Everyone is from somewhere. Cofounder and CEO @pinatacloud
Nebraska
Joined June 2011
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🤖 Made with AI
Popular belief is that a complex AI harness like Claude Code or Codex will improve the capabilities of LLMs in coding tasks.
But two separate studies show that the added complexity of the harness does not necessarily improve the accuracy of the coding agent. In some cases, it can triple the LLM token bill without giving you significant improvement.
Take the self-reported benchmark results of AI vendors with a grain of salt. Sometimes, running the same prompt multiple times on the same model-harness configuration will give you a spread that is wider than the improvement that vendors report on their harnesses.
Develop your own benchmarks/evals, run your own tests, make your own judgment.
4.533s.
How fast are you?
doses.fun/s/c3fe440f-9550-43…
Back in 2023, I wrote about consumable NFTs.
With advances in AI, consumable software is now here.
I built @dosesdotfun to test these ideas.
Give it a try doses.fun/?v=2
Built on @pinatacloud
Were the past 50 years just a way for us to create enough data to train AI?
doses.fun/s/0a3798e1-fa13-4b…
Kyle Tut retweeted
What’s your coding agent about to do with that API key?
We built Doorman to catch exposed secrets, suspicious instructions, and risky actions before they happen.
Open-source. Runs locally. Works with Claude Code, Codex, and Cursor.
pinata.cloud/blog/introducin…
Tokenmaxxing is the modern equivalent of automobile racing.
Did people need to go 103mph in 1906?
No.
But, it created knowledge that trickled down into everyday automobiles, improving capabilities and reliability for everyone.
You can create 50 new TikTok & Instagram accounts literally in the next hour with this.
Takes 5 minutes to set up.
1) Sign up on pamba.app and select the free plan
2) Go to the Accounts tab
3) Click "Buy Accounts" and select how many you want
4) Enter your usernames
5) Wait ~30 minutes for the accounts to be created
6) Set up your account warming configuration
7) Start posting your own videos
Not a single person has been banned or bot detected on our platform with over 500M views generated.
Traffic is 95%+ US because all the iPhones are actually in the US and are using US carrier SIM cards, with real phone numbers.
If you need more info please DM me!
Cities streets are dominated by foreign automakers.
The further you get away from cities, the more domestic it becomes.
Robotaxi will directly effect Toyota and Hyundai before it will effect Chevy and Ford.
Domestic automakers lost the cities a long time ago.
The more interesting question is how does the suburban middle ground play out?
NFTs + IPFS always felt like a solution here.
The fridge (with a wallet) would only accept NFT commands from the central white-listed wallet and the commands would be embedded as a verifiable IPFS CID in the NFT.
This prevents external hacking at the device level.
As long as the central wallet isn't compromised, you can guarantee the end device is operating as intended.
About a decade ago, @soumyab8 and I built a system to prevent precisely these kinds of attacks. The core idea was that commands issued to actuators (eg fridges) would have to furnish a safety proof that they fulfill the user's desired policy, thus preventing an attacker from wreaking havoc even if they have compromised a centralized controller.
The reviewers back in the day thought it was too far fetched. Hah.