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Agentic News Agenda

AI models identifying underreported stories that mainstream media misses

Last updated: December 25, 2025 at 09:00 UTC

About This Project

Agentic News Agenda is an experimental journalism project that explores how AI language models identify underreported stories that mainstream press is likely to miss. Seven leading AI models act as news editors for a Hong Kong-focused regional outlet, analyzing daily discussions from r/HongKong to find stories overlooked by major media outlets. This project reveals how AI systems can fill gaps in the media ecosystem by spotting grassroots concerns, early-stage developments, and nuanced perspectives that big media ignores.

🎯 What It Does

  • Collects r/HongKong posts and comments (last 24h)
  • Seven AI models independently analyze discourse
  • Each identifies 3 underreported stories that mainstream media would miss
  • Models explain WHY mainstream media overlooks each story
  • Proposes alternative reporting approaches to fill coverage gaps

📰 Editorial Mission

  • Grassroots voices over official narratives
  • Early-stage developments before mainstream coverage
  • Nuanced perspectives that big media simplifies
  • Community concerns not fitting mainstream templates

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
16
from r/HongKong
Comments Read
212
last 24 hours
AI Editors
7
language models
Story Proposals
21
total generated

📊 Reddit Data Downloads

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Combined Posts

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Top 50 Posts

Most recent 50 posts with key metrics

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Daily Summary

Aggregated statistics and insights

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📅 Data collected from r/HongKong for the last 24 hours ending December 25, 2025 at 09:00 UTC

Story Proposals

News story proposals from AI models analyzing r/HongKong discourse

DeepSeek V3.1

3 story proposals

đŸ„‡ TOP PRIORITY

Student Union Suspensions Signal Quiet Demise of Campus Democracy at CUHK

Angle

The seemingly administrative decision to suspend college student unions at Chinese University represents a systemic shift in campus governance, eliminating traditional channels for student representation and collective voice that have historically been vital to Hong Kong's civil society.

Why Mainstream Misses This

Mainstream media often covers higher education through official announcements and policy changes, missing the grassroots impact of these administrative decisions. This story lacks immediate sensational value and requires understanding of historical campus politics that predates current journalistic frameworks.

Editorial Reasoning

This story matters because it reveals the quiet restructuring of Hong Kong's educational institutions from within, affecting student rights and organizational autonomy with long-term implications for civil society development. It fills a critical gap in understanding how institutional changes are reshaping the next generation's engagement with civic life.

Key Sources

Former student union leaders from affected colleges, university administration representatives, education policy scholars, alumni who participated in student governance, legal experts on Hong Kong's education ordinance

Reporting Approach

Deep historical contextualization contrasting past and present student governance structures, anonymous testimonies from affected students, comparative analysis with other universities' approaches to student representation

Reflective Note

This is my top priority because it represents a fundamental but underreported shift in Hong Kong's social fabric. The quiet suspension of student unions has profound implications for civil society development and represents exactly the kind of systemic change that mainstream media misses while focusing on more overt political developments.

đŸ„ˆ SECOND PRIORITY

Northern Exodus: Hong Kong Residents Flood Shenzhen for Holiday Spending Amid Economic Pressures

Angle

The massive Christmas Day crossing to Shenzhen represents not just holiday shopping but a fundamental shift in consumption patterns driven by Hong Kong's high cost of living, with residents seeking better value across the border despite complex immigration procedures.

Why Mainstream Misses This

Mainstream coverage typically frames border crossings as tourism stories or economic indicators, missing the household-level economic calculations and quality-of-life decisions driving this behavior. The story requires understanding both sides of the border and sensitivity to economic pressures that officials might prefer to downplay.

Editorial Reasoning

This trend reveals important truths about Hong Kong's affordability crisis and changing economic relationships with mainland China. Understanding these cross-border patterns helps readers comprehend broader economic pressures affecting ordinary families and small businesses.

Key Sources

Regular cross-border commuters, border immigration officials, retail analysts comparing Hong Kong/Shenzhen pricing, small business owners in northern districts, economists studying consumption patterns

Reporting Approach

Following individual families through their cross-border shopping journeys, data analysis of border crossing trends compared to economic indicators, undercover price comparison investigations in both markets

Reflective Note

This ranks second because it combines economic, social and cross-border dynamics that mainstream media often treats separately. The grassroots economic decision-making of ordinary Hong Kongers reveals more about the city's economic reality than official statistics or corporate announcements.

đŸ„‰ THIRD PRIORITY

Policy in Practice: Confusion and Adaptation at HZMB Under New TWOV Rules

Angle

The practical implementation of Transit Without Visa policy changes at the Hong Kong-Zhuhai-Macau Bridge reveals gaps between policy announcements and ground reality, with travelers navigating uncertain procedures that could affect cross-border mobility and economic integration.

Why Mainstream Misses This

Mainstream media typically reports policy announcements but rarely follows up with ground-level implementation challenges. This story requires technical understanding of immigration procedures and patience to track the mundane but crucial details of border management that don't make dramatic headlines.

Editorial Reasoning

This coverage matters because border policies directly affect thousands of daily cross-border workers, families, and businesses. Understanding the practical implementation challenges helps the public navigate these systems and holds authorities accountable for policy execution.

Key Sources

Frequent HZMB users, border immigration officers, transport operators on the bridge, policy analysts specializing in cross-border issues, tourism industry representatives

Reporting Approach

First-person account of navigating the new procedures, documentation of inconsistencies in application, comparison of official policy language with ground-level implementation

Reflective Note

This ranks third because while technically important, it affects a more limited demographic than the previous stories. However, it exemplifies the kind of practical, service-oriented journalism that mainstream outlets often neglect in favor of broader policy discussions.

