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@@ -4,78 +4,90 @@ license_name: proprietary
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  license_link: LICENSE
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  ---
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- # JumpLander Coder 32B
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- **A high-performance, future open-source code-generation LLM (documentation-only release).**
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- This repository provides the official documentation, roadmap, and technical overview of **JumpLander Coder 32B**, a large language model focused on real-world software engineering tasks.
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- _No model weights, checkpoints, or tokenizer files are published yet. They will be released in a future open-source update._
 
 
 
 
 
 
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  ---
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- ## Overview
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- JumpLander Coder 32B is designed to deliver high-quality code generation, robust reasoning across multi-file codebases, and practical support for modern development workflows.
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- The model targets:
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- - Strong reasoning for complex software projects
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- - Multi-file code generation and refactoring
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- - Debugging assistance and architecture-level suggestions
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- - Security-aware coding patterns
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- - Optimized usage for global developers, including improved handling for **Persian-speaking engineers**
 
 
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  ---
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- ## Current Status
 
 
 
 
 
 
 
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  - ✔ Documentation available
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- - ✔ Benchmarks and evaluations (text-based placeholders)
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  - ❌ No model weights released yet
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- - 🚀 Future: Open-source release with full code, tokenizer, and inference recipes
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  ---
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- ## Planned Capabilities
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- - Code generation for full repositories
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- - Patch suggestions & automated refactoring
 
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  - Test generation (unit, integration, regression)
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- - Multi-language support:
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- **Python, JavaScript/TypeScript, Go, Rust, Java, C/C++, Bash, SQL**
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- - Long-context reasoning (project-wide understanding)
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  - Developer-friendly integrations (CLI, SDK, IDE extensions)
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  ---
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- ## Intended Use Cases
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- - Quickly scaffold complete applications
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- - Refactor legacy codebases
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- - Debug and inspect code structure
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- - Generate documentation and API specifications
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- - Teach or learn programming with guided examples
 
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- _Not intended for unreviewed use in critical systems, confidential codebases, or applications requiring zero-error guarantees without human review._
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  ---
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- ## Repository Structure
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- This repository includes:
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  - `README.md` — project introduction
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  - `MODEL_CARD.md` — planned model card details
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  - `ROADMAP.md` — development milestones
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- - `BENCHMARKS.md` — benchmark descriptions (results coming later)
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  - `LICENSE` — proprietary license placeholder
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- > No model weights are stored here until the public release.
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  ---
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- ## Example Usage (Future API)
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- This is the expected interface once the SDK and model weights are released:
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  ```python
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  from jumplander_sdk import JumplanderClient
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  client = JumplanderClient(api_key="YOUR_KEY")
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- # Generate a multi-file application scaffold
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  project = client.scaffold(
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  "Create a FastAPI service with JWT auth and PostgreSQL integration",
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  language="python"
 
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  license_link: LICENSE
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  ---
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+ <div align="center">
 
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+ <img src="https://jumplander.org/assets/logo.png" width="200"/>
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+
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+ # 🚀 JumpLander Coder 32B
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+
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+ **A high-performance, future open-source code-generation LLM, supporting Persian-speaking developers**
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+ _This is a documentation-only release; no model weights have been published yet._
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+
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+ </div>
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  ---
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+ ## 🌟 Overview
 
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+ JumpLander Coder 32B is designed to deliver:
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+
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+ - High-quality, executable code generation
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+ - Multi-file reasoning and refactoring support 🧩
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+ - Architecture-level guidance and security-aware coding 🛡️
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+ - Optimized usage for global developers, including Persian-speaking engineers 🇮🇷
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+
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+ > ⚠️ Model weights and tokenizer are not released yet. Open-source release is planned in the future.
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  ---
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+ ## 📊 Current Status
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+
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+ <div align="center">
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+
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+ <img src="https://cdn-uploads.huggingface.co/production/uploads/69204763af796f2f22ad9f49/A8r0WUkLpEhDAh7Z8Xajx.jpeg" width="600"/>
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+
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+ </div>
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+
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  - ✔ Documentation available
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+ - ✔ Benchmarks (placeholders)
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  - ❌ No model weights released yet
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+ - 🚀 Future: Open-source release
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  ---
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+ ## 🛠️ Planned Capabilities
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+
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+ - Full repository code generation and multi-file support
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+ - Patch suggestions and automated refactoring
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  - Test generation (unit, integration, regression)
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+ - Multi-language support: Python, JS/TS, Go, Rust, Java, C/C++, Bash, SQL
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+ - Long-context reasoning across projects
 
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  - Developer-friendly integrations (CLI, SDK, IDE extensions)
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  ---
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+ ## 🎯 Intended Use Cases
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+
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+ - Rapid application scaffolding
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+ - Refactoring legacy codebases
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+ - Debugging and code architecture inspection
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+ - Generating documentation and API specifications
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+ - Teaching or learning programming with guided examples
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+ > ❌ Not intended for unreviewed use in critical systems or confidential codebases without human review.
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  ---
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+ ## 🗂️ Repository Structure
 
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  - `README.md` — project introduction
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  - `MODEL_CARD.md` — planned model card details
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  - `ROADMAP.md` — development milestones
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+ - `BENCHMARKS.md` — benchmark placeholders
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  - `LICENSE` — proprietary license placeholder
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+ > No model weights are stored in this repository until the public release.
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  ---
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+ ## 💻 Example Usage (Future API)
 
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  ```python
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  from jumplander_sdk import JumplanderClient
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  client = JumplanderClient(api_key="YOUR_KEY")
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+ # Scaffold a FastAPI app with JWT auth and PostgreSQL integration
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  project = client.scaffold(
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  "Create a FastAPI service with JWT auth and PostgreSQL integration",
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  language="python"