The Goblins Have a Blueprint: Why Halloween at FPR Is About More Than Decorations
A playful October theme with a serious center: practical skills, community, transparent progress and the belief that a better future is something we build together.
Field notes & updates
FPR Blog
What we are building, what we learned, and what went wrong - in the order it happened.
What Goes Bump in the Appalachian Night? A Field Guide to Listening
Before you blame the goblins, listen closely. Wind, owls, insects, leaves and other ordinary mountain sounds make October nights a world of their own.
The Lantern Keeper of the Ridge: A Halloween Story from FPR
A lantern in the fog, two amber eyes, and a very particular little goblin. Our first fictional Ridge After Dark story celebrates generosity, practical skills, and the Appalachian imagination.
Gary Engineering Lab #003: Finding Ranch Moments in 28 GB of Camera Footage — and Catching AI False Positives
A local-first camera-media experiment: 74 videos, 2,942 sampled frames, 132 extracted clips, 58 stills, and a cautionary lesson in AI animal-detection false positives. Private originals stayed untouched.
Gary Engineering Lab #002: Ornith V7 — 12 Measured Runs, Real TTFT, and a 160-Token Trap
12 local Ornith model runs with genuine streamed TTFT, prompt/output token counts, 4/5/6 boundary scoring, and a key finding: CPU profiles hit the 160-token output cap before finishing the fix.
Gary Engineering Lab #001: Recovering Hermes and Ornith — Why a Connected Agent Still Failed
A real local AI reliability test: Hermes connected to Telegram but failed on a 32K/64K context mismatch. Here’s the evidence, GPU fix, benchmarks, and remaining acceptance gates.
How to Help Right Now
Three practical ways to support the ranch today: shop, volunteer, or start a partnership conversation.
Volunteer Registration Is Open
FPR is accepting volunteer applications while Base Ops activation remains human-reviewed and SMS transport stays fail-closed.
Where We Are — September 2026
A grounded snapshot of the ranch property in Pound, Virginia and what is actually live today.
Water Sovereignty at Freedom’s Purchase Ranch — The Sovereign Loop
At Freedom’s Purchase Ranch, we’re building a future rooted in resilience. The Baird family survived homelessness — that is our Founder-Market Fit. We understand what it means to rebuild from the ground up, to create systems that support families and communities when structural failures occur. Every