Rekin226

Rekin226/Agronaut

Personal agronomy agent for aquaponics: a tool-calling LLM over a deterministic, tested, cited engineering core. Designs and optimizes systems (no LLM needed), troubleshoots with cross-session memory + a knowledge base, calibrated on real-pond data. Streamlit or Telegram; pluggable Ollama / NVIDIA / HF.

1 stars 3 forks 1 watchers Python MIT License

agriculture agritech ai-assistant aquaponics chatbot computer-vision digital-public-good faiss food-security hydroponics langchain llm-agent python rag semantic-search sentence-transformers smallholder-farmers streamlit

18 Open Issues Need Help Last updated: Aug 17, 2026

Open Issues Need Help

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🧹 Make the ruff style check blocking in CI about 2 hours ago

good first issue infrastructure

Rekin226/Agronaut

1

Personal agronomy agent for aquaponics: a tool-calling LLM over a deterministic, tested, cited engineering core. Designs and optimizes systems (no LLM needed), troubleshoots with cross-session memory + a knowledge base, calibrated on real-pond data. Streamlit or Telegram; pluggable Ollama / NVIDIA / HF.

Python

#agriculture#agritech#ai-assistant#aquaponics#chatbot#computer-vision#digital-public-good#faiss#food-security#hydroponics#langchain#llm-agent#python#rag#semantic-search#sentence-transformers#smallholder-farmers#streamlit

👋 Start here: roadmap, good first issues, and how to help about 2 hours ago

documentation good first issue

Rekin226/Agronaut

1

Personal agronomy agent for aquaponics: a tool-calling LLM over a deterministic, tested, cited engineering core. Designs and optimizes systems (no LLM needed), troubleshoots with cross-session memory + a knowledge base, calibrated on real-pond data. Streamlit or Telegram; pluggable Ollama / NVIDIA / HF.

Python

#agriculture#agritech#ai-assistant#aquaponics#chatbot#computer-vision#digital-public-good#faiss#food-security#hydroponics#langchain#llm-agent#python#rag#semantic-search#sentence-transformers#smallholder-farmers#streamlit

[Epic] Offline-first: run the deterministic core with no server and no connection about 2 hours ago

enhancement help wanted epic

Rekin226/Agronaut

1

Personal agronomy agent for aquaponics: a tool-calling LLM over a deterministic, tested, cited engineering core. Designs and optimizes systems (no LLM needed), troubleshoots with cross-session memory + a knowledge base, calibrated on real-pond data. Streamlit or Telegram; pluggable Ollama / NVIDIA / HF.

Python

#agriculture#agritech#ai-assistant#aquaponics#chatbot#computer-vision#digital-public-good#faiss#food-security#hydroponics#langchain#llm-agent#python#rag#semantic-search#sentence-transformers#smallholder-farmers#streamlit

[Epic] Beyond aquaponics: irrigated field crops via FAO-56 — does the architecture generalise? about 2 hours ago

enhancement help wanted epic research

Rekin226/Agronaut

1

Personal agronomy agent for aquaponics: a tool-calling LLM over a deterministic, tested, cited engineering core. Designs and optimizes systems (no LLM needed), troubleshoots with cross-session memory + a knowledge base, calibrated on real-pond data. Streamlit or Telegram; pluggable Ollama / NVIDIA / HF.

Python

#agriculture#agritech#ai-assistant#aquaponics#chatbot#computer-vision#digital-public-good#faiss#food-security#hydroponics#langchain#llm-agent#python#rag#semantic-search#sentence-transformers#smallholder-farmers#streamlit

📚 Write a missing knowledge-base document (no code needed) about 2 hours ago

documentation help wanted good first issue knowledge-base

Rekin226/Agronaut

1

Personal agronomy agent for aquaponics: a tool-calling LLM over a deterministic, tested, cited engineering core. Designs and optimizes systems (no LLM needed), troubleshoots with cross-session memory + a knowledge base, calibrated on real-pond data. Streamlit or Telegram; pluggable Ollama / NVIDIA / HF.

Python

#agriculture#agritech#ai-assistant#aquaponics#chatbot#computer-vision#digital-public-good#faiss#food-security#hydroponics#langchain#llm-agent#python#rag#semantic-search#sentence-transformers#smallholder-farmers#streamlit

📈 Ingest sensor logs (pH / DO / temperature) to calibrate on real data about 2 hours ago

enhancement help wanted calibration-data

Rekin226/Agronaut

1

Personal agronomy agent for aquaponics: a tool-calling LLM over a deterministic, tested, cited engineering core. Designs and optimizes systems (no LLM needed), troubleshoots with cross-session memory + a knowledge base, calibrated on real-pond data. Streamlit or Telegram; pluggable Ollama / NVIDIA / HF.

