WEBVTT 00:00.200 --> 00:01.720 Let me go and show you the link. 00:01.720 --> 00:02.080 Smith. 00:02.120 --> 00:02.640 Trace. 00:03.160 --> 00:05.640 So I first want to go and log in. 00:08.000 --> 00:10.800 Let me go to the react algorithm project. 00:12.760 --> 00:14.640 And we can see now the trace. 00:14.800 --> 00:18.680 So we have two LM calls and one tool execution. 00:18.840 --> 00:21.280 So let's start with the first LM call. 00:21.480 --> 00:25.240 And we can see now that this was the input. 00:25.240 --> 00:34.000 And the result was a tool call with the function of get text length with the text equals to dog as input. 00:34.400 --> 00:37.800 So we can see also the tool call ID here. 00:38.000 --> 00:44.280 Now one thing which I like about blacksmith, you can see now that the tools here was actually a call 00:44.320 --> 00:44.760 tool. 00:44.800 --> 00:51.240 So Langschmidt is able to do it because we propagate through the entire life cycle the tool call ID. 00:51.440 --> 00:53.960 So Linkchain knows also to track it with Dan Smith. 00:54.120 --> 01:00.080 So here we can see the tool execution of a the function of get text length. 01:00.320 --> 01:02.720 Now we can see the input. 01:02.720 --> 01:04.440 We can see the output. 01:04.480 --> 01:06.310 Let me go and show you. 01:06.470 --> 01:08.870 The last message to the LM. 01:09.030 --> 01:11.630 And notice the list of messages we sent. 01:11.670 --> 01:14.470 Here we send the input, which was the first message. 01:14.470 --> 01:16.430 The second message was the tool call. 01:16.710 --> 01:18.550 The third message was the tool result. 01:18.550 --> 01:20.230 And then we get the output. 01:22.150 --> 01:22.870 Amazing. 01:22.870 --> 01:26.070 Let me go back to the code and let me commit everything. 01:26.310 --> 01:29.270 So I opened Cloud code in the right here. 01:29.270 --> 01:34.430 And I'm actually going to ask Cloud Code to create a commit message for me. 01:34.670 --> 01:40.830 And I actually found cloud code commit messages very, very appealing because they're short, they're 01:40.830 --> 01:41.670 descriptive. 01:41.670 --> 01:43.630 And I really like the formatting here. 01:43.910 --> 01:46.030 So let me simply write the prompt. 01:46.030 --> 01:49.510 I'm going to give it a quick hint that this commit is about tool calling. 01:49.710 --> 01:52.950 And you can see it's going to run the changed files. 01:52.990 --> 01:54.430 Git status git diff. 01:54.470 --> 01:56.790 Going to see exactly what we changed. 01:56.790 --> 01:59.510 And it's going to draft now a commit message. 02:00.030 --> 02:03.670 So let me say that we want to track the main.py file. 02:03.950 --> 02:06.430 And boom we can see now the commit message. 02:06.470 --> 02:09.860 And I'm always amazed by how amazing AI eyes. 02:09.980 --> 02:11.060 And so check it out. 02:11.220 --> 02:16.220 So in the description it's called replace react algorithm with link chain tool calling approach. 02:16.580 --> 02:20.140 We remove the manual react prompt template in parsing logic. 02:20.380 --> 02:24.100 We implemented the binding tools to direct integration with LLM. 02:24.380 --> 02:25.500 And this is what amazes me. 02:25.540 --> 02:29.740 Replaces the agent scratchpad tracking with message based conversation flow. 02:29.900 --> 02:32.260 So this is this is simply amazing. 02:32.540 --> 02:37.020 And let me say that I want to proceed and I want to commit this message. 02:37.900 --> 02:40.180 So now it's going to run this command. 02:40.900 --> 02:46.700 And once it's finished now I can go and push everything to the remote repository. 02:49.100 --> 02:51.420 So let me go to the GitHub repo. 02:51.420 --> 02:56.540 And here you can see the exact diff and everything we just showed you in the video. 02:56.700 --> 03:01.540 And that will also be linking it in the courses and resources in the videos. 03:01.540 --> 03:02.220 Resources. 03:02.780 --> 03:05.060 So yeah that's pretty much about tool calling. 03:05.100 --> 03:06.620 Hope you enjoyed this video. 03:07.100 --> 03:08.660 Please let me know what you think. 03:08.820 --> 03:13.260 And this is the natural evolution of the react prompt.