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FINE-TUNING · MERGING · QUANTIZATION · SLMS

Crafted LLMs

A living portfolio of trained, fine-tuned, and manipulated language models — bridging theoretical architectures and practical, local-first daily use.

50+ Models Shipped
9+ Datasets Released
26.22% Eve-4B Pass@1 (LCB)
$5 Eve-4B Training Cost

This collection is a living record of my work with large and small language models. My research bridges the gap between theoretical architectures and practical daily use, focused heavily on local home automation control, experimental model distillation, and outfitting older architectures with modern reasoning capabilities. Training happens locally on a dual Tesla P40 rig, or on a rented A100 when a job needs bf16.

Featured result: Eve-4B beats the heavyweights

A heretic'd Qwen3-4B fine-tuned on a custom security-and-personality dataset, Eve-4B scores 26.22% Pass@1 on LiveCodeBench — ahead of Mixtral-8x22B-Instruct (141B MoE), Mistral-Large, and GPT-3.5-Turbo, all 5 to 30 times its size. It runs at GPT-3.5-Turbo level performance on a laptop with under 5GB of RAM, with no refusals and seamless function calling.

Models

14 featured

Eve-4B

Small Secure Coder
Secure Coder

A purple-teaming model that punches above its weight class. Heretic'd Qwen3-4B trained on a ratioed blend of samantha-data, hermes-function-calling, and CVE security data. Identifies and patches vulnerabilities as easily as it writes exploit code, with no refusals.

Metis-4B

Purple Utility Agent
Secure Coder

Sister model to Eve-4B, also built on heretic'd Qwen3.5-4B. Optimized for desktop and CLI use as an offensive-aware utility agent.

Lightning-1.7B

The Teacher
Distilled

High-efficiency sidecar model based on Qwen3-1.7B. Generates synthetic training data for the Spark series, following a "Textbooks Are All You Need" methodology.

Spark-270m

The Student
Distilled

270M parameter Gemma 3 derivative. Inherits Hermes 3 creativity but is optimized specifically for summarization and query generation, trained on Lightning-1.7B's synthetic output.

HomePhi4

Home Assistant Reasoning
Home Assistant

Phi-4-mini-reasoning fine-tuned for reasoning-based local home control. Available in FP16 and GGUF for fully local, privacy-focused home automation.

HomeGem4Bn

Conversational Home Control
Home Assistant

A conversational 4-bit Gemma 3n-e4b fine-tune optimized to control Home Assistant environments locally, providing a lightweight conversational interface.

LokiHA-2B

CPU-Native Home Assistant
Home Assistant

A helpful, sassy, and theatrical Qwen3.5-2B fine-tune built to run entirely via CPU directly on the Home Assistant host. Trained on acon96/Home-Assistant-Requests-V2 plus a custom personality dataset.

MindGem27B

Chain-of-Thought LoRA
Experimental

A LoRA experiment bringing chain-of-thought reasoning capabilities to Gemma 3 27B.

ADBait-1B

Dynamic ADB Honeypot
Secure Coder

Built on granite-4.0-h-1b. Powers a dynamic Android 14 Debug Bridge honeypot with realistic CLI responses, including popular app packages and default system apps. CPU-only deployment, no GPU required.

Linden-4B

Midwest Internet Radio DJ
Experimental

A Qwen3.5-4B fine-tune designed to be a Midwest-inspired internet radio DJ, paired with Qwen TTS for voice. Built to power LindenDJ.

Galactic Reasoning

CoT for Meta's Galactica
Experimental

Modernizing Meta's OPT-based Galactica by adding chain-of-thought reasoning via LoRA adapters. Trained 1,000 steps over 48 hours on a single Tesla P40. Released as merged FP16, LoRA, and Q8 weights.

Elohim-3.8B

Comparative Scripture Scholar
Experimental

A non-biased religious scholar model based on Phi-4-Mini-Reasoning, trained on 1,500 distilled English Torah and Quran pairs.

Seahorse-350m

Compact Text Generation
Experimental

A compact text generation model trained on OPT using Alpaca-style instruction data.

Qwen3 Coder 30B A3B

Heretic Decensored
Decensored

A collection of decensored Qwen3 Coder 30B A3B models, processed using the Heretic method. Available in original FP16 and a range of quantizations.

Datasets

8 released

Eve-Secure-Coder

Secure Coder

A composite dataset curated to fine-tune Qwen3-4B-Heretic into a security-conscious coding assistant. Bridges the gap between robotic coding tools and engaging conversational AI without sacrificing technical accuracy.

14.9k rows89 likes

Metis-Purple-Utility-Agent

Secure Coder

An offensive-aware utility agent dataset built on Eve-Secure-Coder. Augmented with CLI commands, terminal explanations, and configuration languages like Docker.

Eve-Secure-Coder derivative

ADB-CursedHoneycomb

Secure Coder

A collection of 250 Android ADB commands with realistic output for an Android 14 system. Includes fake popular user and system apps to enable dynamic, modern honeypots.

250 rows40 likes

Scripture 1500 Pairs

Experimental

1,500 pairs distilled by Gemini Flash Lite from English translations of the Torah and Quran. Used to train Elohim-3.8B.

1.5k rows146 likes

HomeAssistant-Loki-Personality

Home Assistant

A personality layer combined with acon96/Home-Assistant-Requests-V2 to give LokiHA-2B its helpful, snarky, theatrical voice.

250 rows55 likes

RocketRaccoon Personality Alpaca

Personality

A personality-driven dataset in the Alpaca style, used to imbue models with a specific character voice.

635 rows53 likes

Linden_MN_DJ_Persona

Personality

A personality-driven dataset designed to produce a dry-witted, commentary-heavy radio DJ persona for the Midwest, specifically the Minnesota area.

4.99k rows60 likes

Vircava_Alpaca_Latvian_NLLB

Localization

Latvian-language Alpaca-format instruction data, machine-translated via NLLB. Used to train Vircava-3B, a Latvian fine-tune of Granite.

49.7k rows46 likes

Connect

Open to work — questions on training methodology, datasets, or model weights welcome.