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A technical investigation into whether Steam’s public API surface is sufficient to detect automated/bot accounts in CS2 matchmaking. Result: the publicly available metadata is insufficient; model performance collapses without behavioral telemetry. Demonstrates ingestion → features → anomaly modeling → limitations analysis.
Autonomous AI agent for real estate feasibility analysis. Give it an address — it researches, models DCF + Monte Carlo, and produces a GO/NO-GO PDF report. No human in the loop.
Feasibility study: can small VLMs (2B–72B) classify driver state on vehicle edge? Measured against CNN baselines, with QLoRA fine-tuning and failure-mode analysis (MLX).