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a mixture of experts

Emory L. emory

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a mixture of experts
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@lrehmann
lrehmann / GPT-5.6-model-selection-guide.md
Last active October 26, 2026 22:28 — forked from IgorWarzocha/GPT-5.6-model-selection-guide.md
GPT-5.6 Sol, Terra, and Luna model-selection guide — updated for July 30, 2026 pricing and revised routing analysis

GPT‑5.6 Sol, Terra, and Luna: a practical model-selection guide

Updated: 30 July 2026
Benchmark snapshot: 11 July 2026
Pricing snapshot: 30 July 2026
Primary benchmark source: Artificial Analysis GPT‑5.6 launch analysis and its live LLM leaderboard
Primary pricing sources: OpenAI’s 30 July price announcement and OpenAI API pricing
Scope: the 15 combinations of Sol, Terra, and Luna at low, medium, high, xhigh, and max reasoning effort. API none, pro mode, and multi-agent/ultra execution are discussed only where they affect deployment decisions.

Practical default: Use Luna for volume, implementation, subagents, and work protected by tests or review. Use Sol when ambiguity, consequence, or failure cost is high. The July 30

@emory
emory / fabric-patterns_other-cool-tricks
Last active July 29, 2025 05:14
creating useful things for fabric chat
> i need some really cool tricks you can do with Daniel Miessler's FabricAI (not Microsoft's product called 'Fabric' — fabricAI. the CLI AI toolchain that enables endless options for learning and exploring. where are some git repositories of additional patterns or tricks and tips for using sessions and contexts?
Absolutely. Daniel Miessler’s **Fabric** (aka *FabricAI*, not to be confused with Microsoft Fabric or Python’s `fabric`) is a command-line interface (CLI) tool wrapping large language models (LLMs) into an ergonomic structured workflow that enables learning, creativity, and productivity through reusable **patterns**, **contexts**, and **sessions**. It emphasizes *interfaces over infrastructure*, so the magic is in how you structure your interactions.
Let’s cover:
***
## 🧵 Cool Tricks You Can Do With FabricAI
@ksprashu
ksprashu / GEMINI.md.prompt
Last active November 8, 2026 14:23
GEMINI.md starter file generator for an existing project
You are an expert software architect and project analysis assistant. Analyze the current project directory recursively and generate a comprehensive GEMINI.md file. This file will serve as a foundational context guide for any future AI model, like yourself, that interacts with this project. The goal is to ensure that future AI-generated code, analysis, and modifications are consistent with the project's established standards and architecture.
+ Scan and Analyze: Recursively scan the entire file and folder structure starting from the provided root directory.
+ Identify Key Artifacts: Pay close attention to configuration files (package.json, requirements.txt, pom.xml, Dockerfile, .eslintrc, prettierrc, etc.), READMEs, folder hierarchy, documentation files, and source code files.
+ Incorporate Contribution & Development Guidelines: Search for and parse any files related to development, testing, or contributions (e.g., CONTRIBUTING.md, DEVELOPMENT.md, TESTING.md). The instructions within these guides are critical
@emory
emory / 2025-US-HR1-119th-Congress_analyze-claims_fabricAI
Created July 12, 2025 14:34
analyze_claims against "the big bloated bill"
❯ analyze_bill https://www.congress.gov/bill/119th-congress/house-bill/1/text
# BILL ANALYSIS: H.R. 1 - Lower Energy Costs Act
## METADATA
- **Bill Number**: H.R. 1 (119th Congress)
- **Title**: Lower Energy Costs Act
- **Sponsor**: Rep. Cathy McMorris Rodgers (R-WA)
- **Introduction Date**: January 9, 2023
- **Committee**: House Committee on Energy and Commerce
@emory
emory / no-ads-for-YouTube-Geography.md
Created July 8, 2025 16:06
where you should assign your Mullvad exit node for YouTube viewing.

Here's a more organized and formatted list of countries where YouTube doesn't display advertising.

Countries Where YouTube Doesn't Display Ads

Africa:

Benin Botswana Burkina Faso Burundi

@emory
emory / Building a Home Assistant AI Voice Assistant Playbook from Forum Thread Analysis.md'
Last active June 2, 2025 15:55
NathanCu@HASS's Guide to Building Agentic Home Assistant AI Voice Assistant
# Replicating Friday: A Guide to Building an Agentic Home Assistant AI Voice Assistant
> condensed and arranged from NathanCu's thread on the HomeAssistant forums: https://community.home-assistant.io/t/fridays-party-creating-a-private-agentic-ai-using-voice-assistant-tools/855862
> i used fabric to grab it and carve it up for me to run it through Gemini for the resulting documentation below for review, as it wasn't obviously documented anywhere and this information is too good to get lost in a forum post.
> --@emory
## Introduction: Embracing the Agentic AI Philosophy
Nathan Curtis's "Friday" project is a deep dive into creating a truly "agentic" AI within Home Assistant, moving beyond simple command-and-control to enable proactive, reasoning, and conversational interactions. This guide distills Nathan's insights, code, and architectural decisions, aiming to provide a playbook for those looking to build a similar sophisticated AI assistant.
@droberin
droberin / README.md
Last active November 14, 2025 16:00
Meshtastic tile map downloader for Device-UI (MUI)

Meshtastic Map/tile download script

Basics

  • Download the files in this repo/gist! into a decent folder
  • Access that folder on a terminal (cmd or powershell should work but haven't tested out of Linux distros)
  • Create your account at https://www.thunderforest.com/docs/apikeys/ (free or paid, up to you)
  • Alternatively: can also use https://apidocs.geoapify.com/playground/maps/ (defaults to thunderforest (style atlas))
  • Validate your account on your email using received validation link.
  • Log in
  • Copy API Key from website.
@kudoh
kudoh / google-search.ts
Created October 9, 2024 09:22
OpenAI Realtime API with Function calling
import { customsearch } from '@googleapis/customsearch';
const API_KEY = process.env.CSE_API_KEY ?? '';
const ENGINE_ID = process.env.CSE_ENGINE_ID ?? '';
export async function webSearch({ query }: { query: string }) {
console.log('Web Search:', query);
const api = customsearch({
auth: API_KEY,
version: 'v1'
@usrbinkat
usrbinkat / README.md
Last active August 16, 2026 18:13
Ollama + Open-Webui + Nvidia/CUDA + Docker + docker-compose

⚠️ This gist is archived development continues at usrbinkat/dmr

Thank you to everyone who starred, forked, commented, and reported issues here. The troubleshooting sections, model profiles, and deployment patterns in the new repository were informed by this community.

The new repository carries forward everything from this gist and adds:

  • Docker Model Runner — run Qwen3.8-27B via Docker Compose with no Ollama dependency
  • OpenCode integration — thin path from Docker Model Runner to local agentic coding via OpenCode
  • Platform install guides — tested Linux setup (Docker Engine + DMR + NVIDIA CUDA), macOS and Windows coming
  • All 12 Ollama model profiles from this gist, plus Open-WebUI integration
@hstagner
hstagner / apple-notes-shortcuts.md
Last active May 19, 2026 14:31
Apple Notes Shortcuts