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tags:
  - terraform
  - aws
  - infrastructure-as-code
  - hcl
  - unsloth
  - deepseek-coder
  - lora
license: apache-2.0
language:
  - en
base_model:
  - deepseek-ai/deepseek-coder-6.7b-instruct

🛡️ AegisNode Validate (6.7B)

AegisNode Validate is a specialized code-generation model fine-tuned to write syntactically flawless, zero-yapping AWS Terraform (HCL). It is built on top of deepseek-coder-6.7b-instruct using Unsloth and QLoRA.

This model is Phase 1 of a larger Curriculum Learning pipeline. It has been strictly trained to master the "grammar" of Terraform, complex referencing (depends_on, lifecycle), and strict adherence to the AWS Provider ~> 5.0 format.

🚨 CRITICAL WARNING: SYNTAX ONLY 🚨

This model has ONLY been trained against terraform validate. While the output will be structurally and syntactically perfect HCL, it is not guaranteed to pass terraform plan or deploy successfully. * It may hallucinate AWS region constraints (e.g., placing CloudFront WAFs outside us-east-1).

It may create logically orphaned resources (e.g., generating a KMS key but forgetting to attach it to a database).
It has not yet been trained on Checkov/tfsec security policies.

Do not deploy this code to production without human review. This model is intended to be used as a high-speed bootstrapping tool or a "Teacher Model" for generating training data for more advanced logic pipelines.

🧠 Model Behavior: The "Zero-Yapping" Guarantee

Unlike standard conversational LLMs, AegisNode Validate has been trained on a heavily filtered dataset to completely eliminate conversational filler.

It will not say "Here is your code."
It will not apologize.
It will not output markdown wrappers (hcl) unless explicitly prompted.
It outputs RAW, executable HCL from the very first token.

💻 Usage (Ollama / GGUF)

Because this model relies on the native DeepSeek-Coder template, you must use the correct instruction formatting. If you download the .gguf file, use the following Modelfile to run it in Ollama:

Create and run the model:

ollama create aegisnode-validate -f Modelfile
ollama run aegisnode-validate "Create a VPC in us-east-1 with CIDR 10.0.0.0/16 and two public subnets."

📊 Training Details

Base Model: deepseek-ai/deepseek-coder-6.7b-instruct
Dataset: 3,470 meticulously refined and augmented Terraform trajectories.
Hardware: 1x NVIDIA RTX 5070TI (32GB VRAM)
Framework: Unsloth + Huggingface TRL
Hyperparameters: Rank 8, Alpha 16, LR 2e-5, Cosine Decay, 1 Epoch. (Trained explicitly on Assistant responses only).

🚀 The AegisNode Roadmap

Phase 1 (AegisNode Validate): Master HCL syntax and formatting (terraform validate).
Phase 2 (AegisNode Plan): Master AWS API logic and state relationships (terraform plan).
Phase 3 (AegisNode Hiraya): Master enterprise security and compliance (checkov / tfsec).