External / Internal frameworks implementation (+ multi-agent)

[GALLLASMILAN]

How to implement our observability to external tools/frameworks like:

• crewAI
• https://github.com/awslabs/multi-agent-orchestrator
• langgraph
• autogen

multi-agent-system:

agent creates the traceId
generate flowId

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Call bee-agent-framework + observabilita

SINGLE agent

• tracing between javascript and Python languages ​​will be unified. In the python version of bee-hive, the emitter principle is already used. TODO: It will be necessary to provide the same trace interface -> so that the same thing is sent in both languages.
  @tomas.dvorak
• Single-agent support = We will use external frameworks (CrewAI, Atogen, AWS labs) and for each framework, we will need to make a "wrapper" that will compile events compatible with our framework from the internal emitter/log. For some frameworks, this will not even work, for example in AWS labs. => It will not work for those that do not support the emitter pattern (there will be more of these).
• In terms of compatibility of basic events, we will be able to provide most event names, but not data. So we will not be able to select specific data, such as rawPrompt now (an internal thing)

MULTI agent

• for support in the framework for "multi-agent systems" we will only support input/output in the first version. (for example -> now I started agent xx from crewUI, and now agent xx from crewAI has finished).
• "multi-agent approach" => We will support both (agent/workflow). This means that for example in aws-lab we can export a single agent and then use it within the workflow in bee, but we can also export the entire orchestration (multi-agent) and then use it in our bee. So we will have to provide instrumentation at both levels.

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Autogen

AUTOGEN ANALYSIS 👁

• docs
• github repo
• Engine Agents node.js alternative. But it is not an official repo and it is not production ready.
• Ollama + Autogen + OpenAI compatibility => does not work 👎

Aws labs

Multi-Agent (awslabs) ANALYSIS

• aws labs
• github repo = python + typescript
• Ollama
• Logging in Multi-Agent Orchestrator