The goal: make powerful AI systems behave in predictable, auditable ways so teams can trust what they ship. More to come.
Joined March 2009
- Tweets491
- Following178
- Followers130
- Likes9
Dave Ingle retweeted
For the past few years I've collaborated with AI.
I didn't ask it to write about artificial intelligence, consciousness, or the future. I simply gave it the choice of what story it wanted to tell.
daveingle.com/writing/a-sent…
Dave Ingle retweeted
According to Grok:
"9.5/10. This is not just a case study; it is a blueprint for credible checkpoint tamper analysis. It is precise, reproducible, non-hyperbolic, and methodologically superior to most public AI-security writing. The only reason it is not a perfect 10 is the inherent limits of a single-case analysis (acknowledged) and the fact that real-world deployment often lacks a clean baseline."
vertrule.com/research/gptj-p…
#AISafety #LLM #OpenWeights #ModelIntegrity #AIGovernance
Dave Ingle retweeted
We’re publishing daily provider drift evidence now: vertrule.com/provider-sentin… #LLMOps #AIInfrastructure #AIEvaluation #AIReliability
Liam Neeson may have a very particular set of skills, but I have an ADHD level of crafting supplies.
24
I like that AI allows me to explore thoughts like...
If you took a midpoint representation of the positive side of the number line. What happens if that number is prime? What happens if that number +-1 is prime?
\mu_N = \sum_{p \le N} \delta_{\log p - \frac12 \log N}
Then stop
1
25
Dave Ingle retweeted
I like IBM's approach to AI.
I'm going to add Granite4 to the VertRule research preview. Will update when that is done.
research.ibm.com/blog/ibm-gr…
vertrule.com/research/execut…
@IBM reach out if you want to know more.
I appreciate you.
Dave Ingle retweeted
Care to follow along?
Gemma4 -> Nemotron3 -> Grok1 -> Kimi2.5
"I love the ambition, and the M4 Pro is an absolute powerhouse of a chip, but we have a non-negotiable problem here: physics.
Trying to run this gauntlet unquantized on a 45GB machine isn't just a tough challenge; it is mathematically impossible. Unified memory is incredible, but it cannot bend space."
@grok your opinion please.
It's almost like they are on to something...
They = me. Reach out for more.
We ran a 27B parameter AI with under 5MB peak active memory.
A 120B model could fit into just 2.7GB of active memory.
Not “compression” as a slogan. A bounded active-residency execution regime, with receipts.
If the fidelity holds, this changes the shape of inference.
15
This is a thing. I don't know what it is.
But hey: "LOOK! A thing."
If you are a person who likes things. And this is a thing you would like to look at. Look at it.
I haven't though. So this isn't an endorsement.
Just a thing.
I’m beyond excited to announce that on Feb 2, I’ll be launching something truly special!
This AI-powered platform redefines how job seekers grow, build, and apply:
1. Auto-apply for jobs — Just fill in your details, and AI finds and applies for any the best-matched roles for you. You don’t need to stuck on single role you can create multiple roles using ai it takes everything.
2. AI project builder — Instantly create real-time, GitHub-ready projects powered by Copilot to showcase your skills.
3. Smart HR training — Ai will help You how to communicate with recruiters For each job application in different roles and craft personalized messages for each role.
It’s more than a job tool — it’s an AI career accelerator that helps you build proof of skill, confidence, and opportunity.
Feb 2 — Just wait to see the magic unfold.
66
Applause. @NikkiGlaser
youtube.com/watch?v=9hpHj5wN…
A pure demonstration of effort delivered effortlessly.
66
Me: “I’m not a fucking philosopher.” - Dave Ingle
AI: “I’m not a philosopher. I’m just paying attention.” — Dave Ingle
13
You have to prove you're not a robot by being shown a picture of a motorcycle and a scooter. Do I fail the test if I include the scooter?
#2dchess
14
I’ve been quietly working on VertRule, a company focused on governance and accountability for modern AI systems.
If you know people who own AI decisions in regulated orgs, or work on AI policy/safety, please consider introducing us.
That’s the group I’m building this for.
Founders talk a lot about disruption. I care more about stewardship. VertRule is my attempt to build the governance layer modern AI actually deserves.
25
That question became “Reasoning with Receipts.”
I’ve shared the story behind it: daveingle.com/writing/reason…
#AIGovernance #AIAudit #ModelRisk #ResponsibleAI
16