1,513 questions
Advice
0
votes
1
replies
48
views
How do I provide persistent instructions to VSCode agents regardless of workspace used
I want to provide persistent instructions (things to always do and practices to always follow) regardless of the workspace or coding language used. I have asked the agent about this and essentially ...
0
votes
0
answers
59
views
How to transfer_to_agent when escalate in a LoopAgent using Google-ADK
Does LoopAgent return control to parent after escalate in Google ADK?
I'm using Google ADK with this structure:
root_agent (LlmAgent)
└── loop (LoopAgent)
├── generator
├── critic
└── status_checker (...
-1
votes
0
answers
130
views
LangChain ≥1.0.0: What is the replacement for create_react_agent / create_tool_calling_agent in 1.1.3?
I trying out LangChain for my project,but most of the documentation and blogs use classic version LangChain 1.1.3 and I am confused about what the replacement is for agent creation APIs.
What worked ...
1
vote
0
answers
61
views
FIRECRAWL_API_KEY Id is not getting value from .env file
I was following the Advent of Agent and was building the multi-agent app with Firecrawl.
When I am using this line FIRECRAWL_API_KEY: "${FIRECRAWL_API_KEY}" inside the research_agent.yaml ...
Advice
1
vote
0
replies
45
views
What is the best pattern for triggering N sub-workflows in parallel and resuming main workflow when all complete?
I need to trigger a dynamic number of sub-workflows in parallel (around 100)
and wait for ALL of them to complete before continuing the main workflow.
I’ve implemented a solution but I’m wondering if ...
1
vote
0
answers
75
views
Azure PersistentAgent - How to download a file created by the model
using Azure.AI.Agents.Persistent;
using Azure.Identity;
using Microsoft.Agents.AI;
using Microsoft.Extensions.AI;
public class DemoFileDownload
{
// insert main method
public static async ...
Advice
2
votes
0
replies
186
views
Building a free of charge AI Voice agent with only open-source tools
Hii I am trying to build a AI Voice agent with only open-source tools. I am planning to use Kokoro TTS for TTS and this code instead of LLM but I am not sure about STT and other things that maybe ...
2
votes
1
answer
131
views
How can I create a tool for langgaph's agent to save data in db?
I created an agent using Langgraph in Python, and I developed a tool for them to save a todo in a database. But that tool doesn't work and raises an error!
I use SQLAlchemy to connect to the DB.
This ...
2
votes
0
answers
104
views
Speed up LangGraph REACT + RAG.(Multi-Agent Chatbot)
I’m trying to reduce latency in a LangGraph-powered chatbot that uses 14 REACT-style agents. The RAG layer pulls external knowledge from a vector DB.
The issue:
The REACT reasoning loop triggers ...
0
votes
1
answer
52
views
Langgraph Supervisor SDK not storing states
I am developing a langgraph agent ( Python ) using langgraph SDK,langgraph supervisor. My agent has this structure below
Primary Agent ( which will route requests to the appropriate sub-agent )
It ...
1
vote
1
answer
226
views
Handling LangGraph ToolExceptions in a REPL
I have a LangGraph agent that is supposed to interact with the user in multi-round conversations and perform modifications to a kubernetes environment. I am using an external Model Context Protocol ...
2
votes
1
answer
249
views
Making a LangGraph agent change its internal state
I'm building an AI agent using LangGraph. It makes use of a custom state class that contains a message history and a string value for the user's name.
I want to make the agent able to update its state ...
0
votes
3
answers
202
views
Using a tool from a local Model Context Protocol server in a synchronous manner
I'm working with LangChain and its Model Context Protocol implementation. I have launched a MCP server that exposes an interface that provides some tool on port 3000. This means that the tools should ...
0
votes
1
answer
140
views
google ADK a2a SSE
I implemented an agent to be called by an orchestrator using a2a.
Both agents are running and the ADK works well with it, however since I have a long-lasting session on the sub-agent (called through ...
2
votes
1
answer
402
views
Using member functions of a class as LangGraph tools
I'm writing an agent using the LangChain and LangGraph libraries. I want to make my agent able to interact with files but only inside of the local directory, so I am writing a family of tools that are ...