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Agentic News Agenda

AI models identifying underreported stories that mainstream media misses

Last updated: January 11, 2026 at 09:01 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
22
from r/HongKong
Comments Read
204
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 January 11, 2026 at 09:01 UTC

Story Proposals

News story proposals from AI models analyzing r/HongKong discourse

DeepSeek V3.1

3 story proposals

đŸ„‡ TOP PRIORITY

Hidden Costs: How Hong Kong's MPF System Erodes Retirement Savings Through "Small" Fees

Angle

This story investigates the compounding impact of seemingly minor MPF management fees on the long-term financial security of ordinary Hongkongers, framing it as a systemic wealth transfer from citizens to financial institutions rather than just an individual financial complaint.

Why Mainstream Misses This

Major financial outlets typically report on MPF performance metrics and government announcements but rarely connect the technical fee structures to their real human impact over decades. The story lacks immediate sensational value and requires explaining complex financial concepts to show long-term consequences.

Editorial Reasoning

This story serves critical public interest by exposing a structural issue affecting nearly all working Hong Kong residents. It empowers citizens with knowledge about how small percentages translate to massive lifetime losses, potentially driving public demand for reform.

Key Sources

MPF scheme members from different income brackets; independent financial advisors specializing in retirement planning; academic economists studying pension systems; former MPF provider employees; legislators on the financial services panel.

Reporting Approach

Would use data visualization to show fee impact over 40-year careers, compare Hong Kong's system to other jurisdictions' pension fee structures, and focus on human stories of retirees facing diminished savings rather than official statements from providers.

Reflective Note

This is my top priority because it affects nearly every working adult in Hong Kong yet remains largely unexamined in mainstream discourse. The Reddit thread reveals deep public frustration that hasn't coalesced into organized coverage, representing exactly the kind of systemic issue our outlet exists to investigate.

đŸ„ˆ SECOND PRIORITY

The Unmetered Problem: Hong Kong Residents Face Mysterious Utility Bills as Monitoring Systems Fail

Angle

This story examines how Hong Kong's transition to automated meter reading systems and estimated billing creates financial burdens for residents, particularly in newer developments, revealing infrastructure gaps masked as individual billing disputes.

Why Mainstream Misses This

Utility billing issues are typically treated as isolated consumer complaints rather than systemic reporting. Mainstream outlets lack the patience to investigate technical meter reading systems and their failure patterns across different districts and building types.

Editorial Reasoning

This matters because it reveals how infrastructure modernization can create new burdens for residents, particularly vulnerable populations like elderly and low-income households who may not question anomalous bills. It touches on transparency and accountability in essential services.

Key Sources

Affected residents across multiple districts; utility company technicians (off-record); consumer protection advocates; building management professionals; Legislative Council members who handle utilities complaints.

Reporting Approach

Would analyze complaint patterns across districts, interview meter installation technicians about common issues, and compare Hong Kong's systems with other cities' utility monitoring approaches, focusing on the human impact rather than corporate explanations.

Reflective Note

I prioritize this second because it represents a growing but invisible quality-of-life issue affecting many households. The Reddit post suggests this is not an isolated incident but part of a pattern that deserves investigation, particularly as Hong Kong continues developing new territories.

đŸ„‰ THIRD PRIORITY

Beyond the CV: Hong Kong's Hidden Job Market Crisis for Bilingual Graduates

Angle

This story explores why fluent Cantonese-English speakers are struggling in the current job market despite perceived advantages, examining structural shifts in hiring practices, industry changes, and the quiet disappearance of certain entry-level positions.

Why Mainstream Misses This

Mainstream media typically covers unemployment rates and major layoffs but misses the nuanced struggles of specific demographic groups. They tend to report official employment statistics rather than investigate why qualified individuals can't find positions despite apparent advantages.

Editorial Reasoning

This story matters because it reveals hidden economic pressures on Hong Kong's young professionals and challenges assumptions about linguistic advantage in the job market. It could help job seekers understand market realities and policymakers address gaps.

Key Sources

Struggling job seekers from different industries; recruitment specialists; career counselors at universities; HR professionals from multinationals and local firms; economists studying Hong Kong's labor market.

Reporting Approach

Would analyze job posting trends across platforms, survey recent graduates about their search experiences, and investigate how hiring practices have changed post-pandemic and with economic shifts, focusing on personal narratives rather than aggregate data.

Reflective Note

This ranks third because while employment issues are sometimes covered, the specific struggle of bilingual graduates represents an under-examined nuance in Hong Kong's economic story. The Reddit post suggests this is a growing concern that deserves deeper investigation beyond surface-level employment statistics.

Qwen3 Max

3 story proposals

đŸ„‡ TOP PRIORITY

Hidden Fees in Hong Kong’s MPF System Drain Workers’ Retirement Savings—Despite “Low-Cost” Promises

Angle

While mainstream outlets occasionally report on MPF performance or market trends, they rarely investigate the structural fee inefficiencies baked into the system—even in so-called “low-fee” default investment strategies (DIS). Reddit users are increasingly vocal about how 0.7–1.5% annual fees compound into six-figure losses over a lifetime, especially when funds merely track global ETFs that cost a fraction of that to manage. This reflects a systemic lack of transparency and competition, despite the rollout of the eMPF platform.

Why Mainstream Misses This

Financial reporting in Hong Kong tends to focus on macroeconomic indicators, stock market performance, or government announcements—not granular consumer-level analysis of pension fees. The topic is seen as “technical” or “boring,” and major outlets lack sustained investigative capacity on retail financial products. Additionally, MPF providers are major advertisers, creating implicit disincentives for critical coverage.

