Tired of AI that only works when you're watching? I build the kind that runs without you.
AI Systems Architect. Coach at AAA Accelerator (300K+ AI automation 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
Coach at AAA Accelerator, the largest AI automation community
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 signals into one Telegram message
Pulls revenue, MRR, churn, and pipeline health across connected tools into one view
Surfaces deals stalling, demos this week, and follow-ups overdue from the CRM
Routes inbound leads via Telegram with approve/skip/view controls in under 5 min
Watches account usage, support volume, and renewal proximity to flag at-risk clients
Scans AI news, ranks by relevance to my niche, and drops a daily curated brief
Coordinates every agent, requests approval when needed, runs on its own when not
Read-only view. These are real agents, not mockups.
Background
Coach at AAA Accelerator
Helping a 300K+ AI automation community ship systems that survive production
D-P-D Framework
Open-source validation pattern that wraps every LLM step. Public on GitHub.
richie-os Builder
A private AIOS running 43 skills, 14 modules, 10 agents on a dedicated server. Same shape I install for clients.
“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