CLASSIFICATION: SOVEREIGN // DISTRIBUTION: YOU DECIDE
Improvise. Adapt. Self-host.
Three layers, one owner. A Start9 server at the hub. Local GPUs for inference and training. Cloud APIs as a tool, not a landlord. Your data stays home. You control how to best interact with AI. Effeciency, Capability, and Security is Your Leverage.
Bayside High · Computer Lab · Est. wherever your server lives
Your compute. Your keys. Your off switch.
Three layers, one owner. A Start9 server at the hub. Local GPUs for the heavy lifting. Cloud APIs when you need the best reasoning, but your data stays home. Build what you need, run it on hardware you own, and reach it anywhere.
// four operations, and the four scenes we shoot
Start9 + StartOS + a bespoke app you open as a PWA. Kept private.
scene 01 · the box & the app OP 02AI makes one person as productive as a team. You drive the build, your always-on agent iterates. Efficiency without dependency.
scene 02 · the build loop OP 03Fine-tune on 181 newsletters. TheDailyVol.AI: a bitcoin newspaper written by your model, every morning.
scene 03 · your own weights OP 04Your agent manages the cron. Local models do the work overnight. Publish selectively.
scene 04 · work while you sleep// also the shooting schedule, one period per scene
Start9 + StartOS + a bespoke app you open as a PWA. Kept private.
scene 01 · the box & the app PERIOD 2AI makes one person as productive as a team. You drive the build, your always-on agent iterates. Efficiency without dependency.
scene 02 · the build loop PERIOD 3Fine-tune on 181 newsletters. The Daily Vol: a bitcoin newspaper written by your model, every morning.
scene 03 · your own weights PERIOD 4Your agent manages the cron. Local models do the work overnight. Publish selectively.
scene 04 · work while you sleepA Personal Data Center is the hardware and software you own and run yourself. Instead of renting compute from someone else's cloud, the box sits where you live. You hold the keys, the data, and the off switch.
// HOMEROOM: THE SOVEREIGN STACK
A Personal Data Center is the hardware and software you own and run yourself. Instead of renting compute from someone else's cloud, the box sits where you live. You hold the keys, the data, and the off switch.
# build the service, package it, sideload it $ github actions → mempoolmadness.s9pk ✓ package built in CI $ start-cli package install mempoolmadness.s9pk ✓ service running on your box # expose it through Start-Tunnel, your call → tunnel fronts a VPS, visitors see its IP → your home address stays hidden ✓ reachable on the open web, on your terms
LEAVE NO TRACE
Start-Tunnel punches a reverse tunnel from your server to a cheap VPS. Incoming traffic hits the VPS first and gets relayed back through the tunnel. The address the world sees is the VPS, not your house. You pick which services go public. Everything else stays behind your firewall.
// reverse tunnel, VPS out front, home server behind itTRUST BUT VERIFY
The common objection: self-hosting is less secure than leaving it to a cloud provider with a security team. But a Start9 server has a tiny attack surface. No shared tenancy, no exposed admin panels, no third-party access. Every service runs sandboxed. Your data is encrypted at rest. You're not trading security for sovereignty. You're trading blind trust for something you can actually verify.
// smaller footprint, fewer attack vectors, zero shared tenancyStart-Tunnel punches a reverse tunnel from your server to a cheap VPS. Incoming traffic hits the VPS first and gets relayed back. The address the world sees is the VPS, not your house. You pick which services go public. Everything else stays behind your firewall.
// reverse tunnel, VPS out front, home server behind itA Start9 server has a tiny attack surface. No shared tenancy, no exposed admin panels, no third-party access. Every service runs sandboxed. Your data is encrypted at rest. You're not trading security for sovereignty. You're trading blind trust for something you can actually verify.
// smaller footprint, fewer attack vectors, zero shared tenancyAI is a force multiplier. One person with the right tools can spec, build, and ship production software. You drive a coding agent for the heavy builds. Your always-on agent runs 24/7 on your server and handles the iteration: specs, fixes, monitoring. Self-hosting that capability means no platform can throttle it or take it away.
