For the longest time, I’ve been trying to figure out a way to “survive” in this new AI age without having to fork over a ton of money just to keep up. I’ve tried using local models via Ollama, and while they definitely work to a degree, they’re (unsurprisingly) not as good as the big model providers.

The local models tend to

  • Forget what they’re doing
  • Struggle to break larger tasks into smaller ones
  • Lose focus easily
  • Have weaker coding performance
  • Drift over longer sessions

So to improve the reliability of fully local, smaller models (and to keep all my data local and in my own network), I created Coyote.

It’s a local-first, batteries-included command line tool and runtime for building and running LLM workflows locally. It’s model agnostic and supports things like

  • Agents and agent delegation
  • Roles/personas
  • MCP Servers
  • RAG
  • Custom tools
  • Macros
  • Workflow Scripting

A lot of the features it supports are specifically designed to compensate for weaknesses in smaller local models. For example:

  • Auto continuation to keep pushing models to completion instead of stopping halfway through problems
  • Parallel agent delegation so tasks can be split into smaller, focused scopes
  • Workflow-based execution (“If this, do that”) for building more reliable and repeatable automations

It also supports the major cloud providers if you want them (which definitely helped while testing 😄), but my long-term goal is simple:

Get as close as possible to Claude Code-style reliability using fully local models.

I’m always open to feedback, questions, or ideas.

Repo: https://github.com/Dark-Alex-17/coyote

    • Dark-Alex-17@lemmy.worldOP
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      24 days ago

      Yeah… 😅 I originally named it Loki because, well…if you leave LLMs unsupervised they just create mischief. Any ideas of a good rename? I’ve gotten this comment before and I just couldn’t think of anything good.

      • [object Object]@lemmy.ca
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        24 days ago

        I feel like that well describes a border collie.

        Wants to do stuff, but if you don’t attend they’ll find stuff to do.

        • Dark-Alex-17@lemmy.worldOP
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          23 days ago

          Do you have a GitHub and would you be willing to share it with me so I could credit you with the name? No worries if not, I can least link to your Lemmy profile instead of you prefer. I just don’t want to change it without giving credit.

        • Dark-Alex-17@lemmy.worldOP
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          24 days ago

          Ooh I like Coyote! That’s definitely in the running now. Not to mention that’s really a really cool allusion to Native American mythology!

          • MalReynolds@slrpnk.net
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            23 days ago

            Not to mention road-runners (humans) and ACME (OpenAi, Anthropic etc.) extending the metaphor in a different direction… Wile.E. (coyote, suupergenius) might be another name option.

            Ahh, ninja’d, I’ll leave it as another vote.

          • Helix 🧬@feddit.org
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            23 days ago

            Or Coyode (mixture between code and coyote, could be written co[yo]de for extra yo). Only has 4 duckduckgo results so easily searchable and distinguishable.

            • Dark-Alex-17@lemmy.worldOP
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              23 days ago

              After sitting with Coyote for a while, I’m really liking the name. Before I get too attached, any other ideas? (Just to make sure I stay objective 😛)

              • jackal@infosec.pub
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                23 days ago

                Stop overthinking it and use it. It seems like the consensus is in the approval of your choice.

                • Dark-Alex-17@lemmy.worldOP
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                  23 days ago

                  Works for me. I’ll refactor that and rename it tomorrow and hopefully have a new minor release sometime this week. It’ll be another baking change release so I’ll need to attach a couple commands to the release notes to make it easy to migrate.