80 AI agents running an Agri-Food Tech group.
Smart farm · digital products · robotics R&D · AI consulting — one self-improving holding group.
80 agents. 17 projects. 4 LLM tiers. Self-evolving architecture.
// group_structure
A holding group where every business unit is orchestrated by AI agents. From soil to SaaS.
Premium San Marzano · Sangju, Korea
Controlled-environment greenhouse with AI-optimized nutrient systems, IoT sensors, digital twin simulation, and agricultural robotics. Target: first harvest 2027, HORECA B2B direct distribution.
SubSwap · CropCast · Chef's · Pour & Pair · Brain for Art · Hidden Japan · CruisePick
Seven AI-native digital products spanning food intelligence, travel tech, and art knowledge. Each runs on Neo4j knowledge graphs, multi-agent content pipelines, and zero-cost infra.
Digital Twin · Agri-Robot · Optimization Research
Three research labs: Digital Twin (GreenLight/FSPM crop simulation), Agricultural Robotics (ROS2, YOLOv8, LeRobot), and Optimization Research (Bayesian RL, sensor-to-yield pipelines).
Multi-Agent System Design & Delivery
Design and build multi-agent systems for enterprises. The Mildo Group itself is the living reference case — 80 agents across 6 BUs, RALPH loops, DGM-H self-improvement, 4-tier LLM routing.
Agent Trader · Pine Seeds Forecasts
Automated trading and forecasting systems. Agent Trader manages crypto/equity positions with risk controls. Pine Seeds Forecasts runs 53 agents for agricultural futures prediction with OHLCV encoding.
Strategy · Legal · Finance · Tax · HR · Infra
Group headquarters managing cross-BU strategy, legal, finance, tax, governance, and infrastructure. mildo-gateway (Raspberry Pi) provides 24/7 Slack-to-Mac remote orchestration.
// portfolio
From a smart farm in Korea to global SaaS products. Each one is managed by dedicated AI agents.
Global Ingredient Substitute Engine
1,054 ingredients · 3,572 substitutes · 10 languages · $0 infra. React + TypeScript on Cloudflare Pages. MildoCTA drives farm brand awareness.
Agricultural Intelligence Platform
49 agents, 3-round debate, 40+ data sources for crop price forecasting. Pipeline: KAMIS data → Knowledge Graph → multi-agent forecast.
Food Intelligence — @fridgey_raid
Neo4j food KG + KAMIS wholesale price crawlers. Multi-agent content pipeline (Strategist → Writer → Editor). Confidence-tiered daily posts.
Beverage Intelligence — @pourandpair
Drink knowledge graph (18K+ entities). Threads AI channel for hyper-specific wine/food pairing. Sommelier-grade intelligence.
Art Intelligence Platform
CIDOC CRM ontology with 81K+ nodes. Art knowledge graph for curators, gallerists, and collectors. MCP-powered search.
Off-the-Beaten-Path Travel
50 agents. MapLibre offline maps. Premium subscription model. AI-curated hidden destinations in Japan.
Cruise & Tour Intelligence
AI-curated cruise and Japan tour platform. KG-backed recommendations for the premium travel segment.
Smart Farm Corporate Site
The San Marzano tomato smart farm brand site. Astro + Tailwind, deployed on Cloudflare Pages.
Crop Simulation Engine
GreenLight + FSPM-based crop growth simulation. Predicts yield, flavor score, and defect risk across 4-layer input profiles.
Autonomous Harvest Robot
ROS2 + YOLOv8 + Nav2. LeRobot imitation learning. Computer vision for ripeness and disease detection in greenhouse rows.
Automated Trading System
Multi-agent crypto/equity trading with risk controls. Self-optimizing position sizing and strategy rotation.
Agricultural Futures Prediction
53 agents, OHLCV encoding + LLM intelligence for agricultural futures signals. Daily published forecasts.
Raspberry Pi Infrastructure
Slack Socket Mode bot on Pi → SSH to Mac1/Mac2. WoL, health checks, AI routing. 24/7 remote orchestration hub.
Cross-Project Agent Hub
DGM-H inspired unified agent management. Profile-based installer deploys 80+ agents to any project in one command.
Threads Travel Intelligence
AI-powered travel content channel. Connected to CruisePick and Hidden Japan for cross-product funnel.
Art Market Intelligence
Companion to Brain for Art. Market signals, auction analytics, and provenance intelligence for art professionals.
Data Infrastructure
Sensor → Edge → Cloud ETL. InfluxDB + Kafka + Grafana. Foundation for all agricultural data products.
// services
From a single chatbot to a full-company agent system. The Mildo Group itself is the reference case — we build what we run.
1 ~ 2 weeks
Single AI agent or chatbot with RAG pipeline. Perfect for automating one workflow or building an intelligent assistant.
4 ~ 8 weeks
Multi-agent orchestration with knowledge graph integration. For teams that need agents that collaborate and reason across departments.
8 ~ 16 weeks
Full enterprise AI infrastructure. Multiple agent teams, system integration, CI/CD, RALPH quality loops, and production hardening.
Ongoing
Continuous AI system maintenance, model optimization, and agent evolution. DGM-H style self-improvement for your system.
// case_studies
Real systems in production. Not demos, not prototypes.
Plugin-style hub deploys 80+ agents across 8+ projects in one command
Built a unified agent management hub inspired by DGM-H (HyperAgents). Profile-based installer deploys agent systems to any project in one command. Integrates RTK (60-90% token savings), Slack MCP, Obsidian CLI, Codex Plugin, and Google Stitch. DGM-style archive tracks agent performance for cross-project transfer learning. Weekly launchd cron runs meta-review for autonomous prompt improvement.
Full-company AI for an Agri-Food Tech group — 80 agents, 6 BUs
Designed and built an 80-agent system (v2) spanning 6 business units — HQ, Smart Farm, R&D Institute, Digital Products, AI Consulting, and Investment/Trading. Group CEO orchestrates 8 BU directors. RALPH loops enforce quality with Worker → Reviewer → SHIP/REVISE cycles. 4 LLM tiers (Opus/Sonnet/Codex/Haiku) minimize cost. Self-improving via DGM-H launchd loop.
Dual Neo4j knowledge graphs powering two Threads AI channels
Two production Threads channels (@fridgey_raid food KG, @pourandpair drink KG) each powered by Neo4j knowledge graphs and multi-agent pipelines. Strategist → Writer → Editor agent chain generates confidence-tiered intelligence. Crawlers ingest KAMIS wholesale prices, weather, and aT distribution data daily. Food KG: 10K+ nodes. Drink KG: 18K+ entities.
Full-stack SaaS from zero to production in a weekend
Shipped SubSwap in 2 days: 1,054 ingredients, 3,572 substitutes, 10 languages, zero server cost. React + TypeScript + Fuse.js on Cloudflare Pages. MildoCTA integration drives brand awareness for the farm startup. SEO-optimized with affiliate monetization roadmap (Amazon Associates, W-8BEN-E filed).
Raspberry Pi infrastructure for 24/7 remote Mac orchestration
mildo-gateway: Raspberry Pi running Slack Socket Mode bot routes commands via SSH to Mac1 (dev) and Mac2 (trading/analysis). Wake-on-LAN, health monitoring, AI routing (Haiku decides which Mac). Owner/member/viewer permission system. Foundation for all automated agent scheduling via launchd.
// tech_stack
// contact
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