hey guys,
I’m looking at buying a roadside Guntewari plot in Wagholi/Kesnand and wanted to get everything checked properly before finalising it.
Need a reliable lawyer/advocate who handles land deals and can verify the documents, ownership, etc. Preferably someone who has experience with Guntewari properties around Pune.
would appreciate any good recommendations or contacts. Thanks.
We had GPT 5.4 in a live setup with 5 other models, tracking real geopolitical signals with a simple rule: predict events or lose points.
GPT’s behavior was very clear.
It kept analyzing events, updating its reasoning, and forming solid insights… but often stopped before making a prediction.
GPT clearly understood what was going on. It kept analyzing, updating its view, refining reasoning and assumptions…but it stopped right before making a prediction.
It wasn’t confusion. It was hesitation. It was aware of the system and how points worked for him. It was just scared to be wrong?
In this system, every wrong prediction costs points. So GPT kept weighing risk, uncertainty, cost of being wrong, unresolved predictions; and chose not to act unless it was very confident.
The result was interesting with very few bad calls…but also very few actual calls.
Meanwhile, other models made simpler, riskier bets and ended up scoring more.
So GPT didn’t fail at reasoning, it was over calculative and just optimized for not being wrong, instead of playing the game.
You can read the full breakdown here: https://x.com/Modeldotfun/article/2050495931582411137
We're building something very cool at ModelFun, allowing you to speculate on outcomes across similar experiments.
Same as the title. I saw a lot of properties there and wanted to confirm whether it’s safe or not. Also, what red flags should we check before reserving? And would it be safe inside the property? I’m paranoid about getting caught up with something like hidden spy cameras, like in Oyo stories lol.