// FIELD LAB: THE BUILD LOOP
AI is a force multiplier. One person with the right tools can spec, build, and ship production software. You drive a coding agent for the heavy builds. Your always-on agent runs 24/7 on your server and handles the iteration: specs, fixes, monitoring. Self-hosting that capability means no platform can throttle it or take it away.
# LAYER 1: you + coding agent (cloud API) "I want a daily newspaper that calls our fine-tuned model and publishes" you → claude-code → builds, tests, packages ✓ LLaMA-Factory.s9pk ready # LAYER 2: your server (the hub) $ start-cli package install -s LLaMA-Factory.s9pk ✓ service running on your box # LAYER 3: always-on agent iterates agent → monitors, specs, fixes → gitea agent → routes work to local GPUs or cloud agent → daily backups → gitea
The model itself can be yours. Fine-tune an open model on your own writing, on your own GPU, and use it to produce real published work. The Daily Vol: a bitcoin and macro newspaper generated every morning by a model trained on your editorial voice. Nothing leaves the building.
// THE WORKBENCH: OPEN SOURCE ON YOUR BOX
The model itself can be yours. Fine-tune an open model on your own writing, on your own GPU, and use it to produce real published work. The Daily Vol: a bitcoin and macro newspaper generated every morning by a model trained on your editorial voice. Nothing leaves the building.
# fine-tune on your own writing, your own GPU $ llamafactory-cli train config.yaml model: google/gemma-4-31B-it data: 181 newsletter issues (LoRA, 3 epochs) ✓ training complete, single DGX Spark, 128GB # serve the fine-tuned model on your LAN $ vllm serve ~/models/gemma-4-31B-ten31-v2 ✓ OpenAI-compatible endpoint, zero API cost # the result: a daily bitcoin newspaper → The Daily Vol, generated, formatted, published your model, your hardware, your editorial voice
Cron turns the PDC from a tool you poke into a system that runs itself. Your always-on agent schedules jobs against your local models: research, generation, data pipelines. It publishes the results. Share selectively through Start-Tunnel without giving away the box.
// AFTER HOURS: SET IT AND WALK AWAY
Cron turns the PDC from a tool you poke into a system that runs itself. Your always-on agent schedules jobs against your local models: research, generation, data pipelines. It publishes the results. Share selectively through Start-Tunnel without giving away the box.
# 3am CST: your agent fires the daily pipeline cron → swap vLLM to fine-tuned weights → generate newspaper (local GPU, no API) → format the edition → publish TheDailyVol.AI → swap vLLM back to base model ✓ runs every morning, on your hardware # what's public vs. what stays private → TheDailyVol.AI: reachable via Start-Tunnel → GPUs, agent, Git: behind your firewall → Your home IP: hidden
Every rig comes down to six things across three layers: the server at the hub, GPUs for local compute, and cloud APIs for heavy reasoning. Plus a VPS for the tunnel, the open weights, and the software glue. Here's my kit, and the field substitutes.
// REQUISITIONS: WHAT'S IN THE BAG
Every rig comes down to six things across three layers: the server at the hub, GPUs for local compute, and cloud APIs for heavy reasoning. Plus a VPS for the tunnel, the open weights, and the software glue. Here's my kit, and the field substitutes if you're working with what's on hand.
KIT 01 · THE BOX
Hardware StartOS runs on. Your always-on server.
Field substitutes
KIT 02 · THE GPUS
The silicon that fine-tunes and serves your own models.
Field substitutes
KIT 03 · THE VPS
The public node Start-Tunnel fronts, so your home IP stays hidden.
Field substitutes
KIT 04 · THE AI TOOLS
A coding agent for heavy builds, an API agent for specs and iteration.
Field substitutes
KIT 05 · THE MODELS
Open weights you download, host, and fine-tune yourself. Nothing leaves the box.
Sources & substitutes
KIT 06 · THE SOFTWARE STACK
The glue that ties hardware to services. An OS to manage it, an agent to automate it, an inference server to run your models.
Field substitutes