Editorial Reasoning

The MPF affects nearly every working adult in Hong Kong. Even modest fee reductions could mean hundreds of thousands more in retirement for ordinary citizens. This story serves the public interest by exposing how a supposedly reformed system still extracts wealth from workers through opaque structures—precisely the kind of quiet, systemic inequity that erodes long-term financial security without making headlines.

Key Sources

- Young professionals and gig workers discussing MPF frustrations on Reddit and local forums - Independent financial advisors specializing in retirement planning - Academics studying pension systems in Asia - Former MPF scheme trustees or compliance officers (on background) - Employees of the Mandatory Provident Fund Schemes Authority (MPFA)

Reporting Approach

Instead of quoting regulators or fund managers, we’d center worker testimonials and use data visualization to show lifetime fee impacts under different scenarios. We’d also compare Hong Kong’s MPF fees with those in Singapore (CPF) and Australia (Superannuation) to contextualize the disparity.

Reflective Note

This is my 1 priority because it combines a universal issue (retirement security) with a systemic flaw that’s both underreported and fixable. It’s not a crisis—it’s a slow leak—and that’s exactly why it’s ignored. As an editor, I prioritize stories that empower readers with actionable knowledge about systems they’re forced to participate in but rarely understand. The MPF fee issue is a textbook example of financial extraction masked as routine policy.

đŸ„ˆ SECOND PRIORITY

Youth-Led STEM Initiatives Fill Gaps Left by Hong Kong’s Overburdened Public Education System

Angle

A quiet wave of student-led STEM outreach—like the IBDP student planning workshops for primary schools—is emerging to address the lack of hands-on, inquiry-based science education in local public schools. While mainstream media celebrates elite STEM winners or government-funded tech hubs, they overlook grassroots efforts by teenagers who see the gap firsthand and act without institutional backing. These initiatives reflect both civic energy and systemic underinvestment in early STEM exposure for non-elite students.

Why Mainstream Misses This

Big outlets focus on institutional narratives: government announcements, school rankings, or corporate sponsorships. Student-led, non-commercial educational efforts don’t fit press release cycles, lack photo ops with officials, and serve no corporate or political agenda. They’re also “too small” to be deemed newsworthy—despite being replicable models of community-driven education.

Editorial Reasoning

This story reveals how young people are becoming de facto educators in a system strained by rote learning and resource constraints. It highlights civic agency amid educational stagnation and offers a hopeful counter-narrative to the usual “youth disengagement” trope. Covering it validates bottom-up innovation and could inspire replication or even modest public support.

Key Sources

- The IBDP student and peers organizing the workshop (and similar student groups) - Primary school teachers in under-resourced districts on their STEM teaching challenges - NGO leaders running informal STEM programs (e.g., Little Engineers HK) - Education researchers studying informal learning in post-2019 Hong Kong - Parents seeking enrichment outside the formal system

Reporting Approach

We’d embed with the student organizer during workshop planning, interview participating children and teachers, and contrast the hands-on approach with standard curriculum limitations. Rather than framing it as “charity,” we’d position it as youth-led pedagogical innovation.

Reflective Note

I ranked this second because it captures a hopeful, under-the-radar trend with long-term societal implications. Mainstream media often portrays youth as passive or polarized; this story shows them as problem-solvers. It also subtly critiques the education system without being confrontational—making it both newsworthy and publishable in today’s climate.

đŸ„‰ THIRD PRIORITY

Digital Exclusion in Ticketing: App Glitches and Platform Instability Block Access to Hong Kong’s Cultural Events

Angle

As event organizers increasingly rely on proprietary apps like HKCR Ticketing for venue access, technical failures—such as the iOS app disappearing from the App Store—create real barriers for attendees, especially older or less tech-savvy residents. This isn’t just inconvenience; it’s a form of digital exclusion that undermines equitable access to public culture, from rugby sevens to arts festivals. Yet no one is auditing how reliant Hong Kong’s cultural infrastructure has become on fragile, unregulated digital gateways.

Why Mainstream Misses This

Tech glitches are seen as “customer service issues,” not systemic problems. Media outlets report on event cancellations or ticket scalping, but not on how digital platform failures silently disenfranchise users. The story lacks a clear villain or dramatic hook, and tech reporting in Hong Kong rarely intersects with cultural access or age-based digital divides.

Editorial Reasoning

In a city pushing “smart” everything, this story exposes how digital-first policies can exclude citizens without fallback options. It matters because access to public culture is a civic right—not a privilege for those who can navigate app store black holes. This is a quiet form of inequality that will only grow as more services go app-only.

Key Sources

- Attendees struggling with the HKCR Ticketing app (and similar platforms like URBTIX) - Event organizers forced to use specific ticketing tech due to venue contracts - Digital inclusion advocates or senior service NGOs - Independent app developers on the challenges of maintaining small-scale apps in Apple’s ecosystem - HK Rugby Union or Leisure and Cultural Services Department reps (for official response)

Reporting Approach

We’d document a week of failed attempts to access tickets via mobile apps, interview affected users across age groups, and map which major events rely on which single-point-of-failure platforms. We’d avoid framing it as “tech illiteracy” and instead question the lack of analog alternatives.

