DD Multi-Agent Swarm
Engineered and deployed a production-grade, 4-Layer Autonomous Multi-Agent Operating System. Automates core enterprise operations—including automated hospitality lead scraping and UI auditing, 24/7 cross-channel client support, Friday executive telemetry, and an autonomous 2-pass FFmpeg video production pipeline.
The 4-Layer Autonomous Multi-Agent OS
From deterministic system governance to MCP tooling and 24/7 background daemons.
Layer 1: Governance
Deterministic system rules (GEMINI.md) enforcing context isolation (.aiexclude), credential protection, and token usage optimization across sub-agents.
Layer 2: Orchestration
RuFlo (v3) hierarchical-mesh swarms over HNSW vector indexing (384-dim ONNX embeddings) with persistent SQLite memory. Dynamic routing balances Gemini Pro with Haiku/Flash.
Layer 3: MCP & Tooling
Custom .mcp.json exposing system tools, Firecrawl MCP (deep crawling/markdown parsing), Composio/Blotato APIs, ChromaDB RAG, and Higsfield AI rendering.
Layer 4: Design & Control
UI/UX tokens for glassmorphic dark-mode web builds. Hermes background daemon running as a Windows Scheduled Task for 24/7 Telegram/WhatsApp mobile oversight.
4 Automated Production Subsystems
Self-healing, event-driven pipelines running continuously without human intervention.
Lead Scraping & UI Audit Engine
Built scripts/lead_audit.pyusing Firecrawl API to audit Kwale/Diani/Mombasa hospitality leads, parse DOM trees to Markdown, auto-generate "Before vs. After" web prototypes, and trigger cold outreach via AgentMail.
24/7 Client Support Co-Pilot
Hermes background assistant processing Telegram, WhatsApp, and email customer inquiries. Manages customer onboarding, resolves billing questions, and escalates complex issues to human engineers.
Automated Telemetry Reporting
Friday 16:00 EAT cron task aggregating system logs, server uptime, and Git metrics into responsive HTML executive dashboards pushed directly to organizational stakeholders.
Autonomous Video Pipeline
Daily 8:00 AM AI trend briefing to Telegram. 2-pass FFmpeg filter pipeline (silencedetect=-30dB) stripping dead air and fillers, paired with Higsfield AI for B-roll injection and 9:16 vertical Shorts rendering.
Swarm Orchestration Telemetry & FSM Verification
Active runtime logs, routing topologies, and ChromaDB vector retrieval.
RuFlo v3 Swarm Terminal
Real-time agent spawning, consensus voting, and task delegation.
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IT Audit Engine (CLI)
Automated DOM parsing and performance scoring for regional leads.
SQLite FSM Workflow
Deterministic state transitions ensuring auditable execution.
Multi-Agent Routing
Asynchronous dispatch between architect, supervisor, and auditor roles.
ChromaDB RAG Retrieval
Dense vector search supporting long-context cross-chapter consistency.
Resilience & Error Handling
Exponential backoff and mock fallback paths for zero network downtime.