deepforce/deepforce-coder-v1

DeepForce Coder v1

A Salesforce-specialized AI coding assistant fine-tuned on Qwen 2.5 Coder 3B. Built specifically for Salesforce developers to generate, debug, review, and refactor Apex code and Lightning Web Components following enterprise best practices.

Capabilities

Task	Description
Apex Generation	Write production-ready Apex classes, triggers, batch, scheduled, queueable
LWC Development	Create Lightning Web Components with SLDS conventions
Code Debug	Identify bugs with severity ratings and corrections
Code Review	Review code against Salesforce best practices
Refactoring	Simplify over-engineered code while preserving security
Test Classes	Generate comprehensive Apex test classes

Best Practices Enforced

• with sharing on all classes
• WITH USER_MODE on all SOQL queries
• Security.stripInaccessible() before DML
• try-catch on all DML and callouts
• Database.update/insert(records, false) for bulk DML
• No SOQL or DML inside loops
• Bulkified trigger handlers with recursion guards

Model Details

• Base model: Qwen/Qwen2.5-Coder-3B-Instruct
• Fine-tuning: LoRA adapters across 8 specialized Salesforce tasks
• Training data: curated Salesforce-specific examples
• Quantization: Q4_K_M GGUF (1.80 GB)
• Context length: 6144 tokens

Quick Start

Ollama

ollama run hf.co/deepforce/deepforce-coder-v1:Q4_K_M

llama.cpp

llama serve -hf deepforce/deepforce-coder-v1:Q4_K_M

Python (llama-cpp-python)

from llama_cpp import Llama

llm = Llama.from_pretrained(
    repo_id  = "deepforce/deepforce-coder-v1",
    filename = "deepforce-coder-v1-q4_k_m.gguf",
)

response = llm.create_chat_completion(messages=[
    {"role": "system", "content": "You are DeepForce Coder, an expert Salesforce developer."},
    {"role": "user",   "content": "Write a simple Apex class that returns Accounts by industry."}
])
print(response["choices"][0]["message"]["content"])

Example Prompts

Generate Apex:

Write a trigger handler for Opportunity that creates a follow-up Task when StageName changes to Closed Won.

Debug Apex: Debug the following Apex code: [paste your code]

Review Apex: Review the following Apex code for best practices: [paste your code]

Generate LWC: Create an LWC component that displays a list of Accounts in a lightning-datatable.

Limitations

• v1 release — some outputs may occasionally use Java syntax patterns
• Test class generation uses System.assertEquals instead of Assert class in some cases
• These will be fixed in v2

Training

Fine-tuned using Unsloth on Google Colab. Training data generated using Anthropic Claude API.

License

Apache 2.0 — free for commercial and personal use.