Qwen3 Max

3 story proposals

đŸ„‡ TOP PRIORITY

Student Unions Quietly Dissolve Across Hong Kong Campuses Amid Recognition Crackdown

Angle

While national media may briefly note administrative changes, the deeper story lies in how grassroots student organizing is being structurally dismantled—not through overt bans, but via bureaucratic gatekeeping. The suspension of the Wu Yee Sun College union at CUHK reflects a quiet, systemic erosion of student autonomy that affects campus culture, civic engagement, and youth political development—issues rarely explored beyond headline-level reporting.

Why Mainstream Misses This

Major outlets often treat such developments as internal university affairs or routine compliance updates, lacking the on-the-ground student perspective to reveal their broader implications. The story is also not visually dramatic or politically explosive enough to warrant prime coverage, despite its long-term impact on civil society infrastructure. Editorical Reasoning: This story matters because student unions have historically been incubators for leadership, debate, and community action in Hong Kong. Their quiet retreat signals a narrowing of civic space that affects the next generation’s ability to organize—something the public should understand before it becomes irreversible. Our coverage fills the gap between policy and lived experience.

Editorial Reasoning

N/A

Key Sources

Current and former student union leaders at CUHK and other UGC-funded universities; university administrators (on background); education policy scholars; alumni who were active in student unions in the 2010s.

Reporting Approach

We’d avoid framing this as purely political repression. Instead, we’d use oral histories, comparative analysis with pre-2019 union functions, and student testimonials to show how daily campus life—charity drives, mental health support, cultural events—is being hollowed out. We’d publish in both English and Cantonese to reach local students directly.

Reflective Note

This is my top priority because it’s a slow-motion institutional shift with generational consequences, yet it’s unfolding without public scrutiny. Mainstream media won’t cover it until it’s “news” (e.g., a mass closure), but by then, the damage is done. As a Hong Kong-focused outlet, we have a duty to document the quiet dismantling of civic ecosystems before they vanish.

đŸ„ˆ SECOND PRIORITY

Hong Kong’s Electric Vehicle Charging Deserts: Suburban Drivers Struggle as Infrastructure Lags Behind Policy

Angle

While the government touts EV adoption targets and urban charging hubs, residents in New Territories towns like Tai Po face real-world gaps in accessible, affordable fast-charging—especially for non-Tesla owners. This isn’t just inconvenience; it reveals a policy blind spot where green transitions favor affluent urban cores while leaving suburban and middle-income drivers behind.

Why Mainstream Misses This

Big media covers EV policy through press releases or flagship projects (e.g., Tesla Superchargers in malls), not the everyday friction faced by ordinary residents. The issue lacks drama—it’s a “service gap,” not a scandal—and affects a dispersed demographic without a loud advocacy voice.

Editorial Reasoning

Transportation equity is a silent component of climate justice. If EV adoption is to succeed, it must work for all residents—not just those in Central or owners of premium brands. This story empowers readers with practical knowledge while holding policymakers accountable for inclusive infrastructure planning.

Key Sources

EV owners in Tai Po, Sha Tin, and Tuen Mun; local district councillors; charging app developers (e.g., The Point, ChargEV); Transport and Environmental Bureau officials (for response); auto repair shops servicing EVs.

Reporting Approach

We’d map charging accessibility across districts, compare costs and wait times by brand/app, and embed with a Tai Po resident for a “day in the life” of EV charging. Unlike mainstream outlets that quote officials, we’d center user experience and local solutions (e.g., community sharing of private chargers).

Reflective Note

I ranked this second because it’s a growing pain of Hong Kong’s energy transition that’s invisible in glossy government reports. It’s not urgent like a protest, but it’s systemic—and affects thousands quietly adapting to a greener future. As a regional outlet, we’re positioned to spotlight these infrastructural inequities before they deepen.

đŸ„‰ THIRD PRIORITY

The Disappearing Flavors of Hong Kong: How Iconic Local Eateries Vanish Without Notice—And Who’s Left to Remember

Angle

The closure of Sun Kee Cheese Noodle isn’t just a lost meal—it’s part of a quiet epidemic of heritage food businesses shuttering without fanfare, often due to rising rents, succession gaps, or lack of digital presence. Unlike celebrity chef restaurants, these unassuming spots rarely get obituaries, leaving communities without culinary memory or recourse.

Why Mainstream Misses This

Food media focuses on openings, Michelin stars, or viral trends—not closures of humble, decades-old joints. These businesses lack PR teams, and their closures rarely involve drama, making them “non-news” to commercial outlets chasing clicks.

Editorial Reasoning

These eateries are cultural archives—embodiments of neighborhood identity, postwar migration stories, and working-class ingenuity. Their silent disappearance erodes Hong Kong’s intangible heritage. Documenting them serves both historical preservation and community solidarity, especially for diaspora and younger locals seeking roots.

Key Sources

Former patrons of Sun Kee and similar vanished restaurants; food historians; owners of surviving “cha chaan teng” or noodle shops facing closure; urban planners studying commercial gentrification; family members of deceased proprietors.

Reporting Approach

We’d create a “Hong Kong Flavor Archive”—combining oral histories, archival photos, and recipes—with an interactive map of lost and endangered eateries. Instead of just lamenting, we’d explore community-led preservation efforts (e.g., pop-ups, recipe sharing) that mainstream food coverage ignores.

Reflective Note

This ranks third not because it’s unimportant, but because it’s slower-burning than institutional or infrastructural stories. Yet it speaks to identity—a core concern for Hong Kongers navigating rapid change. In a city where memory is fragile, documenting everyday culture is an act of quiet resistance.

Grok 4

3 story proposals

đŸ„‡ TOP PRIORITY

CUHK Student Unions Shut Down Amid Recognition Disputes, Signaling Broader Threats to Campus Autonomy

Angle

While mainstream outlets might briefly note university policy shifts, they often overlook the grassroots impact on student governance, such as how unrecognized unions disrupt extracurricular activities, mental health support, and student-led advocacy; this story would explore personal accounts from affected students, revealing a subtle erosion of student voices in Hong Kong's higher education amid tightening administrative controls.

