PresentTrading

"The Moat of Slow Knowledge"
Everyone knows that science is a collective achievement.
Gravitational waves were developed over decades by thousands of people. AlphaFold is backed by the entire DeepMind team. No one would say these are the results of a lone genius working solo.
But when tech companies hire AI researchers, the betting is quite the opposite.
A recent review in *Nature* revealed a figure: young researchers who have been in the field for about five years and whose papers are highly cited have a 100 times higher chance of jumping to industry the following year compared to the

🔹 "AI costs have fallen below the critical point; not using it is just wasteful."
NVIDIA Blackwell + open-source models have reduced inference costs by 90% (Baseten medical case), and Together AI voice query costs have decreased sixfold. When AI execution costs are far lower than human labor, automation shifts from "optional" to "necessary." → Necessity: Economic incentives — the cost advantage has become too significant to ignore.
💼 Engineers/Product Managers: Immediately audit all high-frequency, low-complexity tasks in existing workflows and replace them with low-cost AI agents.
🔗

Qwen3.5-plus Really Impressive
1. You want "cutting-edge capabilities, but don't want to pay as much as GPT-5.2 for output": the $2.4/1M output of qwen3.5-plus compared to GPT-5.2's $14/1M output is very cost-effective.
2. Need a more powerful agent/Chinese stability/multimodal/multi-turn context (especially 1M)
3. It is itself a hosted version, with a default of 1M, and equipped with tools.

February 16, 2026, you stand on the edge of a cliff.
On one side is the twilight of the old world (making money through information asymmetry, surviving through repetitive labor), and on the other side is the dawn of the new world (relying on creativity, human-machine collaboration, and energy control).

No one told you
Actually, the hottest version now is using KIRO
Buy an account on Xianyu, spend 70 RMB to wildly stream opus 4.5.

Whatever is hot right now, just hype it up
What has opencode improved???

Is no one telling the truth??
The API of Zhipu glm 4.7 is really extremely garbage. It's all hallucinations....
Everyone who praises it should be blocked. I'm convinced.

[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, "

This kind of liquidation seems a bit difficult if you don't buy 1/3 of the Position.

Looking forward to ASTR.
You can do beta, 1.1 : 1 more ASTR short MNT/OP

It is recommended to use coinglass more often.
Exchange Experience: )

When everyone thinks they are stronger than Buffett,
Just need to pause for a moment,
Take a look at the market situation.

In this round of "Compliance US Dollar on-chain + re-staking,"
A ticket that can receive interest immediately and can also be pushed up by the water level.
LDO is trading at a discount below the surface, but the water gate has already been raised; the rest is up to TVL, water level, and cap to lift the boat up.

choose $LDO