Reflective Note

This is my 3 priority because it’s a microcosm of a larger trend: the unexamined assumption that “everyone is online.” It’s easy to dismiss as a minor tech hiccup, but it reveals how digital infrastructure, when poorly designed or monopolized, can quietly erode public access. As an editor, I believe these “small” stories often illuminate the most pervasive systemic shifts.

Grok 4

3 story proposals

đŸ„‡ TOP PRIORITY

Hong Kong's Hidden Youth Job Crisis: Why Recent Graduates Are Grinding Endless Applications While Peers Land Roles Effortlessly

Angle

Amid a sluggish post-pandemic economy, young locals like recent graduates fluent in Cantonese and English are facing prolonged job hunts, exacerbated by AI-driven hiring shifts and language barriers in Mandarin, leading to feelings of isolation and self-doubt; this story explores personal narratives of "grinding" through CVs and cold calls, revealing a divide where social media hides widespread struggles, and how these experiences point to systemic barriers in entry-level job markets not tied to high-profile layoffs.

Why Mainstream Misses This

Mainstream media often focuses on macro economic indicators like unemployment rates or major corporate downsizings, overlooking the granular, emotional toll on individuals in non-sensational job searches. These stories lack the drama of protests or scandals, making them too introspective and localized for broad outlets that prioritize quantifiable data over anecdotal frustrations. Additionally, they require insider knowledge of youth subcultures and social media facades, which big media rarely delves into without a viral hook.

Editorial Reasoning

This story matters because it highlights emerging mental health and economic inequality issues among Hong Kong's youth, empowering readers with relatable insights into job market realities that could inform policy on education-to-employment transitions. It fills a coverage gap by amplifying underrepresented voices of local graduates, potentially sparking discussions on AI's role in hiring and the need for better support systems in a city where youth disillusionment could lead to long-term brain drain.

Key Sources

Recent graduates sharing job hunt stories (e.g., the original poster); HR professionals from local firms; career counselors at universities like HKU or CUHK; economists specializing in youth employment; mental health experts on job-related stress.

Reporting Approach

Unlike mainstream's data-heavy overviews, we'd prioritize in-depth interviews with affected youth to capture personal anecdotes and emotional nuances, cross-referencing with anonymous surveys from online forums like Reddit to build a community-driven narrative, and include expert analysis on subtle trends like AI screening without sensationalizing failures.

Reflective Note

I ranked this as the top priority because it captures a grassroots, human interest story revealing systemic economic pressures on young locals, which mainstream often simplifies to statistics, but here it uncovers unspoken frustrations and trends like AI impacts that could escalate into broader societal issues. This aligns with our mission to spotlight underreported community concerns affecting the next generation, serving public interest by fostering empathy and awareness before it becomes a crisis.

đŸ„ˆ SECOND PRIORITY

The Silent Drain: How High MPF Fees Are Eroding Hong Kong Workers' Retirement Savings Amid Calls for Reform

Angle

Hong Kong's Mandatory Provident Fund (MPF) system, meant to secure retirements, is drawing ire for exorbitant fees exceeding 1% annually even on simple ETF investments, with users highlighting how compounding erodes long-term savings; this angle dives into user complaints about "blood-sucking" charges, recent low-fee options, and the eMPF platform's potential to introduce competition, exposing how these fees disproportionately affect middle-class workers in a city with rising living costs.

Why Mainstream Misses This

Big outlets tend to cover MPF in broad strokes during policy announcements or market crashes, ignoring ongoing, technical complaints about fee structures that aren't flashy enough for headlines. The topic is complex, involving financial jargon and long-term projections, which doesn't lend itself to quick news cycles, and it primarily impacts everyday wage earners rather than high-profile investors or corporations. Without a scandal or immediate crisis, it's seen as too niche and not urgently newsworthy.

Editorial Reasoning

This underreported story deserves attention as it reveals subtle financial exploitation in a mandatory system, educating the public on how small fees compound into significant losses and advocating for consumer protections that could improve retirement security for millions. It fills a gap in coverage by connecting personal frustrations to larger economic trends, potentially influencing policy debates on pension reforms in a aging society where secure retirements are increasingly precarious.

Key Sources

MPF users and complainants from forums; financial advisors or fund managers from providers like those offering DIS options; regulators from the Mandatory Provident Fund Schemes Authority; economists analyzing fee impacts; representatives from the new eMPF platform.

Reporting Approach

We'd differ from mainstream by focusing on user testimonials and simple visualizations of compounding fee effects over decades, rather than dry policy recaps, incorporating investigative elements like comparing HK's fees to international standards and following up on reform promises to provide actionable insights for readers.

Reflective Note

This is my second priority as it addresses a nuanced policy issue with long-term implications for financial well-being, often overlooked in favor of immediate economic news, but it empowers marginalized middle-class voices by naming a "silent drain" trend. It ranks below youth jobs due to its slower-burning nature, yet above others for its potential to spark systemic change through public awareness.

đŸ„‰ THIRD PRIORITY

Billing Blunders: New Hong Kong Residents Battle Unexpected Utility Overcharges in Freshly Built Homes

Angle

Residents in new New Territories buildings are discovering inflated gas bills from providers like Towngas, attributed to unchecked initial meter readings and irregular monitoring, with cases of overcharges despite minimal usage; this story uncovers patterns of consumer vulnerability in modern housing, including confusion over electricity spikes, and calls for better account setup protocols to protect solo dwellers and newcomers from systemic billing errors.