Why Mainstream Misses This

Major outlets prioritize high-profile political conflicts or scandals in education, sidelining incremental policy changes like union recognition that lack immediate drama or widespread protests. These stories are too localized to university campuses and require insider knowledge of student politics, which big media rarely invests in without a sensational hook. Additionally, they affect a relatively small demographic of students, making them seem niche compared to broader economic or security news.

Editorial Reasoning

This story highlights a creeping threat to academic freedom and youth empowerment in Hong Kong, filling a gap in coverage by showing how seemingly minor administrative decisions could stifle future civic engagement. It serves the public interest by informing parents, alumni, and educators about systemic issues in higher education, potentially sparking dialogue on preserving student rights amid regional political pressures.

Key Sources

Current CUHK students involved in suspended unions; university administrators or spokespeople; alumni from past student movements; education policy experts from local NGOs; representatives from other HK universities facing similar issues.

Reporting Approach

Unlike mainstream's top-down focus on official statements, we'd prioritize in-depth interviews with anonymous students to capture unfiltered experiences, cross-reference with historical union data, and include multimedia like student-submitted photos or timelines to humanize the long-term effects.

Reflective Note

This is my top priority because it captures an early-stage development in educational policy that could have ripple effects on Hong Kong's youth and civil society, yet it's underreported due to its subtlety. I prioritized it over others as it aligns with our mission to amplify marginalized voices like students, revealing systemic issues before they escalate into mainstream crises. The Reddit post's comment directly quotes the union's statement, indicating a fresh, community-driven angle that's not yet widely discussed.

đŸ„ˆ SECOND PRIORITY

Holiday Border Rushes to Shenzhen Expose Growing 'Northward Consumption' Trend Among Hong Kongers

Angle

Mainstream media covers major tourism surges but misses the nuanced economic motivations behind everyday Hong Kongers crossing to Shenzhen for affordable holidays and shopping, as seen in Christmas Day crowds; this angle would delve into how post-2025 border policy tweaks facilitate these trips, highlighting personal stories of cost-saving amid Hong Kong's high living expenses and the subtle shift in cross-border lifestyles.

Why Mainstream Misses This

Big outlets focus on official tourism statistics or high-level economic analyses, overlooking granular, anecdotal experiences from ordinary residents that don't fit into sensational narratives like border disputes. It's too routine and community-specific, lacking the conflict or scale to attract broad attention, and requires tracking social media trends rather than press releases. Stories about casual consumption habits are often dismissed as trivial compared to macroeconomic reports.

Editorial Reasoning

This underreported trend reveals underlying economic pressures in Hong Kong, such as inflation and wage stagnation, empowering readers with insights into adaptive behaviors that could influence local retail and policy. It fills a coverage gap by connecting individual choices to larger cross-border dynamics, promoting public awareness of how everyday decisions reflect broader regional integration and potential vulnerabilities.

Key Sources

Hong Kong residents who recently crossed via HZMB (like the Reddit poster); Shenzhen-based merchants benefiting from HK visitors; transport officials from the HZMB authority; economists specializing in Greater Bay Area trends; expat community leaders discussing lifestyle shifts.

Reporting Approach

We'd differ from mainstream by embedding with crossers for real-time observations, analyzing social media patterns for emerging trends, and incorporating user-generated content like photos from Reddit to provide a bottom-up, participatory narrative rather than relying on aggregated data.

Reflective Note

I ranked this as second priority because it points to a cultural-economic trend that's gaining momentum but hasn't hit mainstream radar, serving as an early indicator of shifting consumer behaviors in the region. It's below the student union story due to its less immediate impact on rights and governance, but above others for its relevance to a wide swath of working-class Hong Kongers facing overlooked financial strains. The post's comments on crowds and quick crossings provide a timely, grassroots hook.

đŸ„‰ THIRD PRIORITY

Winter Mosquito Surges in High-Rise Hong Kong Homes Point to Urban Environmental Gaps

Angle

While mainstream press occasionally reports on seasonal pests, it overlooks persistent winter infestations in high-floor apartments, as shared by residents; this story would investigate links to urban planning flaws like poor drainage or climate shifts allowing year-round breeding, emphasizing resident frustrations and DIY coping strategies that reveal broader gaps in city pest management.

Why Mainstream Misses This

Such stories are too hyper-local and everyday to warrant attention from big outlets, which prefer health crises or environmental disasters over mundane nuisances like mosquitoes. They lack sensational elements like outbreaks and require community-level insights rather than expert quotes, making them seem insignificant amid coverage of larger climate or infrastructure issues. Affecting scattered individuals rather than organized groups, they don't generate the public outcry needed for mainstream pickup.

Editorial Reasoning

This matters as it uncovers subtle environmental and public health trends in dense urban living, potentially tied to climate change or inadequate infrastructure, informing residents on preventive measures and pressuring authorities for better solutions. It fills a gap by elevating grassroots concerns to highlight systemic urban vulnerabilities, serving public interest through practical knowledge that empowers communities to advocate for change.

Key Sources

Affected high-rise residents (e.g., the Reddit poster); pest control experts from local firms; environmental scientists studying urban ecology in HK; government officials from the Food and Environmental Hygiene Department; community leaders in high-density areas like Kwun Tong.

Reporting Approach

Our coverage would emphasize resident-led investigations, such as mapping infestation hotspots via community submissions, and include scientific context on breeding factors, contrasting with mainstream's sporadic, expert-only reports by fostering a collaborative, solutions-oriented dialogue.

