Blog
Explore LLMs, API development and latest tech trends — share technical insights from the 8341TokenFactory team
LLM API Bill Suddenly Doubled? SiCore Engineers Break Down 4 Hidden Token Black Holes
Let me start with the conclusion: when LLM API costs spike, 80% of the time it's not an attack—it's a few inconspicuous calling habits in your code quietly
How to Choose an LLM API Aggregation Platform? A SiCore Engineer Breaks Down Four Hard Metrics
Let me start with the conclusion: if you're running a business in China, the number of models is the least important metric when choosing an LLM API aggreg
token8341 Retrospective: A Customer Service Bot Bill Three Times Over Budget — Where Did the Money Go?
Let's start with the conclusion: when a customer service bot burns money, 80% of the time it's not because the model's unit price is expensive, but because
token8341 Technical Deep Dive: After the Intelligent Customer Service Midnight Avalanche, I Took the Model Gateway Apart Again
Let me start with the conclusion: a model gateway is not as simple as "connecting to a few more APIs" — it is a layer of infrastructure that must withstand
After DeepSeek Appeared at the UN Security Council: The Three Hurdles of Compliant Large Model API Access, from the Perspective of a Silicon-Carbon Phase-Change Engineer
A while back, DeepSeek was named during the UN Security Council's discussion on AI security, and this spread quickly in tech circles. My first reaction was
SiCore Phase Change: Calling GPT-4o the Same Way — Why the Bill Differs? The Cost Structure of Large Model API Pricing
The same GPT4o API can be quoted 30% or more differently between Platform A and Platform B. This isn't because someone is doing charity, nor because someon