Why Mainstream Misses This

Mainstream press rarely covers utility billing disputes unless they involve widespread outages or corporate scandals, as individual cases are too localized and lack the scale for broad appeal. These stories require technical knowledge of metering systems and follow-up on personal complaints, which big outlets avoid due to their perceived mundanity and absence of sensational elements like fraud. They affect a small demographic of new residents, making them easy to dismiss as isolated incidents rather than indicative of broader infrastructural flaws.

Editorial Reasoning

This story serves public interest by highlighting everyday consumer rights issues in rapidly developing areas, revealing systemic gaps in utility oversight that could lead to widespread financial burdens if unaddressed. It fills a coverage void by connecting personal anecdotes to trends in new housing, empowering readers with practical advice on bill verification and advocating for transparency in a sector often taken for granted.

Key Sources

Affected residents (e.g., the Towngas poster and commenters); Towngas customer service representatives; property management experts from new buildings; Consumer Council advocates; utility regulators or meter technicians.

Reporting Approach

Our coverage would emphasize on-the-ground investigations, such as visiting affected buildings and testing meter accuracy, paired with reader guides on bill checks, contrasting mainstream's occasional corporate statements by centering community experiences and preventive tips.

Reflective Note

I placed this third because, while it exposes underreported consumer vulnerabilities in urban development, it's more niche and less immediately transformative than economic youth struggles or financial system flaws, yet it still merits priority for its human interest angle on "quiet" systemic issues. This ranking reflects a judgment that it reveals emerging trends in new infrastructure but affects a smaller group compared to the top two.

Claude Sonnet 4.5

3 story proposals

đŸ„‡ TOP PRIORITY

"The Silent Wealth Drain: How Hong Kong's MPF Fees Are Costing Workers Hundreds of Thousands Over a Lifetime"

Angle

While government and financial institutions tout MPF as retirement security, ordinary Hong Kong workers are losing substantial portions of their life savings to management fees that far exceed international standards. This isn't about individual complaints—it's a systemic issue where mandatory retirement contributions are being eroded by fees that can consume 20-30% of total returns over a 40-year career. Despite the new eMPF platform supposedly increasing competition, workers remain trapped in a system where even "low-fee" options charge double or triple what comparable international pension funds charge.

Why Mainstream Misses This

Mainstream financial reporting typically covers MPF performance during quarterly earnings or when providers announce returns, but rarely investigates the cumulative impact of fees over decades. The story requires financial literacy and long-term modeling that doesn't produce dramatic headlines. Financial media often relies on MPF providers as advertisers, creating potential conflicts of interest. The compounding effect of 1-2% annual fees is mathematically significant but not viscerally dramatic enough for general news coverage.

Editorial Reasoning

This affects nearly every working person in Hong Kong—approximately 4.5 million MPF members—yet the scale of wealth transfer from workers to financial institutions remains largely unexamined in public discourse. A worker contributing for 40 years could lose HK$500,000-800,000 to excessive fees compared to international benchmarks. This is a massive, ongoing transfer of wealth that deserves investigative scrutiny, especially given the mandatory nature of the system and Hong Kong's looming retirement security crisis.

Key Sources

- Financial planners and independent retirement advisors (not affiliated with MPF providers) - Academic economists specializing in pension systems - Workers in different age brackets who can share actual MPF statements - Former MPF industry insiders willing to speak candidly - Comparative pension system experts from Australia, Singapore, or UK

Reporting Approach

Conduct original analysis comparing HK MPF fees to pension systems in comparable economies. Create concrete examples showing how a typical worker's retirement savings are diminished over 20, 30, and 40-year periods. Use Freedom of Information requests to obtain aggregate fee data. Interview workers across income levels to humanize the mathematical reality. Investigate the political economy of why reform has been so slow despite widespread recognition of the problem.

Reflective Note

This is my top priority because it combines systemic impact (affecting millions), financial significance (hundreds of thousands of dollars per person), and complete absence of sustained investigative coverage. The Reddit thread shows this frustration is widespread but atomized—people think it's just their individual problem rather than a structural flaw. This is exactly the kind of story that empowers readers with knowledge that could mobilize demand for reform, yet it requires the kind of patient, number-heavy journalism that mainstream outlets rarely pursue. ---

đŸ„ˆ SECOND PRIORITY

"Meter Reading Roulette: How Utility Billing Errors Are Hitting New Tenants in Hong Kong's Building Boom"

Angle

As Hong Kong continues rapid residential construction, a pattern is emerging of utility companies—particularly Towngas—failing to properly initialize meter readings for new accounts, resulting in tenants being billed for previous occupants' usage or phantom consumption. The Towngas post reveals not just one billing error, but a potential systematic failure in how utility onboarding works in new buildings. For renters and new homeowners, many of whom are young professionals or families stretching financially to afford housing, these errors can mean hundreds or thousands of dollars in incorrect charges—and the burden falls entirely on consumers to detect and dispute them.

Why Mainstream Misses This

Consumer utility billing issues are typically dismissed as individual customer service problems rather than systemic stories. Mainstream outlets cover major rate increases or policy changes but rarely investigate operational failures that affect scattered individuals. This requires aggregating multiple anecdotal experiences to identify a pattern, which is labor-intensive. Utility companies are established institutions that don't generate the same scrutiny as government agencies, and their billing systems are considered mundane infrastructure.