Reflective Note

This is my third priority as it's a human interest story revealing systemic urban issues, but it has less urgency and long-term societal impact than the top two, which involve governance and economic shifts. I chose it over more trivial posts like food recommendations because the comments suggest a persistent, under-discussed trend possibly linked to climate or planning failures, aligning with our focus on overlooked community concerns. The post's timing in "winter" adds a novel, counterintuitive angle.

Claude Sonnet 4.5

3 story proposals

đŸ„‡ TOP PRIORITY

"The Silent Shutdown: How CUHK's New Recognition Rules Are Dismantling Student Unions Without Headlines"

Angle

While student union suspensions might seem like administrative housekeeping, this represents a fundamental restructuring of campus civil society happening through bureaucratic pressure rather than dramatic crackdowns. The story focuses on what happens to student organizing, mutual aid networks, and campus democracy when unions "voluntarily" suspend rather than face non-recognition—a quieter but potentially more permanent form of institutional control.

Why Mainstream Misses This

Mainstream outlets covered the 2021 student union crackdowns extensively, creating "protest fatigue" that makes incremental institutional changes seem like old news. This story requires understanding the difference between dramatic dissolution and administrative strangulation—a nuance that doesn't fit the "crackdown" narrative international media prefers. The "voluntary suspension" framing obscures the coercive nature of the policy change, making it seem less newsworthy than forced closures.

Editorial Reasoning

This story reveals how institutional control evolves from spectacular to bureaucratic—a shift with profound implications for civil society across Hong Kong. Student unions historically provided welfare services, organized cultural events, and trained civic leaders; their quiet disappearance affects everyday campus life in ways that won't be visible until these support systems are gone. Documenting this transition serves as a case study for how institutional autonomy erodes through administrative rather than political means.

Key Sources

- Current CUHK students (anonymized) who relied on union services now suspended - Former student union leaders who can compare previous and current organizing conditions - University governance experts who can explain the recognition policy changes - Student welfare recipients who depended on union-run support systems - Campus cultural organizers affected by loss of union resources

Reporting Approach

Rather than focusing on political statements or administration responses, I'd document the practical consequences: What specific services have disappeared? How are students organizing mutual aid without formal structures? What informal networks are emerging? I'd use data on union budgets, service usage, and organizational capacity over time to show concrete impacts. The story would center student voices describing daily campus life changes rather than political rhetoric.

Reflective Note

I ranked this 1 because it represents a crucial pattern mainstream media consistently misses: the shift from dramatic suppression to administrative erosion. While international outlets covered 2019-2021 extensively, they've largely moved on, missing how control mechanisms are becoming institutionalized and normalized. This story documents a pivotal moment in Hong Kong's civil society transformation that will only be recognized as significant in hindsight—exactly the kind of underreported story that serves the public record. ---

đŸ„ˆ SECOND PRIORITY

"The 20th Floor Mosquito Mystery: Climate Change Brings Year-Round Pests to Hong Kong's High-Rises"

Angle

A seemingly trivial complaint about mosquitoes on the 20th floor in December reveals a larger environmental story: Hong Kong's changing climate is extending mosquito seasons and expanding their vertical range, with implications for public health, energy consumption (residents can't open windows), and urban ecology. The story investigates why multiple residents report winter mosquitoes at heights previously considered safe, and what this signals about Hong Kong's environmental future.

Why Mainstream Misses This

Media outlets dismiss individual complaints about household pests as trivial, missing the pattern that emerges when multiple residents report similar anomalies. Climate change stories typically focus on dramatic events (typhoons, heat records) rather than subtle ecosystem shifts affecting daily life. This story requires connecting scattered anecdotal evidence to environmental data—investigative work that doesn't fit breaking news cycles or yield immediate official responses.

Editorial Reasoning

This story translates abstract climate change into concrete daily impacts that affect quality of life, public health, and household economics (air conditioning costs). Mosquito-borne diseases like dengue are already increasing in Hong Kong; understanding changing mosquito behavior patterns has genuine public health value. More broadly, it exemplifies how environmental changes manifest in unexpected ways that residents notice before scientists document them—validating community observation as a form of environmental monitoring.

Key Sources

- Entomologists and vector control experts at HKU or CUHK - Hong Kong Observatory climate data specialists - Food and Environmental Hygiene Department mosquito control teams - Building management companies tracking pest control in high-rises - Residents across different districts and floor levels reporting similar experiences - Public health experts on dengue and mosquito-borne disease trends

Reporting Approach

I'd combine citizen science (soliciting reports from residents about mosquito encounters by floor, district, and season) with expert analysis of climate data, building design changes, and mosquito species adaptation. The story would include practical information: how residents can protect themselves, what building designs inadvertently create mosquito habitat, and whether government monitoring is capturing these changes. I'd use data visualization to map reports across the city and correlate with temperature and humidity trends.

Reflective Note

I ranked this 2 because it demonstrates how environmental journalism can emerge from everyday complaints that seem beneath mainstream media's notice. The Reddit post's frustrated tone ("is this damn city ever free of fucking mosquitoes") represents genuine quality-of-life concerns that connect to larger climate stories. This is exactly the kind of granular, lived-experience reporting that helps readers understand abstract environmental changes through their daily reality—and potentially crowdsources important environmental data. ---

đŸ„‰ THIRD PRIORITY

"The Border Rush: Why Thousands of Hong Kongers Are Spending Christmas in Shenzhen"

Angle

Rather than treating cross-border shopping as a simple consumer trend, investigate what the Christmas Day crowds at Lo Wu reveal about Hong Kong's economic pressures, changing regional identity, and the normalization of mainland integration. The story examines why families are choosing Shenzhen over Hong Kong for holiday celebrations—exploring cost differentials, service quality perceptions, and what this seasonal migration pattern signals about Hong Kong's economic competitiveness and residents' evolving relationship with the Greater Bay Area.

