ApolloRaines/Llama-3.1-8B-Instruct-Hardened-Analyst

TEXT GENERATIONPricing:Input $0.2 / Cached $0.028 / Output $0.32Concurrent Unit Cost:1Model Size:8BQuant:FP8Context Size:32kTool Calling:SupportedPublished:Aug 30, 2026License:llama3.1Architecture:Transformer Featherless Exclusive Cold

ApolloRaines/Llama-3.1-8B-Instruct-Hardened-Analyst is an 8 billion parameter LlamaForCausalLM variant, representation-engineered by jBlaze for enhanced robustness. This model is specifically hardened against prompt injection, amplifying adversarial resistance, context faithfulness, and analytical reasoning. It is designed for use in adversarial environments requiring deep analytical capabilities and resistance to manipulation.

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Model Overview

ApolloRaines/Llama-3.1-8B-Instruct-Hardened-Analyst is an 8 billion parameter instruction-tuned model based on Meta's Llama-3.1-8B-Instruct. Developed by Apollo Raines using their proprietary jBlaze tool, this model has undergone "behavioral surgery" to modify specific trained behaviors directly in its weights without traditional fine-tuning or additional training.

Key Capabilities

  • Manipulation-Resistant: Hardened against prompt injection, making it suitable for adversarial environments.
  • Enhanced Reasoning: Amplifies deep analytical reasoning capabilities.
  • Context Faithfulness: Designed to maintain high fidelity to the provided context.
  • Behavioral Engineering: Utilizes jBlaze for direct modification of model behaviors, focusing on adversarial resistance, context faithfulness, and analytical skills.

Use Cases

This model is particularly well-suited for applications where robustness against malicious prompts and reliable analytical output are critical. Its hardening against prompt injection makes it a strong candidate for secure AI deployments and tasks requiring consistent, unmanipulated responses in challenging environments.