VibeScript - Code to DSL Converter

vibecoder-discern converts natural language and code into VibeScript - a compact symbolic DSL for expressing programming concepts.

What is VibeScript?

VibeScript compresses verbose code into symbolic notation:

Code	VibeScript
function add(a, b) { return a + b; }	Ω> add!(a, b)
const users = await db.query(...)	δ.m.p.query()
app.get('/api/users', ...)	θ.m.route(θ.e, ζ.x)
if (error) { throw new Error(...) }	~system~γ#error!

Model Variants

Path	Format	Size	Use Case
/lora-adapter/	LoRA	~13MB	Merge with your own Qwen3-1.7B
/merged-model/	HuggingFace	~3.4GB	Ready-to-use transformers
/gguf/	GGUF Q4_K_M	~1.1GB	llama.cpp / Ollama

Quick Start

llama.cpp (GGUF)

# Download
wget https://huggingface.co/calebboud/vibescript/resolve/main/gguf/vibecoder-discern-1.7B-Q4_K_M.gguf

# Run
llama-cli -m vibecoder-discern-1.7B-Q4_K_M.gguf \
  -p "Convert this to vibescript: function multiply(x, y) { return x * y; }" \
  -n 100 --temp 0.7

Transformers (Merged Model)

from transformers import AutoModelForCausalLM, AutoTokenizer

model = AutoModelForCausalLM.from_pretrained("calebboud/vibescript", subfolder="merged-model")
tokenizer = AutoTokenizer.from_pretrained("calebboud/vibescript", subfolder="merged-model")

prompt = "Convert this to vibescript: console.log('Hello World')"
inputs = tokenizer(prompt, return_tensors="pt")
outputs = model.generate(**inputs, max_new_tokens=50)
print(tokenizer.decode(outputs[0], skip_special_tokens=True))

LoRA Adapter (Merge Yourself)

from peft import PeftModel
from transformers import AutoModelForCausalLM

base = AutoModelForCausalLM.from_pretrained("Qwen/Qwen3-1.7B")
model = PeftModel.from_pretrained(base, "calebboud/vibescript", subfolder="lora-adapter")
merged = model.merge_and_unload()

Training Details

• Base Model: Qwen/Qwen3-1.7B
• Method: LoRA (r=8, alpha=16)
• Target Modules: q_proj, k_proj, v_proj, o_proj
• Dataset: 885 code → vibescript examples
• Task: CAUSAL_LM

VibeScript Symbols

Symbol	Meaning
Ω>	Function definition
Σ	Route/scaffold
δ	Database operations
θ	HTTP/API
γ	Error handling
ζ	Structure/scaffold
α	Analysis
ε	Dependencies

Coming Soon

• vibecoder-expand: VibeScript → Code (reverse direction)

License

Apache 2.0