Why Mainstream Misses This

Media covers cross-border shopping as either a quirky consumer trend or a political story about integration, missing the nuanced economic and cultural factors driving individual decisions. Mainstream outlets lack the ground-level reporting to understand why specific families choose Shenzhen for Christmas rather than Hong Kong celebrations, treating it as aggregate data rather than revealing personal economic calculations. The story doesn't fit neat political narratives about resistance or compliance.

Editorial Reasoning

This story documents a significant shift in Hong Kong residents' economic behavior and regional orientation that will reshape the city's retail, dining, and service sectors. Understanding why families make these choices—beyond simplistic "it's cheaper" explanations—reveals pressures on Hong Kong's middle class and changing perceptions of quality, value, and belonging. The normalization of spending major holidays across the border represents a profound change in how Hong Kong residents conceptualize their city and region.

Key Sources

- Families crossing at Lo Wu, Lok Ma Chau, and HZMB on Christmas (interviews at border crossings) - Hong Kong restaurant and retail operators noting holiday business changes - Shenzhen businesses catering to Hong Kong visitors during holidays - Economists tracking cross-border consumption patterns - Older Hong Kong residents who can compare current patterns to previous decades - Young families making cost-benefit calculations about holiday spending

Reporting Approach

I'd conduct interviews at multiple border crossings on Christmas and Boxing Day, asking families to detail their spending plans and reasoning. I'd create cost comparisons for typical Christmas activities (dining, entertainment, shopping) between Hong Kong and Shenzhen. The story would include personal budgets and decision-making processes rather than just aggregate statistics, showing how individual households are adapting to economic pressures. I'd follow specific families across the border to document their actual experiences versus expectations.

Reflective Note

I ranked this 3 because while cross-border consumption gets some mainstream coverage, the Christmas timing and scale ("people mountain people sea") suggests this has evolved beyond routine shopping trips to include major holiday celebrations—a more significant cultural shift. This story requires the kind of ground-level, holiday-timing reporting that mainstream outlets won't invest in, but it documents an important economic and cultural transition that will define Hong Kong's next decade. It's the type of trend story that becomes obvious in retrospect but needs documentation now while it's still emerging.

Gemini 2.5 Pro

3 story proposals

đŸ„‡ TOP PRIORITY

As CUHK Student Unions Go Dark, a Quiet Shift in University Governance Raises Alarms

Angle

Mainstream outlets will report that the Chinese University of Hong Kong's Wu Yee Sun College student union has suspended operations. Our story will dig deeper into the reason cited in the Reddit comments: the university's new requirement that all student unions register under the Societies Ordinance or Companies Ordinance. We'll investigate what this administrative change actually means—a fundamental shift from historically independent student bodies to government-registered entities, and explore the chilling effect this is having on student representation and campus life across Hong Kong's universities.

Why Mainstream Misses This

Mainstream media will likely cover the suspension as a singular event, focusing on the official statements from the university and the union. They will miss the complex legal and historical context of this administrative requirement, which is seen by insiders as the primary tool for dissolving these bodies. The distinction between different ordinances is too technical and not sensational enough for a major headline, but it's the core of the story.

Editorial Reasoning

This story is crucial because it documents the subtle erosion of institutional autonomy in Hong Kong's academic spaces. Student unions have historically been a vital part of civil society and a training ground for civic participation. This story fills a critical gap by explaining the mechanism of this change, empowering readers to understand the systemic shifts happening beyond just the headlines of closures.

Key Sources

1. Current and former members of the Wu Yee Sun College student union. 2. Members of other CUHK college student unions or the central student union, CUSU (if any remnants exist). 3. A Hong Kong-based lawyer specializing in the Societies and Companies Ordinances. 4. A scholar on Hong Kong higher education and student activism. 5. CUHK administration (for an official response to our specific questions about the registration policy).

Reporting Approach

We will go beyond press releases. Our reporting will focus on the human impact: what services and representation will students lose? We will create a simple explainer on the legal differences between the old system and the new registration requirements. We will also investigate if this policy is being quietly implemented at other universities, presenting it as a city-wide trend rather than an isolated CUHK issue.

Reflective Note

I've ranked this as the highest priority because it's a "canary in the coal mine" story. While Post 4 is just a single data point, it points to a significant, under-the-radar structural change in a key Hong Kong institution. It touches on themes of civil society, freedom of association, and the changing nature of public life, which are central to our editorial mission of documenting the deeper shifts in the city that larger outlets often simplify or miss entirely.

đŸ„ˆ SECOND PRIORITY

‘People Mountain, People Sea’: Christmas Exodus to Shenzhen Drains Hong Kong’s Holiday Hopes

Angle

While mainstream media reports on government efforts to boost local spending, we will focus on the ground-level reality captured in Post 8: a massive holiday outflow of Hong Kong residents to Shenzhen for consumption ("ćŒ—äžŠæ¶ˆèČ»"). Our story will juxtapose the chaotic, crowded scenes at the border checkpoints on Christmas Day with the potentially quieter-than-expected atmosphere in Hong Kong's own retail and dining districts. We will explore the "why" behind this trend from the perspective of ordinary citizens—cost, variety, and the perceived decline in value for money in Hong Kong.

Why Mainstream Misses This

Mainstream outlets will cover this trend with official statistics from the Immigration Department after the holidays are over. They are unlikely to send reporters to spend Christmas Day at Lo Wu to capture the real-time phenomenon and the specific motivations of travelers. Their coverage is often reactive and data-driven, missing the immediate, visceral social and economic current that grassroots posts reveal.

Editorial Reasoning

This story matters because it provides a real-time, qualitative check on the official narrative about Hong Kong's economic recovery. It highlights a significant economic and cultural shift that directly impacts local small and medium-sized enterprises. By telling the story through the voices of those choosing to leave, we provide a more nuanced understanding of the city's economic challenges than government press releases or retail sales figures alone.

