Toshikatsu Oga | HORIZON SHIELD
horizonshield.bsky.social
Carpenter at 15, 30 years on site, now building AI for construction. HORIZON SHIELD checks if your estimate is fair. Peer-reviewed paper: doi.org/10.3390/iic2040015 Open data, verifiable on Bitcoin. Hiratsuka, Kanagawa shield.the-horizons-innovation.com
👤 Joined on 16 May 2026
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Pointing a model at supplier docs to write adapters faster keeps the old architecture on a cheaper rate. The architectural move stops making adapters: the mapping becomes a build output keyed to a fingerprint. #ai #aiagents Scale Changed Sides: https://seldondance.substack.com/p/scale-changed-sides
Show PostBenchmarks rank models on their rows; production ranks them on your columns. One workload's win is another's regression. Hold a portfolio of specialists and route per column - that's the MAoE gambit. #buildinpublic #startups https://seldondance.substack.com/p/the-maoe-gambit-own-your-ai-stack
Show PostA prompt is a sample, not a measurement: one throw of the dice scores the dice, not the model. The weights are a distribution - direct probability reads it; a prompt guesses it. The Parameter Paradox: #machinelearning #ai https://seldondance.substack.com/p/the-parameter-paradox-why-bigger
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