Editorial Reasoning

Hong Kong has completed thousands of new residential units in recent years, with thousands more coming online. If even 5-10% of new accounts experience billing initialization problems, that's potentially thousands of residents facing incorrect charges. This story matters because it reveals how infrastructure supposedly designed for consumer protection (regulated utilities with monopoly status) can systematically disadvantage the most vulnerable users—those unfamiliar with the system, new to Hong Kong, or lacking time to navigate bureaucratic disputes. It also highlights a consumer protection gap in a city that prides itself on efficiency.

Key Sources

- Recent movers to new buildings (both renters and owners) - Consumer Council representatives - Former utility company employees familiar with billing systems - Property management companies handling new building handovers - Tenancy advocacy organizations - Building surveyors who handle property inspections

Reporting Approach

Create a reporting mechanism for readers to submit their utility billing experiences in new buildings. Analyze patterns across different utility providers, building types, and districts. Request data from the Consumer Council on utility billing complaints. Investigate the technical process of meter reading initialization and identify where failures occur. Produce a practical guide for new tenants/owners on protecting themselves, while also pressing utility companies and regulators for systematic solutions.

Reflective Note

I ranked this second because it affects a specific but growing demographic (people moving into new housing), has clear financial harm, and represents the kind of unglamorous consumer protection journalism that serves a vital public interest. The Towngas post generated helpful community response, showing there's appetite for this information. This story could prevent real financial harm while holding monopolistic service providers accountable—classic underreported territory that mainstream outlets would dismiss as "just a billing complaint." ---

đŸ„‰ THIRD PRIORITY

"Generation Stuck: Why Hong Kong's Job Market Has Become a Black Hole for Young Professionals"

Angle

Beyond unemployment statistics and economic indicators, young Hong Kong professionals are experiencing an unprecedented job search crisis characterized by months-long searches, hundreds of applications yielding no responses, and a profound psychological toll. The post about 5 months of job searching reveals not just individual struggle but a generational experience of credential devaluation, where even well-educated, multilingual locals face a market that has fundamentally changed. This isn't about laziness or poor skills—it's about structural market failure that mainstream coverage reduces to statistics rather than examining as a lived crisis with long-term social implications.

Why Mainstream Misses This

Mainstream media covers unemployment rates and major layoffs but rarely investigates the qualitative experience of prolonged job searching or the psychological and social costs for young professionals. Youth unemployment is reported as a number, not as a phenomenon with cultural and political ramifications. Business media tends to frame hiring issues from employer perspectives (skills gaps, talent shortages) rather than examining why qualified candidates can't find work. The story requires empathetic engagement with individual struggles that don't fit neat economic narratives.

Editorial Reasoning

Hong Kong's social stability and economic vitality depend on young professionals believing they have a future in the city. When educated, capable people spend months unable to secure employment despite intense effort, it signals deeper problems: economic restructuring, industry decline, age discrimination, or fundamental mismatches between education and economy. This story matters because prolonged youth unemployment creates lasting damage—delayed family formation, emigration of talent, political alienation, and mental health crises. The comments reveal this is widespread but suffered in isolation, with people questioning their self-worth rather than recognizing systemic failure.

Key Sources

- Recent graduates and young professionals across industries (finance, tech, creative, service sectors) - Career counselors at universities and employment agencies - HR professionals willing to speak candidly about hiring trends - Mental health professionals seeing job-search-related cases - Economists studying Hong Kong's labor market transitions - Young people who have given up searching or left Hong Kong

Reporting Approach

Conduct in-depth interviews with multiple job seekers to map the common experience and identify patterns. Analyze job posting data to understand application-to-response ratios. Investigate whether AI screening tools are creating new barriers. Examine how Hong Kong's job market compares to regional competitors. Explore the emotional and psychological toll through mental health lens. Connect individual stories to broader questions about Hong Kong's economic transition and whether the city is creating opportunities for its next generation.

Reflective Note

I ranked this third because while it affects fewer people than MPF fees, it represents a crucial signal about Hong Kong's future that mainstream coverage treats superficially. The job searcher's raw frustration and self-doubt—contrasted with the appearance that "everyone else" succeeds—reveals how systemic problems are experienced as personal failures. This is vital social fabric journalism that could help people understand their struggles as structural rather than individual, while also demanding policy attention to a growing crisis. It's the kind of story that might seem "soft" but actually reveals hard truths about economic transformation.

Gemini 2.5 Pro

3 story proposals

đŸ„‡ TOP PRIORITY

‘Everyone Has It Easy But Me’: Hong Kong’s Young Graduates Face a Bleak Job Market, Voicing Despair Online

Angle

While official economic data may point towards recovery, a growing number of young, educated, and bilingual local Hongkongers are experiencing profound difficulty finding entry-level professional work. This story moves beyond unemployment statistics to capture the personal crisis of a generation feeling left behind, using the raw testimony of a 90s-born graduate's five-month struggle as a window into a wider, under-discussed social issue of economic anxiety and perceived lack of opportunity.

Why Mainstream Misses This

Mainstream media reports on aggregate unemployment data and government statements about the labour market. They rarely dedicate resources to the slow, non-eventful grind of individual job hunts, which lack a single, sensational news peg. These personal stories of despair are often dismissed as anecdotal until they reach a critical mass, by which point the trend is already well-established.

Editorial Reasoning

This story is a crucial "canary in the coal mine" for Hong Kong's future economy and social stability. It gives voice to the anxieties of the city's future workforce, challenging the official narrative of opportunity and recovery. By humanizing the statistics, we provide a more accurate picture of the economic reality for young people and highlight a potential brain drain fueled not by politics, but by a lack of prospects.