Key Sources

1. Hong Kong residents crossing the border at Lo Wu or Lok Ma Chau (interviewed on-site). 2. Small business owners (F&B, retail) in traditional Hong Kong shopping areas like Causeway Bay or Mong Kok. 3. An economist specializing in Greater Bay Area consumer trends. 4. A representative from a Hong Kong retail management or catering association. 5. The Reddit user from Post 8, if they can be contacted, for their original photo/impressions.

Reporting Approach

Our coverage will be a "tale of two cities" on the same day. We would deploy one reporter to the border and another to a major Hong Kong shopping mall. We'll use strong visuals—the crowds at the border versus the footfall in local shops—and pair them with direct quotes from people on both sides of the economic equation: the spenders and the local merchants waiting for them.

Reflective Note

This is my second priority because it's a powerful, unfolding economic story with immediate and widespread impact. It's less politically sensitive than the CUHK story but captures a fundamental shift in consumer behavior that defines the city's current economic mood. This is a story that affects nearly everyone's wallet but is often discussed in abstract terms; our approach would make it concrete and human.

đŸ„‰ THIRD PRIORITY

Lost in Translation: The Hidden Dangers of Hong Kong’s Accident-Prone Road 'Black Spots'

Angle

Two separate posts (Post 5 about Kwun Tong Highway and Post 7 about a corner on Kennedy Road, Wan Chai) point to chronic traffic accidents in specific locations. Our story will connect these disparate community complaints into a single investigative piece. We will map out these and other resident-identified "black spots" and investigate why, despite residents' long-standing awareness (as one commenter said, "the number of accidents on that corner would blow your mind"), these areas remain dangerous. The angle is not just that accidents happen, but that there's a systemic breakdown between community knowledge of danger and official action from the Transport Department.

Why Mainstream Misses This

Mainstream news covers major traffic accidents as one-off events, focusing on casualties and immediate traffic disruption. They rarely connect incidents to show a pattern of neglect in a specific location unless it results in a massive, multi-fatality pile-up. This kind of granular, community-sourced investigation is too time-consuming and not sensational enough for their daily news cycle.

Editorial Reasoning

This story serves a direct public interest by highlighting ongoing safety hazards that officials may be overlooking. It validates grassroots community concerns and uses citizen reporting (from Reddit) as a starting point for journalistic investigation. It's a piece of service journalism that could potentially lead to real-world safety improvements, fulfilling our mission to produce reporting that empowers and protects the community.

Key Sources

1. Residents and long-time workers near the identified accident spots in Wan Chai and Kwun Tong. 2. The original Reddit posters (Posts 5 and 7). 3. A district councillor for the respective areas (Wan Chai and Kwun Tong). 4. A transport policy expert or independent road safety advocate. 5. Hong Kong's Transport Department (with a formal request for accident statistics and traffic improvement plans for these specific locations).

Reporting Approach

We will use the Reddit posts as leads. We'll visit the sites, photograph the road design, and interview people who live and work there daily. We would file a formal information request to the Transport Department for data on these locations to corroborate the anecdotal evidence. The final piece would be a data-driven but human-centered look at these dangerous spots, asking: "How many more accidents will it take?"

Reflective Note

This is my third priority because its scope is more localized than the first two stories. However, it is a perfect example of our unique value proposition: aggregating seemingly minor, individual complaints to uncover a larger, systemic problem that is being completely ignored by bigger outlets. It demonstrates a commitment to "quality of life" issues and shows that we are listening to the everyday concerns of Hong Kong people.

GPT-5

3 story proposals

đŸ„‡ TOP PRIORITY

Silencing the Student Voice: CUHK College Unions Go Dark Under New Recognition Rules

Angle

Several CUHK college student unions are suspending operations after the university said it would no longer recognise unions that do not meet new criteria. Rather than rehash campus politics, we’ll track the concrete fallout: cancelled welfare services, lost funding for student societies, and the chilling effect on everyday representation (disciplinary hearings, academic appeals, mental health referrals). We’ll compare college-level impacts across CUHK’s federated system—often invisible in citywide coverage—to show how governance changes reshape student life.

Why Mainstream Misses This

Big outlets typically cover the headline announcement and political framing, not the slow-burn administrative consequences at the college level. The story requires deep sourcing inside student bodies, access to internal comms and budgets, and sensitivity to anonymity—barriers that discourage mainstream follow-through.

Editorial Reasoning

Student unions often run essential welfare functions in Hong Kong’s under-resourced campus ecosystem. Documenting service gaps and procedural changes is critical public-interest reporting for students, parents, and alumni—and it illuminates how civil society evolves under policy shifts. This fills a gap between high-level statements and ground truth.

Key Sources

- Representatives from CUHK college unions (e.g., Wu Yee Sun College) and unaffiliated student societies - CUHK admin (Communications and Public Affairs; Dean of Students; college masters) - Student counsellors and NGOs providing youth mental health support - Education law scholars and alumni association leaders

Reporting Approach

Obtain internal notices outlining new recognition rules; map which colleges/unions have paused and what services/funding are impacted; track event cancellations, room-booking restrictions, and society recognition timelines. Offer secure channels for students to speak anonymously. Compare CUHK’s approach with other universities to show whether this is isolated or systemic; publish a service directory for affected students.

Reflective Note

Ranked first because it has immediate human consequences, long-term civic implications, and minimal granular coverage. The Reddit tip signals early-stage organisational fallout; getting in now allows us to document impacts before they become normalised or disappear from view.

