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Split SABER and RYS organization card entries
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README.md
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@@ -25,7 +25,8 @@ GestaltLabs is the research home for the **Nemostein**, **Ornstein**, **Harmonic
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- **Nemostein** β Nemotron/Nemotron-Omni reasoning and tool-use fine-tunes, including GGUF releases for local inference
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- **Ornstein** β multimodal and MoE reasoning models (Qwen/Gemma-derived) optimized for local deployment and agentic workflows
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- **CRUCIBLE** β Conditional Reward-Utility Coreset by Iterative Bayesian Learnability Estimation, a private data pipeline for reasoning and agent-trace curation
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- **SABER
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- **Acta / Talos** β curated agentic tool-use and coding-assistant traces for SFT and evaluation
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- **Local inference** β GGUF, quantized, and deployment-friendly builds for llama.cpp and MLX workflows
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### CRUCIBLE
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[CRUCIBLE](https://github.com/DJLougen/crucible) is a private data pipeline: Conditional Reward-Utility Coreset by Iterative Bayesian Learnability Estimation. It is used for reasoning-oriented data selection, self-correction supervision, and agent-trace curation.
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### SABER
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- [SABER code](https://github.com/DJLougen/SABER)
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- [DJLougen/gemma-4-E2B-it-saber](https://huggingface.co/DJLougen/gemma-4-E2B-it-saber)
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## Code & Agent Infrastructure
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- [SABER](https://github.com/DJLougen/SABER) β refusal-boundary and KLD-drift tuning toolkit for capability-preserving behavior edits
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- [RBForge / Ornstein ToolForge](https://github.com/DJLougen/RBForge) β runtime tool creation for Ornstein, Hermes, and SABER agents, with forged tools persisted into RBMEM memory
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- **Nemostein** β Nemotron/Nemotron-Omni reasoning and tool-use fine-tunes, including GGUF releases for local inference
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- **Ornstein** β multimodal and MoE reasoning models (Qwen/Gemma-derived) optimized for local deployment and agentic workflows
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- **CRUCIBLE** β Conditional Reward-Utility Coreset by Iterative Bayesian Learnability Estimation, a private data pipeline for reasoning and agent-trace curation
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- **SABER** β spectral refusal-boundary editing with KLD drift measurement for capability-preserving behavior edits
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- **RYS** β a separate post-training method line for refusal/behavior shaping experiments
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- **Acta / Talos** β curated agentic tool-use and coding-assistant traces for SFT and evaluation
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- **Local inference** β GGUF, quantized, and deployment-friendly builds for llama.cpp and MLX workflows
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### CRUCIBLE
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[CRUCIBLE](https://github.com/DJLougen/crucible) is a private data pipeline: Conditional Reward-Utility Coreset by Iterative Bayesian Learnability Estimation. It is used for reasoning-oriented data selection, self-correction supervision, and agent-trace curation.
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### SABER
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SABER is a spectral refusal-boundary editing toolkit that tunes candidates against generated refusal rate and KLD drift to preserve useful capability.
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- [SABER code](https://github.com/DJLougen/SABER)
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- [DJLougen/gemma-4-E2B-it-saber](https://huggingface.co/DJLougen/gemma-4-E2B-it-saber)
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### RYS
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RYS is a distinct post-training method line for refusal and behavior shaping experiments, tracked separately from SABER.
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## Code & Agent Infrastructure
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- [SABER](https://github.com/DJLougen/SABER) β refusal-boundary and KLD-drift tuning toolkit for capability-preserving behavior edits
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- [RBForge / Ornstein ToolForge](https://github.com/DJLougen/RBForge) β runtime tool creation for Ornstein, Hermes, and SABER agents, with forged tools persisted into RBMEM memory
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