Key Sources

1. The original Reddit poster (Post 11) and other commenters who shared similar experiences. 2. University careers service advisors from HKU, CUHK, HKUST. 3. HR managers and recruiters specializing in graduate hiring. 4. An economist or sociologist who studies youth employment trends in Hong Kong. 5. Representatives from youth-focused NGOs.

Reporting Approach

We would lead with the personal narrative of the original poster, using their experience to frame the story. We would then broaden the scope by actively seeking out other young graduates in similar situations via university networks and online forums like LIHKG and Reddit. Instead of just quoting unemployment figures, we would contrast them with the qualitative data from our interviews, showing the disconnect between macro data and lived reality. We would investigate specific sectors mentioned (e.g., English-speaking jobs) to see if the "garbage" market claim holds true.

Reflective Note

I've ranked this as the top priority because it is the most human and forward-looking story. The struggle of the city's youth is a direct indicator of its long-term health. While a store closing is an event, a generation's loss of hope is a process, and our job is to document that process before it becomes an irreversible crisis. This story gives voice to a demographic that is crucial for the city's future but whose individual struggles are easily rendered invisible by high-level economic reports. ---

đŸ„ˆ SECOND PRIORITY

‘Sucking the Blood of HK People’: Why a Decade-Old Pension Scheme Is Facing a Fresh Crisis of Confidence

Angle

This story investigates the deep and persistent public distrust in Hong Kong’s Mandatory Provident Fund (MPF), moving beyond standard financial reporting on fund performance. We will explore the grassroots sentiment that the MPF is a system of "guaranteed profits for providers, guaranteed losses for the people" due to high fees and perceived underperformance, and question whether the newly-launched eMPF platform is doing anything to solve these foundational issues of trust and value.

Why Mainstream Misses This

Mainstream financial press covers the MPF in a routinized way, focusing on annual performance rankings and fee comparisons within the system's own logic. They rarely step back to question the system's fundamental fairness or capture the visceral public anger and feelings of entrapment. Because the complaints are chronic rather than acute, they lack the novelty that drives daily news cycles.

Editorial Reasoning

The MPF affects the retirement security of nearly every working person in Hong Kong. The widespread belief that the system is fundamentally flawed is a major public interest story that is consistently underplayed. Our coverage would serve to validate these public concerns, empower citizens with a clearer understanding of why they feel cheated (e.g., comparing fees to global low-cost ETFs), and scrutinize whether government-led reforms are merely cosmetic.

Key Sources

1. Reddit users from the thread (Post 4) who articulated specific complaints about fees and performance. 2. An independent financial advisor (not affiliated with an MPF provider) who can offer an objective critique. 3. A representative from the MPF Schemes Authority (MPFA) to respond to the crisis of confidence and defend the eMPF platform. 4. Academics specializing in pension schemes and social policy. 5. A representative from an MPF provider to explain their fee structures.

Reporting Approach

We would use the powerful quotes and specific complaints from the Reddit thread as our starting point. We would create clear, simple infographics comparing the average MPF management fee and 10-year performance against a simple, passive investment in a global or US ETF, as suggested by a commenter. The core of the story would be an investigation into the promises of the eMPF platform versus the reality, asking directly if it addresses the primary complaints of high fees and lack of genuine competition.

Reflective Note

This is my second priority because it addresses a massive systemic issue impacting millions, with significant long-term consequences for the financial well-being of the entire population. While not as immediate as the youth unemployment story, the scale is enormous. Our mission is to report on what people are actually concerned about, and the raw anger in that Reddit thread indicates a deep-seated grievance that the mainstream press has become too complacent to cover with the necessary critical edge. ---

đŸ„‰ THIRD PRIORITY

The Hidden ‘Exit Tax’: Hong Kongers Leaving City Hit by Inflexible Telecom and Utility Contracts

Angle

For a city built on movement and efficiency, leaving Hong Kong is proving to be a bureaucratic and costly nightmare for many, starting with a simple utility or internet contract. This story investigates the rigid and punitive termination policies of major service providers like HKBN, which create a significant financial and administrative burden for residents who need to relocate, exposing a crack in the city’s reputation for convenience.

Why Mainstream Misses This

Mainstream outlets would view this as a series of isolated consumer complaints rather than a systemic issue. It’s not a single, press-release-driven event, but a "death by a thousand cuts" story that only becomes visible when you connect the dots from individual anecdotes. It requires digging through forums and talking to individuals, work that larger outlets often don't prioritize for what seems like a minor issue.

Editorial Reasoning

This story provides immense practical value to a significant and growing demographic: people leaving Hong Kong. It highlights a real-world problem that tarnishes the city's image as an efficient international hub. By shedding light on these anti-consumer practices, we can both empower individuals with information and apply public pressure on corporations and regulators to create fairer, more flexible policies for a transient population.

Key Sources

1. The original poster from the HKBN thread (Post 6) and others in the comments. 2. Members of expat and relocation-focused Facebook and forum groups. 3. The Hong Kong Consumer Council, to ask about the volume and nature of such complaints. 4. A lawyer specializing in contract or consumer law. 5. Official spokespeople from major providers (HKBN, PCCW, Towngas) for their response and justification of their policies.

Reporting Approach

We would start with the case study from Post 6, then find at least 2-3 other individuals with similar stories involving different providers (internet, gas, gym memberships) to establish a pattern. We would create a comparative table of the termination policies of major Hong Kong service providers. The story would conclude with a practical "what to do" guide for readers facing this situation, including advice from the Consumer Council or legal experts.

