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.
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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.
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.
Self-storage's $40 billion model runs on deferred decisions: 46% of Extra Space tenants have paid two-plus years. The storage unit cleanout business sits on the other side of that indecision.
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.
Meta sold 7 million camera glasses in 2025. Courts, nightclubs, and casinos are banning them with no way to check. That enforcement gap is a subscription business.
Kalodata and FastMoss show what's selling on TikTok Shop. Deciding whether to spend money launching a product still eats an afternoon. A Chrome side panel could own that decision.
Enterprise buyers are pushing Scope 1-3 questionnaires down to suppliers with no sustainability staff. California's SB 253 and the EU's VSME standard just set the schedule.
New Journal of Consumer Research findings suggest groups are happier when one person pays and everyone settles up afterward. Every tours and activities booking platform is engineering that away.
Wi-Fi and mmWave occupancy sensing is commoditizing fast. The business sits one layer up: turning a twelve-dollar sensor reading into the cleaning task a small venue will pay for.
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.
Micro-markets crossed 55,770 U.S. locations with nobody working them, and a June 2026 FTC consent order forces the 70% kiosk incumbent to open its integrations for a decade.
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.
Independent camera stores already credit rental fees toward purchases on spreadsheets. Lumoid died building the marketplace version. The software layer that measures rental-to-purchase conversion is still unbuilt.
Pet owners now run rapamycin and peptides on aging dogs while the FDA logs thousands of Librela adverse reports. Senior dog care still lacks a record clinics can use.
Three wedding catering quotes, three different scopes, three sets of buried fees. Couples compare headline prices on a $34,000 purchase that nobody in the transaction was trained to read.
Every large U.S. broker must publish standardized execution-quality files before October. No central repository, no history, and no neutral layer between 85 reporters and the publishers who need them.
The Supreme Court voided IEEPA tariffs and CBP has moved $100 billion. What's left is $37 billion trapped behind broken records, dormant ACE accounts, and brokers who don't call back.
More than 110,000 papers published in 2025 carry AI-hallucinated citations. Enterprise integrity vendors are wiring up ScholarOne while 44,000 OJS journals screen submissions by hand.
Store brands hit a record $282.8 billion, yet the co-manufacturers behind them still pitch blind. The gap between retailer line reviews and factory capability is a business.
Bag charm volume rose 12x in a year and Crocs clears $260 million from Jibbitz. Shopify's 495 customizer apps all miss the narrower job underneath.
A 14-megabyte open model and the ABA's Formal Opinion 512 point at the same gap: deposition review that extracts, cites, and never leaves the laptop.
Four states now regulate surveillance pricing in groceries, two effective October 1, and most regional grocers cannot prove which customer data reached a displayed price.