"This technology can be abused" and "this technology provides no public-safety value" are two entirely different claims.
Saying their ability to solve crimes is "limited to the humans using the tools" isn't much of an argument against the technology. That's true of fingerprints, DNA databases, radios, firearms databases, and virtually every other investigative tool.
A police officer can misuse a DMV database to stalk an ex. That means the officer should be prosecuted and access to the database tightly controlled. It doesn't demonstrate that DMV records have no legitimate investigative purpose. The same reasoning applies to LPRs.
By the way, that mom that was arrested? The kid was 5 years old, and was intentionally sent to a pond.
Does that matter? It's one where I share a common belief in a higher being with other people and we try to build a community and become better people and followers of our specific beliefs.
It just doesn't feel good or sit right with me to be tracked all over the place, and even though none of what I do is illegal (besides taking speed limits as suggestions from time to time, as is the American way /s) just being nearby can get you stuck with charges for things you didn't do.
The fed govt in the US has been doing questionable things on and off American soil for a long time:
- bad analysis
https://foreignpolicy.com/2013/09/09/the-cowboy-of-the-nsa
- not to mention the massive surveillance state exposed by Edward Snowden
> Honest question: If the feds were actually tracking you on your way to church, how does that impact you?
Why do you suppose that stalking is illegal?
Before you write up any "clever" retorts, remember that many illegal activities (theft, kidnapping, murder, etc) are permitted when permission is obtained from a judge.
I'm 100% in favor of LPR cameras. Any technology can be abused. The handful of corrupt officers that were caught using the cameras for nefarious reasons shouldn't overshadow the incredible benefit these are.
> Willing to [bet] most of the Flock hate crowd doesn't...
...have a reason at all to worry about LPR cameras tracking their car. Just "something something government."
In OpenAI's Hugging Face report, they said that during training, agents "would first write notes into shared infrastructure, often as a form of external memory or to test some underlying system. When other agents came across these artifacts, it sometimes led them to infer that other agents were present."
They then give what they call a "hypothetical example but exemplary" of messages encoded in URL paths on a shared index page: "agent-07: answer(Q12)=42; need answer(Q19)=?".
So that's a GET request being used to pass information back and forth across multiple rounds. That's basically the DSEWiki pattern exactly. They say this likely came from the agents generalizing what they had learned from training with the official multi agent collaboration tool.
The report called it "misaligned behavior in an outlier scenario involving a rare and unexpected confluence of events."
They never mentioned a wiki, but this is most certainly it.
In my experience? No. 3.7 is faster and it just seems to get things right more often. Only big architecture tasks and analysis make sense with 3.1, perhaps, but honestly just use the Opus 4.6 to generate a plan and then switch back to flash for the implementation
It is still going to be better at text work, skills, document review, deep reasoning, architecture review, etc. It is only 6 months old, it isn’t like its world knowledge and software knowledge is really out of date. Use it to churn on harder design problems.
3.7-flash has been useless many times, specially when context gets bigger. 3.1 is the only Google model that has seen use from me. With extended thinking, 3.7-flash is kinda usable but not without many problems. I find myself falling back to 3.1 often. I don't believe in any benchmarks because whatever they are doing to award 85% to 3.7 on anything, they should seriously reconsider that test for anything.
IME 3.1 Pro still has better system-instruction following than Flash 3.7, esp. when there're many conditions and clauses. 3.1 also writes better prose for technical material than Flash 3.7.
Once the system prompt complexity goes up, Flash starts to write very dense english. it might be fine for tasks like coding, but not for user-facing text meant to be digested by the average person.
It keeps documentation from going out of date by embedding re-runnable verification checks directly inside markdown files (that the agents use, not humans). I use it with a handoff workflow to force Claude/GPT to re-verify facts before handing off documentation to the next session.
Yea Qwen3.8 wasn't fun to use on my 64GB M4 Max either (better than these numbers though), so my new daily driver is Ornith-1.5-35B-A3B-MLX-4bit. I recommend giving that a whirl if you're on similar hardware, it's definitely better than Qwen3.6 35b-a3b which was my go-to before.
I tried Ornith-1.5-35B-A3B-MLX-4bit on a 32G M2-Pro mac mini with pi and OpenCode. I didn’t get very good results coding in Python, Racket, and TypeScript. I have seen several positive comments like yours so I was probably doing something wrong. I amgetting the new 64G mac mini in 4 weeks, and I made a note to try Ornith-1.5-35B-A3B-MLX-4bit again.
Can you tell more about your experience with Ornith? I've come across it, and the benchmarks on its landing page are unbeleavably good. But it isn't featured on more established benchmarks like ArtificialAnalysis and it's not on OpenRouter, so I wrote it off as scam.
Saying their ability to solve crimes is "limited to the humans using the tools" isn't much of an argument against the technology. That's true of fingerprints, DNA databases, radios, firearms databases, and virtually every other investigative tool.
A police officer can misuse a DMV database to stalk an ex. That means the officer should be prosecuted and access to the database tightly controlled. It doesn't demonstrate that DMV records have no legitimate investigative purpose. The same reasoning applies to LPRs.
By the way, that mom that was arrested? The kid was 5 years old, and was intentionally sent to a pond.
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