Open Agriculture Research
A Distributed Network for Regenerative Food Science
We're not just building villages—we're building a distributed agricultural research network. Every aquaponics container is a laboratory. Every food forest is a long-term experiment. Every village is a node in a growing web of shared knowledge.
The industrial agriculture complex spends billions on research, but the findings stay locked behind patents and paywalls. We're building the opposite: open-source agricultural science where every discovery is shared freely, every dataset is public, and every village makes every other village smarter.
The Research Ecosystem
Two entities, one mission
Golds Honey LLC
The production arm. Existing agricultural business with established operations, USDA relationships, and market presence. Provides the credibility and infrastructure for larger projects. Revenue funds research.
Killer Catfish LLC
The innovation arm. Develops regenerative village models, aquaponics systems, and AI integration. Conducts research. Open-sources findings. Builds the network.
Why two entities? Agricultural production (Golds Honey) has different funding pathways, regulatory requirements, and operational needs than R&D and development (Killer Catfish). Keeping them separate allows each to optimize for its mission while collaborating on shared goals. Golds Honey's track record opens doors for USDA programs; Killer Catfish's innovation focus attracts research grants and tech partnerships.
Aquaponics: The Research Engine
Every container is a laboratory
Aquaponics is the perfect research platform because it's a controlled, instrumented, closed system. Every variable can be measured. Every input and output is tracked. Unlike field agriculture where weather, soil variation, and countless confounds make controlled experiments nearly impossible, aquaponics lets us isolate variables and generate real data.
Fish Biology & Nutrition
Optimizing growth rates, feed conversion ratios, and fish health in cold-water systems. Testing alternative protein sources. Developing stress indicators and early disease detection.
Plant Varieties & Performance
Systematic variety trials across different aquaponics configurations. Nutrient uptake optimization. Developing cultivar recommendations for aquaponics-specific conditions.
Microbial Ecology
Understanding the bacterial communities that drive nitrification. Biofilter optimization. Exploring beneficial microbe inoculation for plant health.
Energy & Climate Systems
Thermal integration between aquaponics and buildings. Solar-powered operation optimization. Climate control in walipini configurations.
AI & Automation
Predictive models for water quality and fish health. Computer vision for plant assessment. Automated feeding and environmental control optimization.
The Network Effect
More nodes = faster learning for everyone
A single research site can only run so many experiments. But a network of villages becomes a massively parallel research platform. When Village A tests Feed Formula X and Village B tests Feed Formula Y, we generate comparative data in half the time. When 20 villages each try a different lettuce variety, we complete trials in one season that would take a single site 20 years.
Distributed Research Network
The math: If one village runs 4 variety trials per year, 10 villages run 40. If one village generates 1 TB of sensor data annually, 10 generate 10 TB. The research output scales with the network—and the insights flow back to everyone.
Open Source Commitment
Knowledge wants to be free
We believe agricultural knowledge is too important to lock behind patents and corporate walls. Every finding, every dataset, every operational improvement we develop is published freely under open licenses. Our competitive advantage isn't secrets—it's execution, relationships, and accumulated experience.
Open Data
All sensor data, trial results, and operational metrics published in standardized formats. Anyone can analyze, replicate, or build upon our work.
Open Designs
System schematics, construction plans, and equipment specs freely available. Build your own—we'll help.
Open Code
Monitoring software, AI models, and automation scripts on GitHub. Fork, improve, contribute back.
What We Publish
| Category | Content | Format | Update Frequency |
|---|---|---|---|
| Variety Trials | Growth rates, yields, quality metrics by cultivar | CSV + analysis reports | Per harvest cycle |
| Sensor Data | Water quality, environment, energy consumption | Time-series database | Real-time |
| System Designs | Container layouts, plumbing, electrical | CAD files + documentation | Per revision |
| Operating Procedures | SOPs for every system operation | Markdown + video | Continuous |
| Economic Data | Costs, revenues, ROI calculations | Spreadsheets + reports | Quarterly |
| AI Models | Trained models for prediction/optimization | Model files + training data | Per major version |
As We Grow, We Get Better
Compounding knowledge across the network
This isn't linear growth—it's exponential learning. Each new village adds capacity, but more importantly, it adds data, experiments, and discoveries. The 10th village benefits from everything the first 9 learned. The 100th village inherits a decade of accumulated wisdom.
