Big companies and shareholders are pushing crayfish and AI agents to sell tokens, shouting loudly. What are you desperately shouting after?? If you are looking for the ultimate cost-effectiveness or maximum efficiency to bring you closer to the gods, let me tell you the cost-effective version answer I have found now, the Kimi 199 RMB package. Mainly unlocking three functions (other functions are also very useful, Kimi K2.5 and K2 Linking models) Can be used in multiple environments such as VSCode, JetBrains, Command Line (CLI), etc My own Vibe coding tools also use the Kimi API, and cost-effectiveness is the king. Everything else is just an illusion 1. Vibe coding is the king of simple code Kimi Coding: 7168 API calls per week (approximately 1000 times per day) Don't compare the performance with Claude at this price, no matter what you compare, I will compare the price with you! Kimi's unbeatable contextual memory ability, with 2 million words of context, can understand the entire codebase architecture at once. Read the entire Jin Ping Mei book at once without forgetting. Whatever you compare to me, I compare my contextual memory ability to yours. 2. Agent Swarm - Parallel Task Processing Engine core mechanism One person becomes an army, I am a swarm of insects! "- When faced with complex tasks, automatically split and create up to 100 sub agents to work in parallel. Are you comparing your performance with mine? A Mac mini running 4 crayfish agents thinks it's amazing. I will directly take 100 cloud agents to work with you. Ability to compare with quantity. Complete the Twitter data crawling and analysis that can only be done by a single agent in a day in a few minutes. 3. Kimi Claw (Advanced Tool Call) - The official collaboration's native cloud open claw only requires the built-in Kimi API. It's the same as the full blooded version of Open Claw, except that Kimi's API must be used. What bike do you want at this price? Experience, pretend to be amazing, emotional value is the same. If you really play Openclaw for a few months, you will have to switch to Kimi in the end. You must pursue ultimate intelligence and consume hundreds of U per day for high-intensity use. Who can withstand it for a long time. It's better to hire a college student programmer than to have such financial resources. The most suitable, stable, and beneficial performance for AI agents now is to do simple and repetitive work. Staring at the market and searching for arbitrage doesn't require such high intelligence at all. 4!!!!!! Carefully analyze usage restrictions and suggestions Credit limit management (199 yuan/month) Agent Swarm+Kimi Claw+OK Computer: Share 40 times/month credit limit Kimi Coding: 7168 API calls per week (approximately 1000 times per day) Concurrent limit: Dual threading (can run 2 tasks simultaneously) Cost optimization suggestions Simple task: Use basic dialogue mode (without consuming agent quota) Complex tasks: Agent Swarm is only enabled (such as batch processing>50 files, multidimensional analysis) Programming task: Prioritize using Kimi Coding quota (not conflicting with Agent quota) ！！！ Not suitable for the scene!!!! High frequency trading (latency sensitive): Kimi Claw has network latency and is not suitable for microsecond level trading Confidential data processing: Data needs to be uploaded to Kimi Cloud, and sensitive financial/government data should be handled with caution Simple Q&A: Wasting Agent quota, basic conversation is sufficient Review: There is no solution to the national situation, let's take a detour.