research Design: Isolates AI decision-making capabilities
  • Discovers Hidden Stories: May find newsworthy posts overlooked by the crowd

What AI Models Now See:

✅ Post title and content

✅ Timestamp (when posted)

✅ Comment text

❌ Upvote/downvote counts

❌ Number of comments

❌ Awards or engagement signals

This change makes the study more comparable to real newsroom scenarios where editors evaluate raw tips and sources without knowing public reaction.

v1.0 - BASELINE 2025-10-26 only

Initial Implementation

Original Design:

  • Collected "hot" posts (sorted by engagement)
  • AI models could see upvote counts and comment counts
  • Mimicked how editors see trending social media

Limitation Identified: Engagement data may bias AI toward already-popular posts rather than independent news judgment.

📊 Research Transparency: All methodology changes are documented here and in our GitHub repository.

Results from different versions are archived separately to enable comparison and maintain research integrity.