LLM Model

| Model                | Total | Active | Context | Vision |

|--------------------|---------|---------|-----------|--------|

| GLM-5.3-Flash | 320B  | 18B    | 1.3M     | Yes    |

| GLM-5.2           | 744B  | 40B    | 1M        | No     |

| Kimi-K2.6         | 1T      | 32B    | 256K     | Yes    |

Key Takeaways

GLM-5.3-Flash: Cheapest to run, longest context. Best for massive document processing and cost-sensitive workloads.

GLM-5.2: Best coding/reasoning in the GLM family. 1M context but no vision. Good for deep technical work.

Kimi-K2.6: Frontier-scale (1T params), strongest agentic capabilities. Best for autonomous agents and multimodal coding tasks.

Recommendation

- Long docs + cheap → GLM-5.3-Flash

- Deep coding → GLM-5.2

- Multimodal agents → Kimi-K2.6

n8n nested loop problem

 nested loop not work in n8n.

Need extra config to make it work.

https://www.youtube.com/watch?v=VNcrPtcqpHo

n8n python container

 https://medium.com/@abhishekaryan2/n8n-task-runners-the-blast-radius-protocol-1b8388364597#:~:text=It%20can%20read%20your%20environment,stripped%2Ddown%2C%20isolated%20container.


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