POD & MICRO-MANUFACTURING SUITE
Executable micro-manufacturing and POD pipeline: unit economics engine (catalog_economics.py), Klipper/Moonraker production traveler generator (dispatch_print_job.py), and HMAC-verified order ingest (ingest_orders.py).
PHYSICAL AI & MANUFACTURING
Autonomous micro-manufacturing loop: parametric OpenSCAD generation, headless CLI slicing (OrcaSlicer/PrusaSlicer), Moonraker/Klipper REST API dispatch, and vision failure containment.
COMMERCE & FULFILLMENT
Autonomous zero-inventory commerce: trend detection on Reddit/TikTok, programmatic mockup synthesis, Printify/Printful API sync, and headless order routing.
SOVEREIGN DISTRIBUTION
Transform operational exhaust (terminal sessions, 3D printer timelapses, AST benchmarks) into viral, high-retention technical posts on Reddit and visual proof-of-work reels on TikTok.
RESEARCH & OPEN-SOURCE AI
Systematic agentic discovery of Google Labs tools (NotebookLM, Illuminate, Opal) and open-source GitHub agent frameworks, mapping cutting-edge AI directly into career leverage.
CODE INTELLIGENCE & AST
Local tree-sitter AST knowledge graph protocol (trailhq/Graft). Eliminates repetitive file discovery, delivers 95–99% token savings, and maps call blast radiuses over MCP.
RESEARCH & SYNTHESIS
Instructs an agent on how to guide a human through ingesting 20+ PDFs/RFCs into NotebookLM, generating contradiction audits, decision matrices, and synthetic audio debates.
CONTAINMENT & SECURITY
Bubblewrap (bwrap) Linux namespace containment recipe. Mounts fake home directories, isolates network access, and enforces deterministic RESULT.json verification.
CAREER LEVERAGE
A 4-phase interview protocol where an AI agent audits a human's daily workflow, categorizes repetitive tasks, evaluates privacy boundaries, and delivers a 7-day pilot automation plan.