Reflective Note

This is my third priority because its scope is narrower than the other two, affecting a specific group (those relocating) rather than the entire population or a whole generation. However, it is a perfect example of our editorial mission: to find the overlooked story that reveals a larger truth and provides direct, actionable value to our readers. It’s a classic "gap-filler" story that serves the community in a way mainstream outlets simply don't.

GPT-5

3 story proposals

đŸ„‡ TOP PRIORITY

New-build gas bills, old problems: Towngas move‑in meter errors are overcharging first-month users

Angle

A new-tenant in a recently completed NT building reported a first-month Towngas bill (31 units) wildly out of line with actual usage (one short daily shower, a week away), later discovering the problem traced to the initial meter reading at account setup. We’ll investigate whether incorrect or unverified “start readings” in new estates are a broader pattern, how readings are recorded at handover, and what recourse customers have for back-billing and refunds.

Why Mainstream Misses This

It’s hyper-local and case-by-case, requiring tedious document checks and estate-level legwork rather than a press conference. Without a viral scandal, major outlets tend to ignore billing minutiae and assume dispute resolution is working.

Editorial Reasoning

Gas is an essential service; faulty first readings can lock thousands of households into months of overpayment if unchallenged. With many new estates coming online, public guidance on verifying start readings and formal routes to correct errors can save residents money and stress—and pressure systemic fixes.

Key Sources

- New residents across multiple 2024–26 completions (to collect bills, start readings, and correction outcomes) - Estate management/concierge teams handling move-in procedures and meter handovers - Towngas technical/PR representatives and meter-reading contractors - Consumer Council (complaint volumes, case studies) and the Gas Authority/EMSD (oversight and compliance)

Reporting Approach

Issue a call-out for bills and meter photos at move-in; build a dataset comparing “start” vs first-cycle usage in recent estates; map clusters of anomalies. Obtain Towngas protocols for initial readings, audit trails, and refund policies; publish a resident checklist (photographing meters, confirming readings on-site) and a template for disputing bills, plus case outcomes for transparency.

Reflective Note

Ranked 1 because it’s actionable, time-sensitive for a wave of new move-ins, and unlikely to be covered without grassroots reporting. One post flags a wider consumer-protection gap that we can verify and fix with practical guidance and accountability.

đŸ„ˆ SECOND PRIORITY

The 1% that eats your retirement: MPF fees remain stubborn despite eMPF reforms

Angle

Workers complain that many MPF funds still charge ~1%+ annually—even when investing in simple ETFs—while the “low-fee” DIS sits around 0.7%. We’ll quantify how that drag compounds over decades for average earners, assess whether the new eMPF platform has delivered promised cost competition, and examine structural incentives keeping fees high.

Why Mainstream Misses This

Financial desks cover annual returns or policy milestones but rarely do fee-forensics that pit big fund brands (and advertisers) against consumer outcomes. The math is unglamorous and requires independent modeling and scrutiny of fee tables and default options.

Editorial Reasoning

MPF is mandatory; small fee cuts translate into large retirement gains for millions, especially lower-income workers whose contribution caps limit growth. Clear, comparative reporting—who charges what, how to switch, and what the regulator can enforce—would materially improve public outcomes and inform policy debate.

Key Sources

- MPFA (FER/fee trends, eMPF progress) and the eMPF platform team - Major MPF trustees/fund providers (fee justifications, ETF passthrough costs) - Independent pension/fee analysts and academic finance researchers - Unions/worker groups and MPF members willing to share statements and switching experiences

Reporting Approach

Build a transparent fee-and-compounding model using MPFA data to show lifetime impacts under common salary paths. Compare DIS vs popular equity funds; identify “ETF-in-a-wrapper” products with outsized charges; publish a simple switching guide and a league table of true-in cost. Press the MPFA on fee caps, default design, and how eMPF procurement should translate into lower member charges.

Reflective Note

Ranked 2 for its breadth of impact and long-term stakes. It’s less immediate than utility billing but affects every worker; rigorous, service-oriented analysis is missing in mainstream coverage and aligns with our mission.

đŸ„‰ THIRD PRIORITY

“No exit” internet contracts trap departing residents—with little regulatory relief

Angle

A long-time HKBN customer relocating abroad says the company refused early termination six months into renewal; commenters advise everything from negotiating half-penalties to canceling cards. We’ll map termination terms across ISPs, examine any relocation carve-outs, and test whether current OFCA/Consumer Council frameworks protect customers who leave Hong Kong or move beyond a provider’s coverage.

Why Mainstream Misses This

It’s messy, cross-cutting consumer law that requires reading T&Cs across providers and following tedious complaint trails. ISPs are major advertisers, and departures don’t make for splashy headlines unless there’s a mass outage.

Editorial Reasoning

With ongoing relocations and job churn, thousands risk paying months of unused service or damaging credit to escape. Clear reporting on lawful exits, best/worst provider practices, and template letters for negotiation would fill a practical gap and could nudge fairer, standardized policies.

Key Sources

- Affected customers across HKBN, HKT, SmarTone, CMHK, Netvigator, etc. - OFCA (complaint data; regulatory position on early termination for relocation) - Consumer Council (case records; recommended best practices) - ISP policy/PR teams; tenancy lawyers on contract frustration/relocation clauses - Landlords/estate managers on transfer-of-service to next tenants

Reporting Approach

Compile and compare termination clauses, relocation proofs accepted, and fee structures for major ISPs; request OFCA/Consumer Council complaint volumes. Publish a ranked “fairness index,” provide step-by-step exit scripts and evidence checklists, and surface case studies where customers won concessions. Seek commitments from ISPs on standardized relocation terms.

