Louis Beaumont louis030195

Query your Screenpipe data with local AI (LM Studio + PowerShell)

Use a local LLM to search everything you've seen, said, or heard — fully private, no cloud needed.

Prerequisites

Screenpipe running locally (http://localhost:3030/health should respond)
LM Studio running with a model loaded (e.g. qwen2.5-coder-14b)
Make sure your LM Studio model supports tool calling (qwen2.5, mistral-small, etc.)

Step 1: Send a question with the screenpipe tool

Extract Todos from Screenpipe Data

Query your local Screenpipe API for the last 48 hours (all modalities):

# All content (OCR + audio + UI events)
curl -s "http://localhost:3030/search?limit=500&start_time=$(date -v-48H -u +%Y-%m-%dT%H:%M:%SZ)"

# Or query specific modalities:
# OCR (screen text): &amp;content_type=ocr

When Single Strategy Wins

Domain	Why
Real-time video games (LoL, CS:GO, Dota)	Millisecond decisions, no time to debate
Poker	Incomplete information, hesitation = death
Early-stage startups (<$10M ARR)	Resource-constrained, must bet on one thing
Disruptive tech (new category)	No existing playbook, must invent
Turnarounds / crisis	Survival mode, speed > correctness
Sales (closing deals)	Momentum matters, confidence sells

Clock Speed Theory: When Unified Strategy Beats Consensus

The Thesis

5 people fully committed to a B+ strategy beats 5 people half-committed to an A strategy.

When you average two people's ideas, you get what a random person on the street would think—because you cut the extremes. You become a clone company taking poor decisions.

HCS-Kube: Dead Simple Windows Sandbox Orchestrator

A minimal Kubernetes-like orchestrator for running multiple concurrent Windows Sandboxes via HCS API.

Why This Exists

Approach	Concurrency	Boot Time	Complexity
Windows Sandbox	1 only ❌	2s	Low
Hyper-V VMs	N ✅	30-60s	High

HyperV-Kube: Lightweight VM Orchestrator for UI Automation Agents

Overview

Replace HCS complexity with direct Hyper-V VM management using Save/Resume for 2-5 second "boot" times. Simpler, more reliable, battle-tested.

Core Insight

HCS Approach (complex):

Windows Sandbox & Hyper-V Internals: Reverse Engineering Guide

A comprehensive technical reference for understanding and reverse engineering Windows Sandbox, HCS APIs, and Hyper-V hypervisor internals.

Architecture Overview

┌─────────────────────────────────────────────────────────────────┐
│                         USER MODE                                │
├─────────────────────────────────────────────────────────────────┤

HCS-Kube: Kubernetes for Computer Use Agents

A minimal Kubernetes-like orchestrator for UI automation agents, built on hcs-sandbox.

Concept Mapping

┌─────────────────────────────────────────────────────────────────────────────┐
│                    Kubernetes  →  HCS-Kube Mapping                          │
├─────────────────────────────────────────────────────────────────────────────┤

HCS Sandbox - Where Your Rust Code Fits in the Stack

Full Stack Comparison

┌─────────────────────────────────────────────────────────────────────────────────────────┐
│                              APPLICATION LAYER                                          │
├──────────────────┬──────────────────┬──────────────────┬───────────────────────────────┤
│                  │                  │                  │                               │
│   Docker CLI     │  Windows         │  ★ hcs-sandbox   │   Hyper-V Manager             │

	Turn Your Clients' Manual Data Entry Into Recurring Revenue

	Your clients are stuck doing hours of copy-paste between systems that don't talk to each other. Old ERP, government portals, industry-specific software with no APIs. They've accepted it as "just how it is."

	That's your opportunity.

	Mediar automates those legacy desktop apps - the ones everyone else says can't be automated. No APIs needed. No changes to their existing software.

	What MSPs are automating:
	- Data sync between disconnected systems