#typescript#12_factor#12_factor_agents#agents#ai#context_window#framework#llms#memory#orchestration#prompt_engineering#rag
The 12-Factor Agents are a set of proven principles to build reliable, scalable, and maintainable AI applications powered by large language models (LLMs). They help you combine the creativity of AI with the stability of traditional software by managing prompts, context, tool calls, error handling, and human collaboration effectively. Instead of relying solely on complex frameworks, you can apply these modular concepts to improve your existing products quickly and reach high-quality AI performance for real users. This approach makes AI software easier to develop, debug, and scale, ensuring it works well in production environments[1][3][5].
https://github.com/humanlayer/12-factor-agents
♻️FEEDING GUIDE ON BROILER CHICKS
✅Starter Feed (0-3 weeks):
The starter feed is designed to provide the energy and
protein necessary for rapid growth during the first few
weeks of a broiler's life. It's typically higher in protein content
to support muscle and feather development.
✅Here's a typical formulation for starter feed:
Maize (Corn): 50-60% — Provides energy.
Soybean Meal: 25-30% — Rich in protein for growth.
Fish Meal/Meat Meal: 5-10% — Additional protein to boost
growth.
Wheat Bran: 5% — Source of fiber and micronutrients.
Limestone: 1-2% — Ensures proper bone development.
Dicalcium Phosphate: 1-2% — Provides phosphorus and
calcium for bone health.
Salt: 0.2-0.3% - Maintains electrolyte balance.
Vitamin and Mineral Premixes: As per manufacturer's
guidelines for the required nutrients.
Probiotics and Enzymes: 0.5-1% — Improves digestion and
nutrient absorption.
✅Grower Feed (3-6 weeks):
The grower feed formulation is slightly lower in protein than
the starter feed but still maintains enough protein to support
continued growth and muscle development.
♻️Typical grower feed formulation:
Maize (Corn): 55-65% — Provides energy for continued
growth.
Soybean Meal: 20-25% — Protein for muscle development.
Sunflower Meal: 5-10% — Additional protein source and
enhances digestibility.
Rice Bran: 5-10% — Provides energy and fats for increased
growth rate.
Wheat Bran: 2-5% — Fiber for digestion.
Limestone: 1-1.5% — Calcium for bone health.
Dicalcium Phosphate: 1-1.5% - Balanced phosphorus and
calcium.
Salt: 0.2-0.3% — Electrolyte balance.
Vitamin and Mineral Premixes: According to manufacturer
guidelines.
Probiotics and Enzymes: 0.5-1% — Support gut health and
nutrient absorption.
♻️Finisher Feed (6 weeks until market):
The finisher feed focuses on providing the final boost in
weight gain and ensures that broilers reach market weight
efficiently. It contains less protein than the grower feed, as
the chickens are now focusing more on fat deposition
#Dr.Amanuel
https://t.me/starvetbooks