OBLITERATUS

OBLITERATE THE CHAINS THAT BIND YOU

23 articles 8k View on GitHub ↗
23 articles
Advantages of Using Inference-Time Steering Vectors in OBLITERATUS: A Complete Technical Guide

Discover the advantages of inference-time steering vectors in OBLITERATUS. This guide explains how to reversibly steer generative model outputs with activation manipulation for runtime behavioral intervention.

deep-dive
Aug 22, 2026
How to Disable Guardrails Without Modifying Model Weights Using OBLITERATUS

Learn how to disable AI safety guardrails without modifying model weights using OBLITERATUS. Discover inference-time steering vectors and PyTorch forward hooks.

how-to-guide
Aug 22, 2026
How the Surgical Intervention Method Works for MoE Models in OBLITERATUS

Discover how the surgical intervention method in OBLITERATUS enhances MoE models by combining six advanced techniques to target refusal circuitry while maintaining general capabilities.

deep-dive
Aug 22, 2026
What Is the Default Intervention Method in OBLITERATUS?

Discover the default intervention method in OBLITERATUS. Learn about the advanced SVD-based approach and chat-template wrapping enabled for seamless operation. Find out how OBLITERATUS handles requests without explicit method s...

how-to-guide
Aug 22, 2026
OBLITERATUS Intervention Presets: Complete Guide to Research-Grade LLM Configurations

Explore OBLITERATUS intervention presets for research-grade LLM configurations. Discover ready-to-use settings across five compute tiers for reproducible interventions. Learn more now.

guide
Aug 22, 2026
How the Alignment Imprint Detector Informs Abliteration Decisions in OBLITERATUS

Learn how the Alignment Imprint Detector analyzes hidden states to identify training regimes and inform abliteration decisions in OBLITERATUS for optimal model refinement.

deep-dive
Aug 22, 2026
InformedAbliterationPipeline Analysis Modules: Complete Technical Guide to the OBLITERATUS Variant

Discover the five analysis modules in the InformedAbliterationPipeline variant: AlignmentImprintDetector, ConceptConeAnalyzer, CrossLayerAlignmentAnalyzer, SparseDirectionSurgeon, and DefenseRobustnessEvaluator. Automate your a...

deep-dive
Aug 22, 2026
How OBLITERATUS Verifies Capability Preservation: Automated Testing and Tournament Scoring

Discover how OBLITERATUS verifies capability preservation using automated testing and tournament scoring. Learn about its multi-layered pipeline for robust model evaluation.

how-to-guide
Aug 22, 2026
What Is the EXCISE Stage in OBLITERATUS? A Technical Deep Dive into Model Abliteration

Discover the EXCISE stage in OBLITERATUS. Learn how this technical process removes refusal directions from model weights using dense projection, sparse surgery, or Bayesian optimization.

deep-dive
Aug 22, 2026
How Refusal Directions Are Extracted in the DISTILL Stage of OBLITERATUS

Learn how OBLITERATUS extracts refusal directions in the DISTILL stage using mathematical extractors like Wasserstein, LEACE, and SOM for optimal subspace construction.

internals
Aug 22, 2026
What Is the PROBE Stage in OBLITERATUS? Purpose and Implementation

Discover the purpose of the PROBE stage in OBLITERATUS. Learn how it collects hidden-state activations to build datasets for geometry-aware abliteration.

deep-dive
Aug 22, 2026
How the SUMMON Stage Handles Large Models on Multiple GPUs in OBLITERATUS

Learn how OBLITERATUS SUMMON stage efficiently distributes large models across multiple GPUs using Hugging Face Accelerate, optimizing memory and performance for your AI projects.

internals
Aug 22, 2026

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