09/19/2026
Exp 03/19/2027
cypurr@protonmail.com
cypurr.org
Sept 19th
Outline:
Ground Rules
We DO NOT tolerate language or behavior meant to demean or harm folks based on their identity
Security is scary, let’s be gentle.
Step up; Step Back
Privacy:
We’re in public! Keep it general.
Stories Stay. Lessons Leave.
Journalists, Researchers, etc make yourselves known!
Intros
What's your one-sentence review on AI?
or
What's a question you hope to answer today?
Who are we?
We are Cypurr Collective
Cat enthusiasts hosting beginner-friendly cybersecurity events with a holistic approach. Teaching to build community self-defense
Next open meeting
(info via email list)
10/21 @7pm
Basics of AI -context
1966- ELIZA "chatterbot"
Basics of AI - how it started
Chatbots followed a list of rules written by a human
For a long time, focus was adding all the rules needed for convincing language
Idea of machine teaching itself on pause until 1990s
Basics of AI - How it's goin'
Supervised learning
- "here's the right answer"
Self-supervised Reinforcement learning
- "Try a bunch of things, get a cookie for better attempts"
- Mostly human feedback for popular AI
CyPurr Collective loves____
cats!
beguiled
authority
Basics of AI - LLMs
[Welch Labs - YT]
Most of "AI" these days are Large Language Models (LLMs), predicting one word at a time based on past training
Basics of AI - LLMs
CyPurr
1. Collective
3. is
2. hosts
4. utilizes
...
Autocomplete will rank words as most likely
LLMs are a bit different
Basics of AI - LLMs
CyPurr
Collective
is
utilizes
hosts
Combines words often seen together
Note: LLMs can't tell the difference between words on each "die"
Basics of AI - LLMs
CyPurr
Collective
loves
is
will
has
cats
parties
security
nyc
LLMs are good at selecting die based on context
Better LLMs have more "dice" with fewer "sides", and can have more context
Why now?
Basic methods of AI training haven't changed much, but the scale has.
More data -> 🏭 more data processing 🏭-> better results
This is why PCs and game consoles are more expensive
Current state of things:
- Race to own more processing (US companies)
- China & open source: make it require less compute
- Hitting Plateau of capability, using tricks to keep perceived improvements
- Running at a loss to drive adoption (think Uber)
LLMS
AI Agent
Basics of AI - AI today
Company prompt: You are a helpful assistant, make users use more AI
memory:
user owns a cat
user prompt: What is cypurr?
Use xyz tricks to improve user prompts
"reasoning"
Use xyz tricks to improve user prompts
user wants to know something I should check the web
Am I saying
something bad
LLM
web
search
LLM
answer knowing
websites say X
and....
Basics of AI - LLM chatbots
Results
Practical takeaways
LLMs as "chunky smoothies" of information it's trained on
Rare info likely to be spit out verbatim "chunks"
More unique/new "blended" combinations of common content
"Blackbox", "nondeterministic". Won't know what comes out of the straw.
No sense of reality, will confidently "hallucinate" or pass along misinformation
Privacy impacts
Collection:
Processing:
Surveillance
Advertising
A.I.
Cops
Privacy impacts
Sharing:
🏭
🖺📷
🏭
AI doom?
LLMs have learned a lot of common hacking methods
They can try many of them very quickly in new contexts
AI companies mess up "sandboxes" in testing
Coordinated fear mongering so people panic so the public...
- put public resources behind the tech ("for safety")
- restrain open models that threaten them
Real AI Doom
Threat model!
Set priorities of what you want to protect and can control
Gmail Settings
google (iphone):
Settings
google (android):
Siri Settings
https://www.eff.org/deeplinks/2026/09/how-limit-what-apples-new-siri-ai-can-access-ios-27
TLDR:
Browsers
Stay Vigilant
Creeper features: e.g. Instagram!
- Meta settings turned on AI remixes as part of "sharing" settings
- Meta glasses role in AI
Discussion & Support
Thanks!
cypurr.org
cypurr@pm.me