The Debugging Gym: $100K MRR Hiding Inside Your Git History
Forty-two percent of developers say AI now writes at least half their code. Verification is the new bottleneck, and a team's own fixed bugs are the debugging curriculum.
High-commitment ventures that demand time, expertise, and resources. These are complex products, regulated markets, or infrastructure plays built for founders chasing defensible, lasting impact—not quick flips.
Forty-two percent of developers say AI now writes at least half their code. Verification is the new bottleneck, and a team's own fixed bugs are the debugging curriculum.
The dental industry spent $2.1 billion verifying insurance benefits in 2024, and a third of private-practice dentists plan to bring in AI for it. The wedge runs through Open Dental.
Council agendas, zoning filings and permits are public, and almost nobody reads them. With reporters gone and AI summaries misfiring, the record under the rumor mill is up for grabs.
Fannie Mae just retired Limited Review for condo projects, and lenders need far more HOA evidence. Between contract and underwriting sits a document workflow nobody owns yet.
Phone repair shops sit on bins of dead iPhones nobody has inventoried. With used-phone sales at $83 billion and memory prices up 300%, that pile just became a real asset.
California now bills attorneys $5,000 to $10,000 for CTAPP trust audits, and 83% of pilot firms failed three-way reconciliation. Clio bundles the checkbox. The forensic cleanup layer is still empty.
China industrialized AI vertical drama, ReelShort proved paid creative sells it, BookTok moved 50 million books, and top romance authors spend $4,500 a month on ads. The bridge is unbuilt.
CPSC approved five destroy-and-photograph recall remedies in one September day, and the sellers are processing claims through an Outlook inbox. Recall fraud is now a federal docket.
BuyWander raised $21 million automating the ugliest job in reverse logistics. Regional liquidation warehouses still do it with Google Lens and twenty browser tabs. That gap is the wedge.
A cash laundromat can argue with its P&L. Its water meter is harder to argue with. Acquisition diligence still runs on broker spreadsheets while the median laundromat listing asks $500,000.
FamilyMart is re-engineering labor across 16,500 stores from predicted demand. Multi-location grocers and pet retailers on Square still schedule by habit. A Square-first labor planning layer fits between them.
California's SB 947 would require employers to prove a human corroborated any AI-recommended firing. Governance dashboards, bias auditors, and HR systems all miss the evidence window in between.
Apparel returns run 24% and fit is the top reason, yet fewer than 1% of Shopify stores run a sizing app. Zero-party fit data is the opening.
Mobbin and Refero already feed design screenshots to Cursor and Claude Code over MCP. The gap is rights-cleared, human-reviewed UI evidence filtered by what a client already approved.
Homebuyers can pull a flood map in ten seconds. Nothing tells them about the data center campus being rezoned three miles out. Northern Virginia agents will pay for that answer.
A free MIT-licensed cloud game passed 6,000 GitHub stars while AWS Skill Builder and the relaunched Cloud Quest charge for courses. The gap between watching architecture and practicing it is still unpriced.
Small IT firms walk away from $180,000 municipal contracts because the RFP is unreadable, not because they can't do the work. State and local buyers spend $1.5 trillion annually.
Half of U.S. shoppers now verify AI product recommendations on Reddit before buying. Fakespot and GigaBrain died chasing that moment. The verification step is still unowned.
Cactus Compute's Needle 2 runs a 45-million-parameter agent on a $45 Raspberry Pi. Camera-free elder care monitoring stops needing the cloud, and stops needing a $99 monthly subscription.
Parcel data is commoditized. Nobody sells what homebuilders are actually buying this quarter, verified by phone and timestamped. A Charlotte-only network of builder buy-boxes runs $6K to $40K MRR.
Whatnot is worth $20 billion and a16z-backed Palmstreet pays top plant sellers cashback not to go live elsewhere. Exclusivity clauses mark where a customer relationship is turning portable.
Cash-pay longevity and functional medicine clinics buy expensive inquiries and lose them to unanswered phones, missed bookings, and no-shows. The revenue operations layer between inquiry and consult is unbuilt.
Walmart finishes digital shelf labels across 4,600 stores this year. CPG brands route up to 27% of revenue through trade promotions and still verify execution by hand.
Searches for fibermaxxing are up 115%, yet DTC fiber brands lose most subscribers before shipment two. Every retention tool fires at cancellation. Nobody owns the weeks before it.