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MarketTwin AI lets teams test a product idea, pricing, brand name, ad hook, landing-page copy, audience, or launch strategy inside an AI-generated market. It combines a market-intelligence layer (trend, competitor, review, and ad signals plus demographic and economic context) with audience segments and synthetic consumer personas, then runs agent-based simulations that produce purchase intent, objections, trust, price-fit, and market-readiness scores. Pricing and messaging labs, scenario comparison, confidence and assumptions tracking, and a calibration engine that compares simulations to real launch results round it out. Results feed a launch-strategy generator and exportable reports. The platform is explicit that results are directional decision support, not guaranteed predictions.
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AID is a runnable, offline skeleton of an autonomous drone roof-inspection platform organized as nine coordinated engines bound by a master orchestrator. A mission flows through a fixed pipeline — mission planning, spatial reconstruction, flight execution, computer-vision damage detection, uncertainty and coverage validation, risk and insurance analysis, and reporting — advancing a seven-state mission machine. Several engines are genuine computation: mission planning uses 2D computational geometry to infer roof planes and generate coverage flight paths, coverage is geometrically measured rather than assumed, spatial mapping reconstructs a 3-D digital twin from camera poses, damage runs through a classical computer-vision detector, and risk and insurance produces real construction-cost bands (P10/P50/P90), RCV/ACV depreciation, and claim-eligibility scoring. An orchestrator enforces integrity rules — no orphan data, an uncertainty gate that blocks reporting and triggers re-inspection, and a safety override. It ships a REST API, a SQLite-backed mission store, a fleet scheduler, multi-format report rendering, a Gym-style RL environment, and an operations console UI.
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Crew Tracker is a two-sided workflow with separate portals over one backend. On the internal side, offices post jobs, review crew applications, invite eligible crews matched by trade and zip coverage, compare bids, and award work. Awarding a job automatically creates a payout record with a 3% referral fee. Crews apply and get verified, set trades and service areas, view invited and eligible jobs, submit bids, confirm schedules, upload categorized job photos, and track earnings. Internal users can export a supplement package of job photos and summary data.
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An operations platform for a mobile notary business: customers book online, the schedule accounts for travel time, payment is collected up front, and every appointment leaves a record.
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