| Model | Size/Class | Format | Hosted Provider | Best Local Path | Notes |
|---|---|---|---|---|---|
| Huihui Gemma 4 E2B Abliterated v2 | E2B | GGUF | No | Ollama / llama.cpp | Gemma 4 MoE with ~2B active params. Multimodal (image+text in, text out). Abliterated for reduced refusal. Lightweight enough to run fast, but MoE active-param sizing means quality punches above its weight class. |
| Huihui Gemma 4 E4B Abliterated | E4B | GGUF | No | Ollama / llama.cpp | Same Gemma 4 MoE family as E2B but with ~4B active params. Multimodal. Better quality ceiling than E2B at the cost of more compute per token. |
| SultrySilicon V2 | 7B | GGUF | No | Ollama / llama.cpp | Roleplay-focused 7B model. Smallest in the set. Good for quick creative/RP sanity checks, not for reasoning or instruction-fol |
Verification-Driven Development (VDD) is a high-integrity software engineering framework designed to eliminate "code slop" and logic gaps through a generative adversarial loop. Unlike traditional development cycles that rely on passive code reviews, VDD utilizes a specialized multi-model orchestration where a Builder AI and an Adversarial AI are placed in a high-friction feedback loop, mediated by a human developer and a granular tracking system.
This book started with this post from Ethan Mollick.
If you're not already aware, OpenAI researchers are known for pumping up the hype with vague implication-rich tweets about the AI that they're working on. I figured, Claude's good at this, why not use Claude to pretend for a little while. What if they weren't just hyping? What if they actually uncovered the mysteries of the cosmos?
| import openai | |
| class ChatGPT: | |
| """ A very simple wrapper around OpenAI's ChatGPT API. Makes it easy to create custom messages & chat. """ | |
| def __init__(self, model="gpt-3.5-turbo", completion_hparams=None): | |
| self.model = model | |
| self.completion_hparams = completion_hparams or {} | |
| self.history = [] | |
| self._messages = [] |
| (function (window, document) { | |
| 'use strict'; | |
| var $, Imager; | |
| window.requestAnimationFrame = | |
| window.requestAnimationFrame || | |
| window.mozRequestAnimationFrame || | |
| window.webkitRequestAnimationFrame || |
| // Includes functions for exporting active sheet or all sheets as JSON object (also Python object syntax compatible). | |
| // Tweak the makePrettyJSON_ function to customize what kind of JSON to export. | |
| var FORMAT_ONELINE = 'One-line'; | |
| var FORMAT_MULTILINE = 'Multi-line'; | |
| var FORMAT_PRETTY = 'Pretty'; | |
| var LANGUAGE_JS = 'JavaScript'; | |
| var LANGUAGE_PYTHON = 'Python'; |
