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Update GestaltLabs organization card for Nemostein Omni
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README.md
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# Gestalt Lab 🇨🇦
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**Independent Canadian Open Reasoning Research**
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GestaltLabs is the research home for the **Ornstein**, **Harmonic**, **CHIMERA**, **Acta**, **Talos**, and related model lines by [DJLougen](https://huggingface.co/DJLougen). We build, curate, and release
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[Models](https://huggingface.co/GestaltLabs?sort_models=lastModified) · [Datasets](https://huggingface.co/datasets?author=DJLougen) · [DJLougen](https://huggingface.co/DJLougen)
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---
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## Current Focus
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- **Ornstein** — multimodal and MoE reasoning models (Qwen/Gemma-derived) optimized for local deployment and agentic workflows
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- **CHIMERA** — reasoning-oriented models and datasets emphasizing self-correction, chain-of-thought supervision, and agent traces
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- **SABER / RYS** — post-training experiments around capability preservation, refusal
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- **Acta / Talos** — curated agentic tool-use and coding-assistant traces for SFT and evaluation
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- **Local inference** — GGUF, quantized, and deployment-friendly builds for llama.cpp and MLX workflows
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## Featured Model Lines
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### Ornstein
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Multimodal and MoE reasoning line across 27B–35B scales, shipped in formats for every common local-inference stack.
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### SABER / RYS
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Experimental post-training branches studying refusal boundaries and capability-preserving edits.
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- [DJLougen/gemma-4-E2B-it-saber](https://huggingface.co/DJLougen/gemma-4-E2B-it-saber)
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## Code & Architectures
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- [Hermes Agent Traces Filtered](https://huggingface.co/datasets/DJLougen/hermes-agent-traces-filtered) — quality-filtered agent reasoning traces
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- [Harmonic Reasoning v1](https://huggingface.co/datasets/DJLougen/harmonic-reasoning-v1) — compact synthetic reasoning data for math, code, and self-correction
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- [WittgenSite](https://huggingface.co/datasets/DJLougen/wittgensite) — prompt consistency benchmark for AI coding agents
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- [Acta](https://huggingface.co/datasets/DJLougen/Acta) — curated agentic tool-use conversations
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- [Talos Scenarios](https://huggingface.co/datasets/DJLougen/Talos-Scenarios) — agentic task scenarios for synthetic trace generation
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## Principles
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- Ship **open artifacts** that people can inspect, run, and adapt
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- Pair
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- Treat datasets as first-class research objects, not just training fuel
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- Explore behavior editing
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- Build for researchers, tinkerers, and builders who want systems they can actually run locally
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## Contact
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Open a discussion on any repository or reach out via [DJLougen](https://huggingface.co/DJLougen).
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pinned: false
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---
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<div align= center>
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# Gestalt Lab 🇨🇦
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**Independent Canadian Open Reasoning Research**
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GestaltLabs is the research home for the **Nemostein**, **Ornstein**, **Harmonic**, **CHIMERA**, **Acta**, **Talos**, and related model lines by [DJLougen](https://huggingface.co/DJLougen). We build, curate, and release open-weight artifacts for practical reasoning systems: multimodal assistants, tool-using agents, local GGUF deployments, and post-training experiments around capability preservation, refusal shaping, and high-signal synthetic data.
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[Models](https://huggingface.co/GestaltLabs?sort_models=lastModified) · [Datasets](https://huggingface.co/datasets?author=DJLougen) · [DJLougen](https://huggingface.co/DJLougen)
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---
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## Current Focus
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- **Nemostein** — Nemotron/Nemotron-Omni reasoning and tool-use fine-tunes, including GGUF releases for local inference
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- **Ornstein** — multimodal and MoE reasoning models (Qwen/Gemma-derived) optimized for local deployment and agentic workflows
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- **CHIMERA** — reasoning-oriented models and datasets emphasizing self-correction, chain-of-thought supervision, and agent traces
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- **SABER / RYS** — post-training experiments around capability preservation, refusal boundaries, KLD drift, and model behavior editing
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- **Acta / Talos** — curated agentic tool-use and coding-assistant traces for SFT and evaluation
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- **Local inference** — GGUF, quantized, and deployment-friendly builds for llama.cpp and MLX workflows
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## Featured Model Lines
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### Nemostein
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Nemotron 3 Nano / Nemotron Omni reasoning line focused on chat reasoning, Hermes-style tool calls, and local deployment.
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**Nemostein-3-Nano-Omni-30b-a3b** — Nemotron 3 Nano Omni lineage fine-tune for reasoning and tool-use chat
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- [BF16 / Transformers](https://huggingface.co/GestaltLabs/Nemostein-3-Nano-Omni-30b-a3b) · [GGUF](https://huggingface.co/GestaltLabs/Nemostein-3-Nano-Omni-30b-a3b-GGUF)
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- GGUF variants: Q8_0, Q6_K, Q4_K_M, Q2_K
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- Follow-on Acta Hermes tool-call SFT and SABER/KLD tuning are in progress.
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### Ornstein
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Multimodal and MoE reasoning line across 27B–35B scales, shipped in formats for every common local-inference stack.
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### SABER / RYS
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Experimental post-training branches studying refusal boundaries and capability-preserving edits.
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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 & Architectures
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- [Hermes Agent Traces Filtered](https://huggingface.co/datasets/DJLougen/hermes-agent-traces-filtered) — quality-filtered agent reasoning traces
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- [Harmonic Reasoning v1](https://huggingface.co/datasets/DJLougen/harmonic-reasoning-v1) — compact synthetic reasoning data for math, code, and self-correction
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- [WittgenSite](https://huggingface.co/datasets/DJLougen/wittgensite) — prompt consistency benchmark for AI coding agents
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- [Acta](https://huggingface.co/datasets/DJLougen/Acta) — curated agentic tool-use conversations, including Hermes-style tool-call traces
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- [Talos Scenarios](https://huggingface.co/datasets/DJLougen/Talos-Scenarios) — agentic task scenarios for synthetic trace generation
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## Principles
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- Ship **open artifacts** that people can inspect, run, and adapt
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- Pair model releases with practical local inference formats (GGUF, MLX, etc.)
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- Treat datasets as first-class research objects, not just training fuel
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- Explore behavior editing while measuring capability drift and documenting limitations
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- Build for researchers, tinkerers, and builders who want systems they can actually run locally
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## Contact
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Open a discussion on any repository or reach out via [DJLougen](https://huggingface.co/DJLougen).
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