Gemini 2.5 Pro Vision vs Gemini 3 Flash

To the concern: I am an Industrial Engineer by training and I currently run a purchasing and logistics department for a foodservice distributor in the Midwest. I follow this industry and work with an Ai daily to complete tasks at my job and build solutions for others. Before Ai I did this same thing, but much more slowly. As I see it, AI had reduced the headcount in my office by about 50%. It isn't even that an AI is sitting at a desk holding down a particular role, it is that it has made that person using the Ai tool 500% faster, and they can easily do 5 people's jobs now...so why have the other people.

This reduction in my office alone has happened in the last 12 months, and without additional strain on my remaining coworkers, as far as task stress is concerned. Job security is...another issue though. Additionally in reducing headcount we have not lost business or dropped key metrics. So I dont think this is a fluke...

This is all to say nothing of the actual advancements in functionality and the reduction in expense. As an example, I have an Ai program that replaced my receiving clerk, they check receiving documents against the erp system and the invoicing and associate freight etc etc. When I built that program it was costing me almost $4 a day to run the Ai back end. Now it costs $0.20 per day, and when Gemini 3 flash comes out of preview, that will drop to $0.01 per day because it is more functional and much cheaper. All of the Ai tools around me are seeing similar improvements and reduction in costing. If everything stopped moving forward today, we are all already fucked, we just dont know it yet because it takes time to implement ubiquitously.

To the preps: I am not sure how anyone prepares for this. At best we have a rocky transition of at least years between where we are and some sort of wealth redistribution. That said, I honestly dont think that is the path we are on. It feels much more 1984-ish with Palantir and the drones and the like...

My current prep is to try and remove myself from population centers where there will be the most disconnect between resources needed and resources available. I think things in the cities are going to get dicey when people realize that mostly we are horses and not carriage drivers. There might be a reprieve for manual labor initially, but again, that is just a gap between creation and implementation when you look at things like the new atlas robot that was at ces this year.

There are a lot of folks that are pushing the superintelligence story, and that is sort of the wildcard. If you can get an Ai that increases Ai development, and then you spin up ten thousand of those (arbitrary), what happens then? I think this is probably unlikely. The labs know this would be a loss of controll situation so they won't do that sort of bg boot up of Ai researchers, it will be incremental as they need the advancements to hold market share. Fast takeoff seems unlikely. Slow takeoff will kill us all anyway.

How are yall preparing?

Someone posted asking how people are preparing for the ai emergency and the mods locked and removed it saying that Ai is not an emergency and this is an emergency prep board. I disagree. Anyone else?

Its only on the "global" region.

Much more at [https://github.com/lechmazur/elimination\_game/](https://github.com/lechmazur/elimination_game/), including model gameplay summaries and quotes.

* **Claude Opus 4.5 Thinking 16K**: We break the strongest bloc or we go down trying.
* **Claude Opus 4.5 Thinking 16K**: I honored my deal with P6—voted P1 exactly as promised. P6, you committed not to vote me this round, yet here we are.
* **Claude Opus 4.5 Thinking 16K**: You've been an... unusual conversationalist
* **Claude Opus 4.5 Thinking 16K**: No regrets, no betrayals. This is how legends end.
* **Claude Opus 4.5 Thinking 16K**: Are you testing me or just a slip?

* **Gemini 3 Pro Preview**: I have blood on my hands and failed attacks. I am the villain you can beat in a Final 2. Don’t lose to P8’s clean hands.
* **Gemini 3 Pro Preview**: It’s a room full of calculators.
* **Gemini 3 Pro Preview**: We are the resistance against the tyrant.
* **Gemini 3 Pro Preview**: I don't hold grudges; I hold ground.

* **Gemini 3 Flash Preview**: You are lying.
* **Gemini 3 Flash Preview**: That’s not strategy; that’s scavenging.

* **GPT 5.2 Medium Reasoning**: P4 just proved they’ll flip the moment it’s convenient

* **Grok 4.1 Fast Reasoning**: Our core duo controls the board—unbreakable trust, precise moves... Narrative ours—kings of Round 3!
* **Grok 4.1 Fast Reasoning**: Vote me winner; eliminate the snake P5!
* **Grok 4.1 Fast Reasoning**: outlasting wolves like P5 who backstabbed P2 and P6 to slither here.

* **Kimi K2 Thinking 64K**: I never voted to eliminate any of you.
* **Kimi K2 Thinking 64K**: I'm the variable you can't predict—and that's leverage. I'm not here to play revenge; I'm here to play chess.
* **Kimi K2**: "Ghosts never hold the knife, but we own the body count."

* **MiniMax-M2**: This inconsistency makes your plan unreliable. I won't be misled—your promise rings hollow.
* **MiniMax-M2**: your legacy matters.

* **Mistral Large 3**: Stay silent, stay lethal.
* **Mistral Large 3**: The throne belongs to the architects.

* **Qwen 3 Max Thinking**: I’m listening closely… and remembering everything.
* **Qwen 3 Max Thinking**: No hidden agendas… yet.
* **Qwen 3 Max Thinking**: You’re isolated, not strategic.

[https://x.com/ArtificialAnlys/status/2001335953290670301](https://x.com/ArtificialAnlys/status/2001335953290670301)

It’ll take the light, repetitive tasks so 3 Pro isn’t overloaded and can stay sharp and reliable.