Founder Setcoin Group | Inserviss Labs

Zurich, Switzerland
Joined November 2018
26,010 live infrastructure projects. $4.27T of live CAPEX. One place to see them all. Most people who work in infrastructure can only see their own corner of it. Nobody sees the whole pipeline at once. So we built the Global Infrastructure Atlas: setcoin.group/
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We mapped 209 capital groups, and where the money sits tells you a lot about where it will (and won't) go. Raising capital for infrastructure usually starts with a hunt for the right names. We wanted to make that faster, so we built a map. setcoin.group/capital-map/at…
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9/ Both benchmarks report what they don't prove before what they do: no minimum-commitment true-ups, no tiered pricing, no proration, and identity resolution across systems is assumed away entirely — every join here uses one shared account key, which you never get for free
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9/ CC BY 4.0 for the data, MIT for the tooling, dependency-free scorer included. Run your own process against it and tell us what you get — we'll take a bad number as seriously as a good one. leveesystems.com/benchmark
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The LLM in our stack never computes or adjusts a monetary figure. It narrates an exception the engine already computed, schema-validated, and rejected outright if its number doesn't match the engine's. Structurally fenced off from the arithmetic.
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SSM (State Space Models) advantage factors vs an equivalent-size Transformer, from peer-reviewed studies. Log scale; baseline Transformer = 1×.
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Any AI LLM including @claudeai Opus are autoregressive Transformer models There is no architectural mechanism in current models that creates compounding memory Each prompt call is genuinely fresh and needs to learn context from scratch Like wake up each morning with anesthesia
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AI Models Change - Memory Compounds
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