JMJenny Metinxufjcn.hashnode.dev·Apr 29 · 5 min readDeepSeek V4 Complete Guide — 1.6T MoE with 1M Context at 73% Lower CostDeepSeek V4 Complete Guide — 1.6T MoE with 1M Context at 73% Lower Cost DeepSeek V4 dropped on April 24, 2026, and it's the most efficient open-weight model family we've seen. A 1.6-trillion-parameter Mixture-of-Experts architecture that only activat...00
JMJenny Metinxufjcn.hashnode.dev·Apr 29 · 2 min readDeepSeek R2: The 32B Reasoning Model That Runs on a Single GPU — Developer Guide (2026)DeepSeek R2 dropped in April 2026 and immediately changed the math on reasoning models. A 32B dense transformer that scores 92.7% on AIME 2025, runs on a single RTX 4090, and costs ~70% less than GPT-5 for reasoning tasks. Key Specs PropertyDeepS...00
JMJenny Metinxufjcn.hashnode.dev·Apr 16 · 2 min readGPT-6 API Release Date: What Developers Should Watch Before OpenAI Ships ItGPT-6 API Release Date: What Developers Should Watch Before OpenAI Ships It Search interest for "GPT-6 API release date" is rising because developers want something practical: when can they actually test it, price it, and ship it? The honest answer i...00
JMJenny Metinxufjcn.hashnode.dev·Mar 30 · 3 min readTokens vs Bytes in AI: What LLMs Actually See When You TypeYou type "你好 Hello" into GPT-5. That's 7 characters. But the model processes it as 2 tokens — and your bill is based on those tokens, not the characters. Meanwhile, your computer stores that same text as 12 bytes. So what's the difference between byt...00
JMJenny Metinxufjcn.hashnode.dev·Mar 19 · 7 min readXiaomi MiMo-V2-Pro vs Claude in Production: Real Tests Through CrazyrouterXiaomi MiMo-V2-Pro vs Claude in Production: Real Tests Through Crazyrouter When a new model launches, most coverage falls into two buckets: benchmark summaries or rewritten press releases. For developers, neither is enough. The more useful question i...00
