Tired of AI that only works when you're watching? I build the kind that runs without you.
Creator of the D-P-D framework. Development Coach at AAA (300K+ community). Building in public.
Most AI demos collapse in production. I build systems designed to keep working after the demo is over.
The D-P-D Framework
A way to build AI workflows that stay reliable in real use.
Deterministic
Set up the task with code. Define inputs, outputs, and constraints. No ambiguity.
Probabilistic
Let the AI reason within those boundaries. It handles the creative, contextual work.
Deterministic
Validate the output with code. Check quality, catch errors, enforce rules.
Every LLM step is bounded by code. Hallucinations get caught. Results get verified.
Proof
Autonomous Tasks
Business operations that execute daily without manual input
Community
Development Coach helping builders implement AI systems at AAA
Always Running
System operates around the clock on a private server. No manual triggers.
Database Tables
Complete business memory: content, revenue, tasks, CRM, all wired together
This is the system behind the numbers.
Running Right Now
These are the exact agents running my business right now. The Starter Pack includes the core ones.
Compiles schedule, overdue tasks, metrics, and content signals
Drafts, schedules, and publishes across multiple social platforms
Routes inbound leads via Telegram with approve/skip/view controls
Checks DB integrity, API connections, agent uptime, and disk usage
Monitors job boards, filters by criteria, sends matches to Telegram
Pulls engagement metrics, growth signals, and performance data across channels
Polls task queue, requests Slack approval, spawns agent subprocesses
Read-only view. These are real agents, not mockups.
Background
Development Coach at AAA
Helping 300K+ builders implement AI agent systems
D-P-D Framework Creator
Open-source reliability pattern for AI workflows
richie-os Builder
43 skills, 10 agents. Built for my own business, shared publicly.
“Richard hit all deadlines and completed the project successfully. I would recommend him to anyone looking for similar projects.”
Upwork Client
Monday.com / Quickbooks / Zapier Integrations
“Richard helped me debug my entire n8n workflow in one coaching session. Clear, patient, and actually knows what he's building.”
AIOS Community Member
AI Builder