Python

#agriculture#agritech#ai-assistant#aquaponics#chatbot#computer-vision#digital-public-good#faiss#food-security#hydroponics#langchain#llm-agent#python#rag#semantic-search#sentence-transformers#smallholder-farmers#streamlit

🌍 Localise one language end to end (native-speaking growers especially wanted) about 2 hours ago

documentation enhancement help wanted

Rekin226/Agronaut

1

Personal agronomy agent for aquaponics: a tool-calling LLM over a deterministic, tested, cited engineering core. Designs and optimizes systems (no LLM needed), troubleshoots with cross-session memory + a knowledge base, calibrated on real-pond data. Streamlit or Telegram; pluggable Ollama / NVIDIA / HF.

Python

#agriculture#agritech#ai-assistant#aquaponics#chatbot#computer-vision#digital-public-good#faiss#food-security#hydroponics#langchain#llm-agent#python#rag#semantic-search#sentence-transformers#smallholder-farmers#streamlit

📱 SMS / USSD channel: reach farmers without a smartphone about 2 hours ago

enhancement help wanted channels

Rekin226/Agronaut

1

Personal agronomy agent for aquaponics: a tool-calling LLM over a deterministic, tested, cited engineering core. Designs and optimizes systems (no LLM needed), troubleshoots with cross-session memory + a knowledge base, calibrated on real-pond data. Streamlit or Telegram; pluggable Ollama / NVIDIA / HF.

Python

#agriculture#agritech#ai-assistant#aquaponics#chatbot#computer-vision#digital-public-good#faiss#food-security#hydroponics#langchain#llm-agent#python#rag#semantic-search#sentence-transformers#smallholder-farmers#streamlit

📷 Call for photographs: the vision path has never been tested on a real photo about 2 hours ago

help wanted calibration-data vision

Rekin226/Agronaut

1

Personal agronomy agent for aquaponics: a tool-calling LLM over a deterministic, tested, cited engineering core. Designs and optimizes systems (no LLM needed), troubleshoots with cross-session memory + a knowledge base, calibrated on real-pond data. Streamlit or Telegram; pluggable Ollama / NVIDIA / HF.

Python

#agriculture#agritech#ai-assistant#aquaponics#chatbot#computer-vision#digital-public-good#faiss#food-security#hydroponics#langchain#llm-agent#python#rag#semantic-search#sentence-transformers#smallholder-farmers#streamlit

Implement a plant-disease image classifier behind the existing seam about 2 hours ago

enhancement help wanted vision research

Rekin226/Agronaut

1

Personal agronomy agent for aquaponics: a tool-calling LLM over a deterministic, tested, cited engineering core. Designs and optimizes systems (no LLM needed), troubleshoots with cross-session memory + a knowledge base, calibrated on real-pond data. Streamlit or Telegram; pluggable Ollama / NVIDIA / HF.

Python

#agriculture#agritech#ai-assistant#aquaponics#chatbot#computer-vision#digital-public-good#faiss#food-security#hydroponics#langchain#llm-agent#python#rag#semantic-search#sentence-transformers#smallholder-farmers#streamlit

🌱 Add a visual-symptom triage rule (pick one — no code experience needed) about 2 hours ago

help wanted good first issue vision knowledge-base

Rekin226/Agronaut

1

Personal agronomy agent for aquaponics: a tool-calling LLM over a deterministic, tested, cited engineering core. Designs and optimizes systems (no LLM needed), troubleshoots with cross-session memory + a knowledge base, calibrated on real-pond data. Streamlit or Telegram; pluggable Ollama / NVIDIA / HF.

Python

#agriculture#agritech#ai-assistant#aquaponics#chatbot#computer-vision#digital-public-good#faiss#food-security#hydroponics#langchain#llm-agent#python#rag#semantic-search#sentence-transformers#smallholder-farmers#streamlit

Expand the cited fish-species database (crops are done: 8 → 30) about 2 hours ago

help wanted good first issue calibration-data research

Rekin226/Agronaut

1

Personal agronomy agent for aquaponics: a tool-calling LLM over a deterministic, tested, cited engineering core. Designs and optimizes systems (no LLM needed), troubleshoots with cross-session memory + a knowledge base, calibrated on real-pond data. Streamlit or Telegram; pluggable Ollama / NVIDIA / HF.

