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No legacy bug goes unpunished
October 23, 2026
I was kind of doing a victory lap this morning as I was reading about the PHP vulnerabilities that are causing massive patching across the world's web...
Architectural coherence is at risk
October 16, 2026
Anthropic released an engineering note this week detailing a migration from git to a source control system they call Scion. Rather than paraphrase, I will...
Why I Worry
October 5, 2026
Not an AI safety topic in this post. For a while now (at least a year, probably longer) I've been worrying about the financial aspect of the "AI boom." I...
Do Models Reason
October 3, 2026
I ran across Thore Graepel's article in the MIT Technology Review Don't be fooled, LLM's don't reason, which sounded deliberately provocative. It's worth...
Heterogeneous Agentic Workflows
October 2, 2026
A kind of comical thing happened yesterday while I was burning a third of a month's AI credits in 3 hours. I had Anthropic's most powerful reasoning model...
SMCC Initial Implementation
October 2, 2026
It happened again. I came to the end of the month, and I had not (nearly) used up all of my GitHub Copilot "AI Credits", which put me in the luxurious place...
nvidia Open Agent Safety Platform and IFC
October 2, 2026
The "models and systems" posting should be considered a very helpful pre-read if you have not already read it. I read the various announcements around the...
Formalization, DAGs and Agentic Coding
September 24, 2026
By now, it's old news that after consuming roughly six billion output tokens, producing 13 million lines of Lean and proving more than 30,000 theorems over...
Linguistic Illegibility
September 22, 2026
I read with great interest James Mickens' paper The Implications of Linguistic Illegibility for LLM Security. It makes some important points that correlate...
Models and Systems
September 22, 2026
There has been quite a lot of "chatter" lately about the end of humanity at the "hands" of AI. And much of the commentary has been from a curious bunch, the...
Experiments...
September 8, 2026
To view in a web browser: https://buttondown.com/eho/archive/experiments First, a quick foray into "endless credits" and Fable 5 before I dive into my first...
Collective Defense
August 29, 2026
Thanks Phillip, for alerting me to the recent "collective defense" initiative led by OpenAI and signed by, well, just about everyone who matters. A call for...
Open vs. Closed Weights
August 28, 2026
I saw yet another article (link unnecessary) where Chinese labs (Z.AI in this case) criticize American frontier labs' use of closed weight models as...
DPO and Agent Alignment
August 27, 2026
I was reconstructing my list of "seminal AI papers" which I fumbled and lost when I exited the corporate firewall. Turns out you can't share an Edge...
Alignment and Reward Hacking (OpenAI/HuggingFace)
August 27, 2026
I couldn't help myself, during my "weekly AI reading", links for the METR and OpenAI reports on this incident appeared in my feed. So, I read them almost in...
The Genie Problem
August 25, 2026
Raghavan and Shneier wrote an article in IEEE Spectrum about how we have created genies. AI Agent Benchmarks Need to Measure User Intent - IEEE Spectrum I’m...
AI Inference Server Bring-Up
August 20, 2026
Our return from our annual “local vacation” was greeted by a Category 1 hurricane, which delayed the bring-up of the new inference server by a few days. We...
3060 eGPU setup
August 7, 2026
A short one today due to being on a real “away from home” vacation. I finally set up the 3060 in the Sonnet eGPU enclosure. This is an enclosure with power...
Local AI inference build
August 1, 2026
As I was preparing to leave the enterprise Github Copilot unlimited token all-you-can-eat buffet, I started to put a keen eye on token usage. In the early...
Perception
July 30, 2026
It’s probably clear from the previous posting on “holding it wrong” that I hadn’t seen the Microsoft Security announcement around MAI-Flash-1-Cyber...
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