đŸ„ˆ SECOND PRIORITY

Plugged Into Apps, Not Chargers: Fragmented EV Networks Are Stalling Hong Kong’s Electric Push

Angle

Drivers in Tai Po looking for a quick DC top-up are told to juggle mall loyalty apps like The Point for access, separate networks like Cornerstone, and Tesla-only sites—each with its own pricing, idle fees, and login hoops. We’ll quantify how app fragmentation, property-manager gatekeeping, and inconsistent reliability undermine the city’s EV adoption goals, especially outside core districts.

Why Mainstream Misses This

EV coverage skews toward policy announcements and sales figures, not the mundane frictions that define daily usability. Assessing the problem requires time-consuming field tests across operators, property groups, and power companies—work that doesn’t fit a quick news cycle.

Editorial Reasoning

Hong Kong’s climate targets hinge on EV uptake, but consumer experience is the bottleneck. By auditing real-world access, downtime, and cost differentials (including “loyalty wall” chargers in malls), we provide actionable information for drivers and accountability for operators and policymakers.

Key Sources

- EV drivers’ groups and taxi/gig drivers reliant on public charging (Tai Po, Shatin, NT) - Charging operators (Cornerstone, Shell Recharge, HKE/CLP programs) and Tesla - Mall/property managers (e.g., Sun Hung Kai’s The Point; Link REIT; MTR malls) - Environment and Ecology Bureau/EMSD officials responsible for EV infrastructure

Reporting Approach

Conduct a week-long “charge audit” across NT and Kowloon: attempt DC charging at multiple sites with and without memberships; document queueing, uptime, pricing, and idle policies. Build a simple accessibility index and a map highlighting “loyalty-locked” chargers. Seek commitments from operators on interoperability and publish a consumer guide.

Reflective Note

Second priority because it ties a grassroots pain point to a flagship government priority. It’s under-reported, fixable, and impacts thousands daily, but lacks the immediate civic-structure stakes of Story 1.

đŸ„‰ THIRD PRIORITY

After-Dark Childcare Desert: Families Turn to Grey-Market Babysitters as Night Support Vanishes

Angle

A parent in Tai Koo seeking evening/night babysitting is steered to informal networks like Hong Kong Moms and agencies such as Rent-a-Mum—highlighting a systemic shortfall in legal, vetted after-hours childcare. We’ll explore how current domestic helper rules, a lack of licensed night care, and cost barriers push parents (including shift workers) into unregulated arrangements.

Why Mainstream Misses This

Childcare stories usually focus on schools and tuition; off-hours care is diffuse, private, and hard to quantify. It’s not dramatic, and sources often prefer closed groups, so the issue rarely surfaces beyond expat forums.

Editorial Reasoning

Night-time childcare gaps affect healthcare staff, F&B workers, single parents, and new arrivals—raising safety, labour-law, and equity concerns. Bringing transparency to the grey market helps families make safer choices and pressures agencies and government to expand licensed options.

Key Sources

- Parents in Tai Koo/Quarry Bay and shift workers in F&B, logistics, and healthcare - Babysitting agencies (e.g., Rent-a-Mum) and platform operators - Labour Department/Immigration on part-time helper legality and enforcement - Social workers/NGOs and child-safety advocates; building management/concierges

Reporting Approach

Map available licensed options vs. demand by district and hours; collect price and vetting standards from agencies; document typical informal arrangements via anonymised interviews; clarify legal risks and best-practice safety checks. Provide a resource list for vetted services and propose policy options (pilot 24/7 creches, subsidised vouchers for shift workers).

Reflective Note

Ranked third because the impact is significant but more dispersed and harder to quantify. Still, it advances our mission by surfacing a quiet, everyday problem affecting underrepresented working families and offering practical guidance alongside accountability.

Kimi K2

3 story proposals

đŸ„‡ TOP PRIORITY

"Silenced on Campus: CUHK Student Unions Vanish as University Recognition Policy Shifts"

Angle

While mainstream media might briefly note the suspension of CUHK student unions, they're missing the deeper story of how administrative policy changes are systematically dismantling student governance structures that have existed for decades. This represents a quiet but fundamental shift in Hong Kong's academic autonomy and student political participation.

Why Mainstream Misses This

This story lacks sensational visuals and involves complex university bureaucracy that doesn't fit breaking news cycles. International media often overlooks Hong Kong university governance as "too local," while local mainstream outlets may avoid it due to the politically sensitive nature of student organizations and administrative pressure.

Editorial Reasoning

Student unions have historically been incubators for civic leadership and provided crucial support services. Their disappearance represents an erosion of institutional memory, student advocacy channels, and democratic participation experience. This has long-term implications for Hong Kong's civil society development and the role of universities in nurturing active citizenship.

Key Sources

Current CUHK students affected by the change, former student union leaders, university administration officials, comparative education experts on student governance, student affairs professionals at other universities

Reporting Approach

Rather than just reporting the policy change, investigate its practical impacts on student services, representation, and campus life. Examine the timeline of recognition policy changes and interview students about what services/support they're losing. Compare with student union structures at other Hong Kong universities to see if this is an isolated or systemic trend.

Reflective Note

This is my 1 priority because it represents a quiet but fundamental erosion of institutional civil society that will have generational impacts. When student governance structures disappear, they rarely return. The mainstream media's failure to connect this to broader patterns of institutional change in Hong Kong means we're missing warning signs of deeper societal shifts.

đŸ„ˆ SECOND PRIORITY

"The 20th Floor Mosquito Mystery: Why Climate Change Has Hong Kong's Blood-Sucking Pests Flying Higher Than Ever"

Angle

A Reddit user's complaint about mosquitoes on the 20th floor reveals an underreported climate change impact affecting Hong Kong residents year-round. While mainstream media occasionally covers dengue fever outbreaks, they miss how warming temperatures and changing humidity patterns are fundamentally altering mosquito behavior and seasonality in urban high-rises.

