When they hallucinate, they don’t do it consistently, so one option is running the same query through multiple times (with different “expert” base prompts), or through different LLMs and then rejecting it as “I don’t know” if there’s too much disagreement between them. The Q* approach is similar, but baked in. This should dramatically reduce hallucinations.

Edit: added bit about different experts

Yeah, I’m surprised Google or another big player hasn’t released something yet, or that the people like the IETF haven’t had any RFCs or produced any practical standards. Now’s the time to get market dominance. Perhaps nobody will react until the shit hits the fan.

I mean, pgp is great, but in this day and age we need a simple standard people can use to sign media without a hassle and we may also need chain of custody in light of social media (edits and whatnot). Developers will likely need or want to build it into their software, so we need a standard. I don’t think the pgp approach really worked for most people.

Yeah, you’d need to produce 2 nuclear power stations per week to keep up with growth in solar alone. It’s going to have a part to play, but it’s ever slipping into irrelevance.

You may not have discovered TVP yet. You should do so.

The max on this graph is 21.2. Each year, the time when cooling begins is getting later. If it’s anything like last year, it seems possible it could break 21.5. Where is this 21.9 coming from?

Wait until they discover what stable diffusion can do, running locally.

Ah, you’re suggesting using RFC 3514. Good thinking.

Fractal universe theories have been proposed. I don’t know many details myself, but just thought it was an example of how you can still have theoretically infinite detail within a finite system.

Fractals are infinite

what about edited?

Ferrock is an interesting new development. Stronger than concrete and absorbs CO2 when curing.

I was just looking at https://haveibeenpwned.com/ and it listed appen as a site that breached my details. I had no idea who they were or why they had my details. I guess this is related?

Appen: In June 2020, the AI training data company Appen suffered a data breach exposing the details of almost 5.9 million users which were subsequently sold online. Included in the breach were names, email addresses and passwords stored as bcrypt hashes. Some records also contained phone numbers, employers and IP addresses. The data was provided to HIBP by dehashed.com.

They have released it on github. The code is only about 500 lines. But releasing the model is arguably more important because that sort of compute is not affordable to any mortals.

Using copyrighted material is not the same thing as copyright infringement. You need to (re)publish it for it to become an infringement, and OpenAI is not publishing the material made with their tool; the users of it are. There may be some grey areas for the law to clarify, but as yet, they have not clearly infringed anything, any more than a human reading copyrighted material and making a derivative work.

Yeah, the ingestion part is still to be determined legally, but I think OpenAI will be ok. NYT produces content to be read, and copyright only protects them from people republishing their content. People also ingest their content and can make derivative works without problem. OpenAI are just doing the same, but at a level of ability that could be disruptive to some companies. This isn’t even really very harmful to the NYT, since the historical material used doesn’t even conflict with their primary purpose of producing new news. It’ll be interesting to see how it plays out though.

Only publishing it is a copyright issue. You can also obtain copyrighted material with a web browser. The onus is on the person who publishes any material they put together, regardless of source. OpenAI is not responsible for publishing just because their tool was used to obtain the material.

Would that give Ukraine a chance to join NATO? They weren’t allowed to join until hostilities were over iirc.

Your friend was right.

The human brain is a fickle thing. Most people experience optical illusions in the same way as each other. There’s just certain patterns that tend to trick our brains. The same problems occur with memories. Certain patterns of memories are misremembered in similar ways between different people. Nothing as mysterious as some people think.

And imagine how many carbs you’re getting with your lentils. If you’re on a diet, getting your protein from lentils is pretty much impossible. Also, plant proteins are not as digestible as animal protein, so you need to add another 10-15% to your lentils to make up for that.

TVP is awesome. I pad out my meat with it. It’s a great way to cut down on your meat and really doesn’t distract from the meatiness at all. Beans and lentils have a texture, flavour, and mouth feel that is quite overwhelming and is really inescapable if you’re having any reasonable quantity of them.