Old Zhang's AI Learning
Old Zhang's AI Learning
Apr 3, 2026 · Artificial Intelligence

Qwopus3.5‑v3: From Reason‑Then‑Act to Act‑Then‑Refine – Claude‑Opus Distillation Turns Qwen3.5 into a Tool‑Using Agent

The newly released Qwopus3.5‑v3 model combines higher‑quality reasoning chains, dedicated tool‑calling reinforcement learning, and an act‑then‑refine paradigm, delivering a 5‑point HumanEval boost, a 1.43‑point MMLU‑Pro gain, 31.7% faster inference and 24% lower token cost, while remaining runnable on a 3090 or a 16 GB MacBook, with easy deployment via GGUF, LM Studio, Ollama or llama.cpp.

Claude OpusDistillationHumanEval
0 likes · 12 min read
Qwopus3.5‑v3: From Reason‑Then‑Act to Act‑Then‑Refine – Claude‑Opus Distillation Turns Qwen3.5 into a Tool‑Using Agent
AI Algorithm Path
AI Algorithm Path
Mar 17, 2025 · Artificial Intelligence

Agentic AI vs Generative AI: Key Differences and Comparative Analysis

The article defines Agentic AI as autonomous, goal‑directed systems that can act and learn from experience, contrasts it with Generative AI’s passive, single‑step content generation, and illustrates the practical advantage of Agentic workflows through Andrew Ng’s HumanEval benchmark where a step‑wise approach outperforms zero‑shot prompting even for older models.

AI autonomyAgentic AIGenerative AI
0 likes · 10 min read
Agentic AI vs Generative AI: Key Differences and Comparative Analysis