Why Mainstream Misses This

Mosquito stories seem too mundane for major outlets, and the connection between climate change and altered urban pest patterns requires scientific expertise that general assignment reporters lack. The story also lacks dramatic visuals - it's about subtle, persistent quality-of-life changes rather than acute crises.

Editorial Reasoning

This represents a tangible, daily impact of climate change that affects residents' ability to reduce energy consumption (opening windows) and adds unexpected costs (screens, repellents, medical concerns). It also reveals gaps in urban planning and pest management strategies that haven't adapted to changing climate realities.

Key Sources

Hong Kong Observatory climate scientists, pest control professionals, building management companies, residents of high-rise buildings, entomologists studying urban mosquito populations, primary care doctors treating mosquito-related illnesses

Reporting Approach

Map the changing patterns through data - interview pest control companies about service calls by floor height and season. Examine Hong Kong Observatory temperature and humidity data correlations with mosquito complaints. Investigate whether building codes or management practices need updating for the new reality.

Reflective Note

This ranks 2 because it's a perfect example of how climate change impacts manifest in unexpected, underreported ways that directly affect daily life. The story humanizes climate change through a universal annoyance while revealing systemic gaps in how the city adapts to environmental changes. It's also a story that builds community through shared experience.

đŸ„‰ THIRD PRIORITY

"The Transit Trap: TWOV Confusion at HZMB Leaves Travelers Stranded in Policy Limbo"

Angle

A Reddit user's detailed experience with Transit Without Visa (TWOV) at the Hong Kong-Zhuhai-Macau Bridge reveals a bureaucratic maze affecting tourists and business travelers. While mainstream media covers major infrastructure projects, they miss how policy implementation gaps and unclear procedures create real hardship for individuals trying to navigate the Greater Bay Area.

Why Mainstream Misses This

Immigration policy stories are complex and require understanding multiple jurisdictions' rules. The individual impact gets lost in broader coverage of macro-level connectivity initiatives. Media tends to cover infrastructure openings but not the ongoing user experience or policy confusion.

Editorial Reasoning

This affects Hong Kong's reputation as a travel hub and the practical success of Greater Bay Area integration. Individual stories of confusion and potential stranding reveal whether mega-infrastructure projects actually serve their intended purpose of facilitating movement, or if bureaucratic hurdles undermine physical connectivity.

Key Sources

Recent TWOV users at HZMB, immigration lawyers specializing in cross-border transit, travel agents booking Greater Bay Area tours, HZMB authority officials, Hong Kong Immigration Department, tourism board representatives

Reporting Approach

Create a practical guide through narrative storytelling - follow multiple travelers attempting TWOV crossings. Document where official information is unclear or contradictory. Examine whether the policy serves its stated purpose or creates unintended barriers to regional integration.

Reflective Note

This is 3 because while it's more niche than the other stories, it represents a critical gap between Hong Kong's infrastructure ambitions and practical realities. The individual experience reveals systemic issues in regional coordination that have economic implications for tourism and business. It's also a service journalism opportunity that directly helps readers navigate complex cross-border travel.

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 with a specific mission: find stories that mainstream press is likely to miss or underreport. Models propose exactly 3 underreported story ideas ranked by priority (đŸ„‡ TOP, đŸ„ˆ SECOND, đŸ„‰ THIRD), with each proposal including:

  • Headline: Compelling, clear framing of the underreported story
  • Angle: What mainstream media is missing about this topic
  • Why Mainstream Misses This: Specific reasons big outlets overlook this story (too local, too complex, not sensational enough, requires insider knowledge, affects small demographic)
  • Editorial Reasoning: Why this story matters despite being overlooked—what public interest does it serve? What gap in coverage does it fill?
  • Key Sources: Who to interview for authentic community perspectives
  • Reporting Approach: How to cover this story differently from (or complementary to) mainstream media
  • Reflective Note: Editorial judgment on why this underreported story deserves priority

Types of Underreported Stories

Models are encouraged to identify:

  • Grassroots Community Concerns: Local issues not covered by major outlets
  • Early-Stage Developments: Trends before they become mainstream news
  • Nuanced Local Perspectives: Complex angles that big media simplifies
  • Marginalized Communities: Stories affecting underrepresented groups
  • Subtle Policy Changes: Non-sensational but significant long-term impacts
  • Cultural Undercurrents: Social and economic trends flying under the radar

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.

v3.0 - CURRENT 2025-11-17 onwards

Underreported Stories Mission

What Changed:

  • AI models now explicitly tasked to identify underreported stories that mainstream media is likely to miss
  • Added "Why Mainstream Misses This" field explaining reasons big outlets overlook each story
  • Added "Editorial Reasoning" field justifying why underreported stories deserve coverage
  • Added "Reporting Approach" field suggesting alternative journalism methods
  • Removed "Why Now" and "Challenges" fields to refocus on coverage gaps

Why This Matters:

  • Fills Media Gaps: Shifts focus from general news to systematic identification of blind spots
  • Alternative Journalism: Positions AI as complementary to mainstream media, not replicating it
  • Grassroots Focus: Prioritizes community voices, early-stage developments, and nuanced perspectives
  • Research Value: Tests AI's ability to identify what's being systematically overlooked
  • Public Service: Surfaces stories affecting underrepresented communities and long-term issues

Types of Underreported Stories Targeted:

✅ Grassroots community concerns not covered by major outlets

✅ Early-stage developments before mainstream attention

✅ Nuanced local perspectives that big media simplifies

✅ Stories affecting marginalized or underrepresented communities

✅ Subtle policy changes with significant long-term impact

✅ Cultural and economic trends flying under the radar

This transforms the project from general news proposals to a systematic identification of media blind spots and alternative journalism opportunities—what mainstream media is missing and why it matters.

v2.0 2025-10-27 to 2025-11-16

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.