Langchain shows the AI ​​ambassigned

Ai Ai Shows a promise, when he willingly yields if one employee was enough, or if they should pick up money by building Network unitch online This applies to other principles.

The test company Belt wanted to approach the answer to the question. Missed a number of update to a number of upgrades that it had been what a person would marry have a border of the back and equipment already their behavior It begins to rock. This attempt may be able to understand the task that requires not to be a number of agents.

In postLangchaain explained about the experiment that occurred with one part of the support and embarrassment. The main question hoped for the expectation was, “What is the only help of the instruction and equipment, and then see the workplace?”

Langchaain decides to use Check the employee Because it is “one of the main construction of the original.”

While the test benchmark often brings out the misleading resultsLangchaain decided to reduce two tests of the easiest agent: Answer questions and correct meetings.

“There are a lot of notifications available for using an instrument and a testing device, but as a result of this attempts, we wanted a helpful exam.” Langkain wrote, “Langkain wrote. “This agent is our internal help, with two-employed responsibilities – reply and repairs to the meetings and help them customers and their questions.”

Poangs of Langchain test

Langchain mainly used to be used already made through his Langgraph tower. The assistant showed the larger porn characters (llms) which became part of Benchmark tests. This includes anthropic’s Claude’s sonnet, Llama-3.3-70b and Trio of the opening of Oretai, GPT-4o, O1 O3-mini.

The company was scheduled to try to make the best of e-mail performance on these two activities, and make a list of what they have to follow. Started with an email address, which looks for how an e-mail receives the email from the customer and responds with the answer.

First Langchaain to monitor the order tool, or equipment to support agents. If the agent followed the correct order, it went on the test. Then, researchers requested the agent to respond to an email and use LLM to judge her job.

For the second work of work, a calendar study, the belt focused on the subject to follow instructions.

“In other words, the agent must bear in mind the right instructions provided, as have to have meetings with different parties,” researchers wrote.

Increased agents

If they define slices, Langchaains are downloading stress and add to an email address.

It sets every 30 task on a calendarian study and customer’s support. This flowed three times (for 90 speed). The researchers have already made a calendar of a calendar and an agent resemblance to work.

Langkain’s “ancient cancer automatically reaches a calendar, and customers justify customer’s support,” Langkain’s help explained.

Then researchers added more tasks and equipment to help supplies to increase the amount of titles. This may vary from human resources, convincing, to obey the rules and associated with other areas.

To send one

After driving the test, Langkain realized that the souls would be too busy to be told to do so much. He began to forget to call or could not respond to many instructions and cooperation.

Langchahan realized that the game of the game using GPT-4o “did the worst of the GPTAs-3

Other photos didn’t work well. Llana-3.3-7 24Do forget to call_by, “so it failed any test.”

The penalty-3.5 penalty and Connet, o1 and o3-mini all remembered to call tool, but the Claude-3.5-sonnet was very sick than two types open. However, performance of O3-Mini-quiritarian engineers are added to the instructions of monitoring.

Customer can call a lot of equipment, but because of the tests, Langha says ClaD-3.5-mini did well and o1-mini and O1. It also showed a strong dot while many parts were added. In the window what is happening, however, Clau Lur’s version do well.

GPT-4o did a defilement between the sorted types.

“We saw that it was all the story, the following suggestions were held. Our activities were made to follow Niche Terms (ie, never acting to make EU customers),” Langkain was known. “We realized that these instructions were successfully followed by fewer areas, but the amount of names, these instructions forgot, and the activities failed.”

The company said it will check the way you can see a number of constructs with one way to work which is on the work.

Langchain has already been set in the performance of the agents, as they tell The idea of ​​”agents who“Or the agents who go back and are caused by special events. This test can change the way it can be better to show work.