Year 1: Foundation
First village operational. Baseline data collection. Initial variety trials. Establish monitoring protocols. Document everything—we're learning what we don't know.
Year 2-3: Pattern Recognition
Second and third villages come online. Cross-village comparisons begin. AI models start finding patterns. First published research papers. Recommendations solidify.
Year 4-5: Network Effects
Five to ten villages operating. Variety trials produce definitive recommendations. Predictive models achieve high accuracy. New villages get "best practices" from day one. External researchers start using our data.
Year 6+: Knowledge Leadership
Network becomes the definitive source for cold-climate aquaponics data. Universities partner for research. Industry adopts our open-source tools. New villages anywhere can tap into accumulated wisdom.
The flywheel: Better data → better recommendations → better outcomes → more villages adopt the model → more data → even better recommendations. The system gets smarter the more it's used.
The Biotech Angle
Where biology meets technology
We're not just farming—we're building biological technology. Aquaponics is fundamentally biotech: engineering microbial communities, optimizing nutrient cycling, managing complex living systems. The skills and knowledge developed here have applications far beyond food production.
Current Biotech Applications
- Microbial community management — biofilter optimization, beneficial bacteria inoculation
- Nutrient cycling — closed-loop waste-to-food conversion
- Environmental biosensing — using biological indicators for system health
- Selective breeding — developing aquaponics-optimized plant varieties
- Integrated pest management — biological pest control in closed systems
Future Research Directions
- Microbiome analysis — sequencing and optimizing system microbiomes
- Alternative proteins — insect farming, algae cultivation integration
- Bioremediation — using aquaponics principles for water treatment
- Carbon sequestration — quantifying and optimizing carbon capture
- Pharmaceutical plants — controlled production of medicinal compounds
Golds Honey connection: Beekeeping is also biotech—managing complex superorganisms, understanding pollination ecology, producing value-added biological products. The skills transfer: systematic observation, data collection, biological system management. The brands complement: Golds Honey for bee products, Killer Catfish for aquaponics, both contributing to the same research network.
Research Partnerships
Collaboration amplifies impact
Open-source doesn't mean going alone. We actively seek partnerships that accelerate research while maintaining our commitment to public knowledge.
Universities
Joint research projects, student internships, thesis partnerships. We provide real-world data and operational sites; they provide rigorous methodology and publication channels.
Extension Services
USDA, state agricultural extensions, Master Gardener programs. Help translate research into practical guidance for farmers and gardeners.
Industry Partners
Equipment manufacturers, feed companies, sensor developers. We test products in real conditions and publish honest results—good for everyone.
Current & Prospective Partners
- UMass Amherst — Agricultural extension, sustainable food systems research
- UNH — Aquaculture program, cold-water fish research
- MIT Media Lab — Open Agriculture Initiative, sensor systems
- USDA ARS — Agricultural Research Service collaboration opportunities
- Local community colleges — Workforce training, technician certification
Join the Network
Multiple ways to participate
Build a Village
License the model, get support, contribute data. Every new village strengthens the network.
Research Collaboration
Propose joint studies, access our data, contribute analysis. Science is better together.
Contribute Code
Our tools are on GitHub. Fix bugs, add features, improve documentation. All contributions welcome.
Knowledge Compounds. Networks Scale. Open Wins.
We're building the agricultural research network we wish existed.
Every village is a laboratory. Every discovery is shared. Join us.
"The best way to predict the future of agriculture is to research it—together, openly, continuously."