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LLM-Generated Scrapers Lose DOM Context When HTML Is Converted to Markdown
When HTML is converted to Markdown for LLM consumption, the structural DOM metadata — CSS selectors and XPaths — is discarded, forcing developers to either re-query the LLM repeatedly for scraping logic or hand-code brittle selectors. This creates a token-cost and accuracy problem for anyone building LLM-assisted web scrapers at scale. Without DOM annotations preserved alongside readable content, LLMs cannot generate stable, reusable extraction code in a single pass.
Multiple AI Coding Agents Conflict When Working in Parallel
Running multiple AI coding agents on the same repo causes file conflicts and broken builds. No coordination layer exists to isolate and gate their work.
AI assistants hallucinate financial data without reliable sources
AI assistants hallucinate financial data. Self-hosted MCP server scrapes and serves real data from SEC, FINRA, Yahoo Finance for reliable AI queries.
Per-Seat Telephony Pricing Penalizes Teams With Low Phone Usage
Business telephony providers charge per-user monthly fees regardless of actual phone usage, penalizing lean teams where only a fraction of employees make calls. This seat-based pricing model forces small teams to overpay for unused capacity.
DevOps internship: learn by submitting PRs not tutorials
DevOps mentorship via PR-based assignments instead of tutorials to help junior engineers escape tutorial hell.
Bank holds large ACH payment with no warning or explanation
A customer initiated a $25,000 ACH payment that was withdrawn from their account, then placed on hold by the bank with no advance warning or explanation offered at the time of the transaction. This reflects a structural gap in disclosure around large-transaction holds.
Bank accounts opened fraudulently without the victim's knowledge or consent
Consumers discover bank accounts opened in their name that they never authorized, revealing gaps in identity verification at account-opening time.
ATS keyword filtering causes qualified resumes to be auto-rejected
Job seekers' resumes are frequently filtered out by Applicant Tracking Systems before a human ever reviews them, because ATS keyword matching does not recognize equivalent skills or phrasing. This drives demand for tools that rewrite resumes to match a specific job posting's ATS criteria.
Freelance Marketplaces With High Fees Squeeze Both Sides
Upwork's fee increases burden both freelancers and clients, pushing users to seek alternatives or work around the platform via direct invoicing. This exposes demand for lower-fee or direct freelance marketplace alternatives with better economics for both parties.
Deferred interest credit cards penalize consumers for minor payoff miscalculations
Retail credit cards with deferred interest promotions apply the full retroactive interest charge if consumers miss the promotional payoff deadline by even a small margin. Consistent payment behavior provides no protection against a single arithmetic error near the deadline. Personal finance tools do not track promotional expiration dates or model the exact payoff amount needed, leaving consumers exposed to surprise charges totaling hundreds to thousands of dollars.
AI features injected into web interfaces without user opt-in
AI-generated content, chat overlays, and labels are being embedded into mainstream web products by default, removing user agency over their browsing experience. The problem is structural and growing as AI proliferates across Google, social media, and content platforms. One browser extension (XTINCT) addresses this, validating demand.
Unwanted AI UI clutter embedded in web browsing by default
Users encounter AI overviews, chatbots, and generated labels injected across popular websites without control over their presence. This friction is growing as platforms accelerate AI surface area. A browser extension (XTINCT) validates demand by blocking these elements across Google, Bing, Reddit, and others.
Accidental Mobile Payment Re-Linking Triggers Account Suspension With No Resolution Path
Accidentally linking a bank account to a second payment platform triggers a fraud investigation that suspends the account indefinitely, with no clear owner between the bank and the payment app. Multiple support calls over weeks produce changing timelines and no resolution. Customers are ultimately told to change their phone number — an unreasonable demand — as the only option.
Fitness Activity History Fragmented Across Apps With No Unified Private View
People who track walks, runs, hikes, and bike rides across multiple platforms have no single private view of their complete movement history over years. Existing tools require creating accounts, uploading data to third-party servers, or are limited to single-source data from one app or device. There is a large unmet desire to see lifetime exploration patterns locally without surrendering data privacy.
Xfinity Charges Customers for Lost Phones While Refusing to Resolve Claims
When hardware shipped by telecom providers is lost in transit, customers are left paying for devices they never received while the provider refuses to proactively contact the carrier to resolve the claim. Customers cannot order replacement devices until the missing item is cleared from their account. The asymmetry of the obligation (customer pays immediately, provider resolves eventually) creates a months-long billing trap.
Credit Report Inaccuracies Are Difficult to Dispute Under FCRA
Consumers discovering inaccurate credit reporting face an opaque dispute process requiring original signed agreements and complete payment histories that creditors are reluctant to provide. Standard dispute letters produce no meaningful verification, and inaccurate accounts remain on reports harming credit scores. The FCRA process lacks enforcement teeth at the individual consumer level.
No Tool to Track Contractor Budget Performance Across Renovation Projects
Real estate investors and property managers lack a systematic way to record and compare whether contractors deliver projects on budget across multiple jobs. Without this performance data, identifying reliable contractors for future work requires memory and anecdote rather than evidence.
Credit bureaus provide incomplete FCRA investigation responses
When consumers dispute credit report inaccuracies, financial institutions provide boilerplate investigation responses that fail to address specific errors, omit documentation, and do not disclose the method of verification used. Consumers are left unable to determine whether a genuine reinvestigation occurred or how to challenge a flawed one. This FCRA compliance gap affects anyone attempting to correct credit report errors through the dispute process.
Auto Lenders Charge Fees After Payoff and Report Negatively to Credit Bureaus
Auto loan servicers apply unauthorized charges after confirmed payoffs and incorrectly report negative items to credit bureaus. Consumers have no direct mechanism to halt false reporting and must navigate multi-agency disputes. The lack of real-time payoff confirmation creates a window for post-payoff billing abuse.
Home Depot Refuses Refund for Lost Shipment, Misclassifying It as a Return
A customer whose Home Depot order was lost in transit was denied a refund on the grounds that the third-party Retail Equation system blocked it — a policy designed for returns, not delivery failures. The retailer effectively offloaded liability for a carrier failure onto the buyer. This reflects a systemic gap in e-commerce lost-shipment accountability at large retailers.