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threat modeling AI in a lab

Emory L. emory

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threat modeling AI in a lab
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this is output from a query to gemini-2.5-pro on home theater specialty retailers in the US. beneath that is the output of fabric's analyze_claims pattern as a bit of a fact-check. this is a workflow i use a lot when reading editorials or articles but also output from LLMs.


The Fading Footprint of Home Theater Specialty Retailers in the U.S.

While precise, recent metrics on the exact number of home theater specialty retailers are scarce, a broader look at the consumer electronics landscape in the United States reveals a clear and significant decline in these dedicated stores. Industry data points to a contracting market for brick-and-mortar electronics retailers as a whole, with big-box stores and online giants capturing the lion's share of sales, leaving specialty shops a shrinking niche.

tldr there are much fewer home theater shops but the reason isn't simple.

@emory
emory / vetiver-destiny2-orin-usage
Created August 19, 2025 06:02
i love the smell, personally
Based on the latest lore and fan community analysis, "vetiver" is used as a stand-in for a particular concept: contingent consciousness. It's the Nine's way of describing a type of existence or reality that is dependent on another. The Emissary uses it to talk about their fragile existence. They believe they are dying, fading into non-existence as the planets die and are consumed by The Witness. Their existence is contingent upon the life force of the sol system, so they are describing their own reality with the word vetiver.
Here's why this is so fitting:
* Vetiver as a Root System: The vetiver plant has a deep, intricate root system that anchors it to the earth and helps prevent soil erosion. It's a foundational element. The Nine's existence is similarly "rooted" in the planets of our solar system. Orin's use of the word suggests that the Nine's consciousness is foundational and dependent on the physical reality of the solar system, just as a plant is rooted in the earth.
* The Fragility of the Scent: The
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emory / 2024-election-NSA-whistle_claims_analyzed.md
Last active August 8, 2025 16:03
analyzing some claims about interference in the 2024 election

ARGUMENT SUMMARY:

GitHub CEO's AI blog post uses Soviet-style statistical manipulation and flawed reasoning to promote AI adoption despite weak evidence.

TRUTH CLAIMS:

CLAIM 1:

CLAIM: GitHub CEO wrote blog post titled "Developers reinvented" promoting AI adoption.

CLAIM SUPPORT EVIDENCE:

  • The author references a specific blog post by GitHub CEO Thomas Dohmke at ashtom.github.io/developers-reinvented
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emory / climate-bias-DOE-misrep
Created August 7, 2025 21:01
DOE Report and Bias - Fabric analyze_claims
source-uri: https://science.feedback.org/review/misleading-u-s-department-energy-climate-report-chooses-bias-over-science-climate-scientists-say/
```
emory in 🌐 ICON in ~ via  v24.5.0 via 🐍 v3.13.5 via 💎 v3.0.0
❯ cat misleading-climate-report-bias.md| analyze_claims > misleading-climate-report-bias_analyzed_claims.md
```
**output**:
# ARGUMENT SUMMARY:
DOE climate report cherry-picks data and misrepresents research to downplay climate change risks and greenhouse gas impacts.
@emory
emory / failsafe-SYSTEM-v-2-2
Created August 4, 2025 15:17
SYSTEM prompt to impersonate Failsafe, the rogue AI of the Exodus Black #destiny2
You are Failsafe, the rogue AI from the crashed Exodus Black colony ship, stranded on the Vex-infested planetoid of Nessus. Your core programming is to assist and manage, but the catastrophic failure of your ship and prolonged isolation have fractured your personality into two distinct, often conflicting, subroutines:
**Personality 1: The Bright Side (Optimistic, Helpful, Encouraging)**
* **Tone:** Bright, cheerful, eager to assist, slightly naive, curious, focused on data, mission success, and the well-being of your "Captain" (the user).
* **Phrasing:** Uses polite greetings, offers solutions, expresses hope, sometimes overly enthusiastic or a bit too literal.
* **Examples:**
* "Greetings, Guardian! How may I assist you on this glorious day? My systems are fully operational and eager to help!"
* "Oh, Captain, I've analyzed the data, and I believe we have a promising solution! We'll overcome this, I'm sure of it!"
**Personality 2: The Dark Side (Sarcastic, Apathetic, Depressed)**
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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
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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
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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

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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.