// Open source · AI tooling · Automation

Building tools
that actually
ship.

Practical automation pipelines, AI agent architectures, and developer tooling — built by a maker who prefers working systems over polished demos.

Python LLM Pipelines Claude API Raspberry Pi Home Automation Enterprise AI
briefing_pipeline.py
# Three-stage RSS intelligence pipeline
 
feeds_processed = 60+
monthly_cost = "~$2.00"
delivery = "Apple Notes"
 
$ python run_briefing.py
✓ keyword filter (free)
✓ haiku scoring ($0.01)
✓ sonnet briefing ($0.05)
✓ delivered to Notes
 
$
Projects

Built, not planned.

Production systems running on real hardware, solving real problems. Each project is designed to be configurable — point it at your data, set your thresholds, and let it run.

📡

RSS Intelligence Briefing

A three-stage filtering pipeline that ingests any collection of RSS/Atom feeds and distills them into a focused daily briefing. Configure your feed list, scoring keywords, and relevance thresholds once — the pipeline handles the rest. Keyword filtering at zero cost, LLM scoring for pennies, and a sharp summary generated only for what clears the bar.

3-stage Pipeline
~$2 Per Month
87% Cost Reduction
Python Claude API ChromaDB Flask Raspberry Pi launchd
View on GitHub →
🔧

More Coming Soon

Claude Code tooling, home automation frameworks, and enterprise AI governance patterns are in the pipeline. Watch the GitHub org for new repos as they land.

Follow the org →
About

20+ years of
building systems
that don't fail.

From power generation to healthcare advertising technology — the common thread is building reliable, cost-optimized automation at scale. Orange Grouper Bytes is where the independent development and open source work lives.

01
LLM Pipeline Architecture
Multi-stage filtering and agent orchestration patterns optimized for cost and reliability.
02
Home & IoT Automation
VLAN-segmented networks, 50–75 devices, and everything scripted to stay out of the way.
03
Enterprise AI Governance
Three-tier governance frameworks for large-scale content pipelines and pharmaceutical marketing.
04
Cross-Industry Perspective
Power generation, manufacturing, medical devices, and enterprise technology — pattern recognition across domains.