Today we’re launching a new specialized model to Grindery.ai:
Agentica DeepCoder (14B Preview)
This model is built for code reasoning, generation, and analysis — optimized to deliver strong performance in coding tasks with efficient resource usage.
🧠 Why DeepCoder?
DeepCoder is the result of the collaboration between the Agentica Project and Together AI, bridging reinforcement learning techniques with coding model development.
Key strengths:
- ✍️ Codex-level competence with a 14B parameter model.
- ⚡ Efficient and optimized for lower compute footprint.
- 🧮 Strong code reasoning and understanding — not just “generate code,” but explain, debug, and optimize.
- 🧰 Open-source model and training logs, allowing community participation. (Together AI)
DeepCoder can hold its ground vs. o3-mini performance in many coding benchmarks, while being more accessible.
📊 Model Stats
- 🧠 Smartness: 🧠🧠🧠🧠
- 💰 Cost: 💰💰
- ⚡ Speed: ⚡⚡⚡
- 📚 Context: Up to 64K context (scaling ability)
🔧 How It Works
DeepCoder is fine-tuned from DeepSeek-R1 Distilled Qwen-14B, with reinforcement learning (RL) and system optimizations (like overlong filtering and iterative context lengthening) to push it towards o3-mini-level code performance.
It supports:
- Generating, completing, and debugging code across languages.
- Explaining logic and reasoning behind solutions.
- Optimizing and refactoring code.
- Responding in structured formats (functions, modules, tests).
🎯 Best Use Cases
- Writing full functions, modules, or snippets
- Debugging existing code
- Refactoring & optimization
- Explaining algorithmic logic
- Generating tests & validation suites
🚀 Example Prompts
- “Write a Python function that solves the Knapsack problem with dynamic programming.”
- “Refactor this JavaScript code to be more memory efficient.”
- “Debug this C++ snippet — segmentation fault at line 45.”
- “Generate unit tests in Jest for my login authentication function.”
- “Explain how this algorithm (bubble sort) works step by step.”
🎯 When to Use It
👉 Use Agentica DeepCoder when your task is coding, reasoning about algorithms, debugging, or structural code work. Don’t expect it to compete in long creative writing or roleplay — its zone is software and logic.
💡 This is the next step in expanding our specialized model suite. With DeepCoder, Grindery.ai now offers top-tier coding intelligence alongside creative, scientific, and workflow models.
👉 Try Agentica DeepCoder (14B Preview) now at Grindery.ai
