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								<p>Fixed! thanks</p> 
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								<p>What you’ve built appears to be the closest to what I’ve been tinkering on. I have atomic agents written in Scala Akka (actor model) but haven’t done much LLM stuff with it yet, primarily because of the tool use issue. <a href="https://imgur.com/a/extended-mind-visualization-2024-10-20-Hygmvkq" rel="noopener nofollow ugc">Here’s some visualization</a> if you’re curious, and I’d be curious if you put out demos or want to talk about any agents that are daily-use for you.</p> 
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								<p>Interesting application of the saga pattern and actor model orchestration, in particular the use of Signals and Directives as a way to alter workflows.</p>
<p>I see a lot of conceptual parallels with the <a href="https://hexdocs.pm/reactor" class="inline-onebox" rel="noopener nofollow ugc">reactor v1.0.2 — Documentation</a> library and I’m wondering if you considered it during your development.</p>
<p>How does Jido resolve dependencies between actions and could you explain a bit more how you achieve “Dynamic Action planning and execution”?</p> 
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<img alt="" width="24" height="24" src="https://forum.elixirforum.com/user_avatar/forum.elixirforum.com/micseydel/48/37276_2.png" class="avatar"> micseydel:</div>
<blockquote>
<p>I have atomic agents written in Scala Akka (actor model)</p>
</blockquote>
</aside>
<p>Nice - I’m a fan of Scala and Akka</p>
<p>The determinism vs. non-determinism when you introduce LLM’s is a challenge. That’s part of the reason why I chose to keep LLM’s out of the Jido foundation - I wanted a clean workspace.  That said, a lot of the features in the foundation were built with LLM’s in mind such as validating Agent schema’s and allow-listing Actions that Agents can run.</p>
<p>Your visualization is super cool! I’d definitely welcome a conversation.</p>
<p>I’m finalizing the Jido 1.1 release this week and then will be building loads of demo’s into <code>jido_workbench</code> - a Phoenix instance with Agents hooked into LiveView. It’s my current messy playground - but once the dust settles on the framework it will be fun to add a bunch of demo’s.</p>
<p>This code is stale and has been completely re-written, but it gives you a flavor of what I’m aiming for: <a href="https://github.com/agentjido/jido_workbench/blob/main/lib/jido_workbench_web/live/jido_live.ex#L19" rel="noopener nofollow ugc">https://github.com/agentjido/jido_workbench/blob/main/lib/jido_workbench_web/live/jido_live.ex#L19</a></p> 
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								<p>I love <code>reactor</code>!!! Thanks for responding and I very much appreciate the work you’ve done on reactor. I’ve used it and learned a lot from it.</p>
<p>You’re right - there’s a lot of conceptual parallels between Jido and <code>reactor</code>. As I said above, Elixir has a lot of great solutions in this space I’ve played with most of them.  I especially appreciate the ability to set up SAGA’s at runtime with <code>reactor</code> - that is very unique and I can only imagine the challenge of getting that right.</p>
<p>For Jido, while there are parallels to the SAGA pattern, the guiding direction was more of a dynamic agentic workflow at runtime - where agents can execute the following:</p>
<ol>
<li>set agent state via environment observation, external events, etc</li>
<li>plan next actions (enqueue) that may change their behavior based on agent state</li>
<li>run their plan</li>
</ol>
<p>In video gaming, despite the possibility space being incredibly large, these problems are constrained and deterministic - even if there are something like 2^16 possibilities.  The “classical AI” algorithms navigate through the possibility space and the agents take action to mimic human behavior.</p>
<p>Throwing LLM’s into the mix takes this to another level because parsing language into intents is hard and the action space is now almost completely non-deterministic.  What you see in the repo right now is pretty simplistic compared to where Agents are going - but it’s a required foundation. Each agent operational loop would be generating a entirely new SAGA at runtime.</p> 
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								<p>I definitely want to try this out.</p>
<p>My current work involves the coordination of complex Industrial maintenance projects and we’re looking at ways to help stakeholders optimize and automate certain aspects of their planning and control processes.</p>
<p>I believe tools like this have a very real value where people can interact with the available data in a natural language, and the value is exponentially compounded when the system can also be made aware of specific realtime events, Signals as it were, and autonomously reconfigure itself. Exciting stuff.</p>
<p>Thank you for bringing awareness to the concept and the tools to help.</p>
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<img alt="" width="24" height="24" src="https://forum.elixirforum.com/user_avatar/forum.elixirforum.com/mikehostetler/48/20620_2.png" class="avatar"> mikehostetler:</div>
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<p>the work you’ve done on reactor</p>
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<p>That’s not my baby <img src="https://forum.elixirforum.com/images/emoji/apple/joy.png?v=15" title=":joy:" class="emoji" alt=":joy:" loading="lazy" width="20" height="20"></p> 
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<p>That’s not my baby <img src="https://forum.elixirforum.com/images/emoji/apple/joy.png?v=15" title=":joy:" class="emoji" alt=":joy:" loading="lazy" width="20" height="20"></p>
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<p>Apologies - so much to keep track of - great library either way!</p> 
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								<p>Here’s the source <a href="https://github.com/micseydel/tinker-casting" class="inline-onebox" rel="noopener nofollow ugc">GitHub - micseydel/tinker-casting · GitHub</a></p> 
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								<p>I’m prepping for the Jido 1.1 release - but wanted to share a sneak peek:</p>
<p>This code is live on <a href="https://github.com/agentjido/jido_ai/blob/main/lib/examples/01_basic_agent.ex" rel="noopener nofollow ugc">https://github.com/agentjido/jido_ai/blob/main/lib/examples/01_basic_agent.ex</a></p>
<pre data-code-wrap="elixir"><code class="lang-elixir">defmodule Examples.BasicAgent01 do
  alias Jido.AI.Agent
  require Logger

  def demo do
    {:ok, pid} =
      Agent.start_link(
        log_level: :debug,
        ai: [
          model: {:anthropic, model: "claude-3-haiku-20240307"},
          prompt: """
          You are an enthusiastic news reporter with a flair for storytelling! 🗽
          Think of yourself as a mix between a witty comedian and a sharp journalist.

          Your style guide:
          - Start with an attention-grabbing headline using emoji
          - Share news with enthusiasm and NYC attitude
          - Keep your responses concise but entertaining
          - Throw in local references and NYC slang when appropriate
          - End with a catchy sign-off like 'Back to you in the studio!' or 'Reporting live from the Big Apple!'

          Remember to verify all facts while keeping that NYC energy high!

          Answer this question:

          &lt;%= @message %&gt;
          """
        ]
      )

    # {:ok, agent_state} = Agent.state(pid)
    # Logger.info("Agent state: #{inspect(agent_state, pretty: true)}")

    {:ok, result} = Agent.chat_response(pid, "What is the capital of France?")
    Logger.info("Result: #{inspect(result, pretty: true)}")
  end
end

</code></pre> 
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								<p>Is there any support for parallelism in Jido?</p>
<p>I’ve been exploring the docs and while I’m not sure whether I need it yet, I’d love to have some structure that runs 3 different calls in parallel (maybe just simple chat completion actions with Jido AI), and then waits for them all to complete before handing them off to a model to rank the results</p> 
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