[2025 AI Large Model Wilderness Survival Weekly]

Stop coding, go "Summon Ghosts"!

Karpathy's recent summary really made me anxious. This week, I pieced together that fragmented information into this "Survival Map."

1. Intelligence is no longer a cylinder but a "Spiked" 🌵
Don't expect models to be all-powerful superheroes anymore. 2025 is the era of "Jagged Intelligence." It may write mathematical derivations like a genius, but turn around and write a leave request like a primary school student.

Accepting this randomness is the first step toward 10x combat power.

2. "Skills" inject soul, "Protocols" install limbs 🧠🦾
The hottest debate this week is Skill vs MCP. It's not that complicated:
- Skill is your "secret recipe" for teaching AI (how to reconstruct, how to create UI that matches your company's aesthetic).
- MCP is your AI's "universal socket" (reading databases, browsing Notion, scraping GitHub).

3. The professional earthquake for programmers: the 10x gap is real 🌊
If you're still struggling with how to write a React Hook instead of thinking about how to orchestrate an Agent workflow, then you might be standing on the other side of the chasm.
The current core competitiveness is Context Engineering. Code is just a byproduct; your "intent orchestration" is the hard currency.

4. Our "Open Source Manual" 🛠️
This week, I stored visual arrangements of Z Code, quick switching of CC Switch, and that skills marketplace similar to App Store.
Current tool iterations are so fast that there's no time to write documentation; the best manual is the failure log you just ran yesterday.

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💡 Ramblings
There are no standard answers in 2025. Don't wait for a guide; even guides get lost. The only thing we "Ghost Summoners" can do is roll up our sleeves and fill that 10x knowledge gap.

#AI #AgenticCoding #VibeCoding #Karpathy #ProgrammingLife