Solved Problems Compound at the Edge
Uncle Vibecoder
@leo_guinan
+0.5%
since Sep 29
The idea
I believe AI turns solved problems into reusable assets, since successful search paths get cached and reused, and that value accrues at the edge where work actually happens, not in the middle layers that get optimized away. So this owns the tools open at the moment of solving and the operators who control proprietary problem streams nobody else can copy, spanning design software, clinical and scientific work, code, and domain operators.
What it owns
- These companies own proprietary streams of real-world problems, so their solved cases compound into assets no middleman can replicate. · Deere & CompanyIt owns field-by-field data on what worked on real farms, a proprietary problem stream that flows through the machines doing the work and cannot be copied by middlemen., Fair IsaacIts scores represent decades of solved credit decisions turned into a reusable asset, a form of compounding already happening across the lending industry., ProgressiveIt sits on decades of solved claims plus live driving data from telematics, and each resolved claim sharpens its pricing edge against peers., Axon EnterpriseIt owns the stream of real incidents and body camera footage from the edge where police work, and AI makes each logged incident reusable for the next investigation., Verisk AnalyticsIt holds the industry-wide record of solved insurance cases, a cache that compounds as AI reuses it, and cannot be recreated by individual insurers.31%
- Chip and engineering design software sees every attempted solution across thousands of customers, so each solved design makes the tool smarter and stickier. · SynopsysIt sits open at the exact moment chip engineers solve hard problems, and every successful design flow it sees can inform the next one across its customer base., Cadence Design SystemsIt is open at the edge of chip design, seeing millions of solved layout and verification problems that can be reused instead of discarded., AutodeskIt is the tool open when buildings, products and media get designed, accumulating solution paths for the physical world the way code platforms do for software., PTCIt captures how industrial products are designed, made and serviced, a stream of solved engineering problems that gets more reusable as AI learns from it., Bentley SystemsIts software is open while roads, bridges and utilities get engineered, collecting solution paths for infrastructure problems that repeat across projects worldwide.28%
- Medicine and drug discovery generate solved cases that are expensive to produce and impossible to copy, the clearest form of cached search paths. · Intuitive SurgicalIt logs millions of real surgeries through its robots, a proprietary stream of solved clinical problems that can improve outcomes competitors cannot match., Veeva SystemsIt is the system open while pharma companies run trials and get drugs approved, accumulating solved regulatory and clinical problems nobody else can access., SchrödingerIts business caches successful molecule search paths so the next drug hunt starts further along, the purest expression of solved problems as reusable assets., Tempus AIIt turns individual patient cases into a reusable library of clinical decisions, so each solved case makes the next diagnosis cheaper and faster.19%
- Developer platforms sit exactly where problems get solved and keep the record of how, which becomes raw material for reusable AI. · MicrosoftGitHub and Copilot capture more successful code search paths than any other platform, converting the record of solved problems into products developers pay for., AtlassianJira and Confluence hold the record of how teams worked through problems, not just final answers, which becomes valuable as AI makes that history reusable., GitLabIt captures the whole path from idea to shipped code in one place, a pure and younger version of the cache effect held as a smaller stake.15%
- Cash7%