Python

#agriculture#agritech#ai-assistant#aquaponics#chatbot#computer-vision#digital-public-good#faiss#food-security#hydroponics#langchain#llm-agent#python#rag#semantic-search#sentence-transformers#smallholder-farmers#streamlit

Add a headless CLI so Design + Optimize run without Streamlit about 2 hours ago

enhancement good first issue

Rekin226/Agronaut

1

Personal agronomy agent for aquaponics: a tool-calling LLM over a deterministic, tested, cited engineering core. Designs and optimizes systems (no LLM needed), troubleshoots with cross-session memory + a knowledge base, calibrated on real-pond data. Streamlit or Telegram; pluggable Ollama / NVIDIA / HF.

Python

#agriculture#agritech#ai-assistant#aquaponics#chatbot#computer-vision#digital-public-good#faiss#food-security#hydroponics#langchain#llm-agent#python#rag#semantic-search#sentence-transformers#smallholder-farmers#streamlit

Ship a live demo + a 20-second GIF in the README 2 months ago

enhancement help wanted

Rekin226/Agronaut

1

Personal agronomy agent for aquaponics: a tool-calling LLM over a deterministic, tested, cited engineering core. Designs and optimizes systems (no LLM needed), troubleshoots with cross-session memory + a knowledge base, calibrated on real-pond data. Streamlit or Telegram; pluggable Ollama / NVIDIA / HF.

Python

#agriculture#agritech#ai-assistant#aquaponics#chatbot#computer-vision#digital-public-good#faiss#food-security#hydroponics#langchain#llm-agent#python#rag#semantic-search#sentence-transformers#smallholder-farmers#streamlit

📊 Call for real aquaponics data: help us validate the model against running systems 2 months ago

help wanted calibration-data

Rekin226/Agronaut

1

Personal agronomy agent for aquaponics: a tool-calling LLM over a deterministic, tested, cited engineering core. Designs and optimizes systems (no LLM needed), troubleshoots with cross-session memory + a knowledge base, calibrated on real-pond data. Streamlit or Telegram; pluggable Ollama / NVIDIA / HF.

Python

#agriculture#agritech#ai-assistant#aquaponics#chatbot#computer-vision#digital-public-good#faiss#food-security#hydroponics#langchain#llm-agent#python#rag#semantic-search#sentence-transformers#smallholder-farmers#streamlit

CONTRIBUTING.md + issue/PR templates to welcome contributors 2 months ago

documentation help wanted good first issue

Rekin226/Agronaut

1

Personal agronomy agent for aquaponics: a tool-calling LLM over a deterministic, tested, cited engineering core. Designs and optimizes systems (no LLM needed), troubleshoots with cross-session memory + a knowledge base, calibrated on real-pond data. Streamlit or Telegram; pluggable Ollama / NVIDIA / HF.

Python

#agriculture#agritech#ai-assistant#aquaponics#chatbot#computer-vision#digital-public-good#faiss#food-security#hydroponics#langchain#llm-agent#python#rag#semantic-search#sentence-transformers#smallholder-farmers#streamlit

Collapse the duplicated boilerplate-text filter in the RAG layer 2 months ago

good first issue

Rekin226/Agronaut

1

Personal agronomy agent for aquaponics: a tool-calling LLM over a deterministic, tested, cited engineering core. Designs and optimizes systems (no LLM needed), troubleshoots with cross-session memory + a knowledge base, calibrated on real-pond data. Streamlit or Telegram; pluggable Ollama / NVIDIA / HF.

Python

#agriculture#agritech#ai-assistant#aquaponics#chatbot#computer-vision#digital-public-good#faiss#food-security#hydroponics#langchain#llm-agent#python#rag#semantic-search#sentence-transformers#smallholder-farmers#streamlit

Add CI: run the pytest suite on every push & PR 2 months ago

help wanted good first issue infrastructure

Rekin226/Agronaut

1

Personal agronomy agent for aquaponics: a tool-calling LLM over a deterministic, tested, cited engineering core. Designs and optimizes systems (no LLM needed), troubleshoots with cross-session memory + a knowledge base, calibrated on real-pond data. Streamlit or Telegram; pluggable Ollama / NVIDIA / HF.

Python

#agriculture#agritech#ai-assistant#aquaponics#chatbot#computer-vision#digital-public-good#faiss#food-security#hydroponics#langchain#llm-agent#python#rag#semantic-search#sentence-transformers#smallholder-farmers#streamlit