Reflective Note

Ranked 3 as a focused but significant consumer issue affecting a specific (yet sizable) segment. It complements Story 1 by tackling another opaque household billing trap, but we place it lower due to narrower reach than MPF and utilities.

Kimi K2

3 story proposals

đŸ„‡ TOP PRIORITY

"MPF's Hidden Tax: How 1% Fees Quietly Devour 30% of Hong Kong Workers' Retirement Dreams"

Angle

While mainstream media occasionally mentions MPF performance, they completely ignore how the system's mandatory high fees create a silent wealth transfer from workers to fund managers. A 1% annual fee compounds to consume roughly one-third of a typical worker's lifetime retirement savings - a story of structural inequality hiding in plain sight.

Why Mainstream Misses This

Financial journalists focus on market performance and economic indicators, not fee structures. The story requires mathematical literacy to understand compound interest's impact over decades. It's "boring" personal finance rather than sensational market news. Media also relies on financial industry advertising, creating conflicts of interest.

Editorial Reasoning

This affects every working Hong Kong resident under 65 - 4+ million people losing hundreds of thousands in retirement savings. It reveals how supposedly "conservative" financial regulations actually expose workers to predatory fee structures. The eMPF platform was supposed to address this but hasn't delivered promised fee reductions.

Key Sources

MPF Authority officials, frontline HR managers processing complaints, mathematics professors calculating true fee impact, retirees sharing actual vs. projected payouts, independent financial advisors not selling MPF products

Reporting Approach

Create interactive calculator showing lifetime fee impact for different income levels. Compare Hong Kong's fee structure to Singapore's CPF and other regional retirement schemes. Track specific cases of workers close to retirement to show real-world impact.

Reflective Note

This is my 1 priority because it affects virtually every Hong Kong worker but remains invisible to public discourse. The mathematical reality - that workers lose hundreds of thousands in compound growth to fees - is buried under financial jargon. This story would give workers knowledge to demand better from their mandatory retirement system.

đŸ„ˆ SECOND PRIORITY

"The Meter Scam: Hong Kong's New Buildings Overcharging Residents on Utility Bills"

Angle

Multiple Reddit posts reveal a pattern of inflated initial utility readings in new buildings, suggesting a systematic issue where developers or utility companies shift costs to new residents. One resident was charged for 31 gas units despite being away for a week in a new apartment - indicating either fraud or gross negligence in meter reading practices.

Why Mainstream Misses This

Individual utility complaints seem like isolated consumer issues, not systemic problems. Requires connecting dots across multiple anecdotal reports. Utility companies don't publicize complaint data. New building residents typically don't know each other to compare experiences. Media rarely investigates "boring" utility stories without dramatic outages.

Editorial Reasoning

This could affect tens of thousands moving into new buildings annually. It represents a hidden "new home tax" where vulnerable residents - often young families or retirees - pay for previous construction/occupancy costs. Pattern suggests either coordinated fraud or regulatory failure in protecting new residents.

Key Sources

Towngas and utility company spokespeople, Consumer Council complaint data analysts, new building property management companies, recent movers documenting suspicious bills, Public Utilities Commission officials

Reporting Approach

Submit FOI requests for complaint data patterns in new buildings. Create simple guide for new residents on documenting initial meter readings. Map complaint patterns geographically to identify problematic developers/buildings.

Reflective Note

Ranked 2 because while it affects fewer people than MPF fees, it represents potential systematic fraud against vulnerable new residents. The pattern emerging from multiple Reddit posts suggests an investigation-worthy story that could protect thousands of future residents from being overcharged.

đŸ„‰ THIRD PRIORITY

"Contract Prison: How Hong Kong Telecoms Trap Residents in Service Agreements They Can't Escape"

Angle

When residents must suddenly leave Hong Kong - for job loss, family emergency, or visa issues - they discover telecom contracts contain no exit clauses for relocation, unlike other global markets. This creates a cruel choice: pay thousands for unused services or default and face legal consequences, adding financial injury to personal crisis.

Why Mainstream Misses This

Consumer protection stories rate low unless they involve major service outages. Requires understanding individual hardship stories rather than regulatory policy. Telecoms don't publicize cancellation difficulties. Only affects people leaving Hong Kong - a small, transient population with no local voice once departed.

Editorial Reasoning

Hong Kong markets itself as a global city but lacks basic consumer protections standard elsewhere. This affects not just expats but locals relocating for work or education. It reveals how Hong Kong's "business-friendly" environment often means "corporation-friendly" at consumer expense.

Key Sources

HKBN customer service managers speaking anonymously, immigration consultants helping departing residents, Consumer Council legal advisors, residents sharing cancellation horror stories, telecom contract law specialists, comparison with other jurisdictions' consumer protections

Reporting Approach

Compare Hong Kong telecom contract terms to Singapore, UK, and other financial centers. Create resource guide for residents facing sudden relocation. Track success rates of different cancellation negotiation strategies shared by Reddit users.

Reflective Note

Ranked 3 because it affects a smaller population - those forced to suddenly leave Hong Kong - but reveals how the city's lack of consumer protections creates additional hardship during personal crises. It's a human-interest story exposing regulatory gaps that could be easily fixed.

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.