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Building Stalker: A Mid-Cap Trading Bot and the Data Network That Feeds It

Stalker is an autonomous mid-cap equity trading bot that reads a daily macro brief, scores a factor-ranked universe, runs the candidates through a risk gate, and submits orders to Alpaca paper. It sits on top of five other data projects I've been building — Headwater, Estuary, Tributary, PrivateEye, and Goldfinch — each one a separate feeder of structured signal. This is how all six hang together.

What Terra Populus Taught Me About Cancelling Quiver

I joined Terra Populus in 2012 as a senior engineer and inherited the lead role after the original leadership left in 2013. We received about $8 million from NSF to harmonize population, environmental, and land-use data for the research community. Output free; the work that produced it was not. That experience is why I respect the engineering layer in commercial alt-data services like Quiver Quantitative even as I cancel my subscription.

Architecture Verified, Mythology Intact: Running OpenMythos on a Strix Halo

Kyegomez published OpenMythos as a speculative, open-source reconstruction of Claude Mythos. I ran the 1B variant on a Strix Halo (Radeon 8060S, ROCm) to test what an open reconstruction of a frontier model can and cannot teach you. The architecture's internal claims check out: rho(A) at init is exactly e^-1, the spectral-radius stability constraint prevents the failure mode it's designed to prevent, and hidden states blow up exactly as the LTI analysis predicts. What it does not teach you: anything about Claude Mythos.

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Written by Alex Jokela Software engineer by trade, tinkerer by nature, single-board computer hoarder by choice. More about me →