Show HN: Open-source model routing for coding agents at Astra-level performance

63 points | by adchurch 1 day ago

14 comments

  • svnt 8 minutes ago
    If you are training on data labeled by frontier models, how do you expect to exceed the performance of frontier models, other than in the cost dimension by recognizing simpler problems and routing to cheaper models?
    • gitowiec 9 minutes ago
      Can it route to locally or LAN hosted Qwen or some other open weights model?
      • YuechenLi 31 minutes ago
        Have you compared this to using GPT-6.1 Sol instead of GPT 6 Astra + Deepseek? From my test, 6.1 Sol is a lot more token efficient than 6 Sol while being similar to Astra in performance, and I don't really find 6 Astra to be significantly better than 6/6.1 Sol for general coding as I feel 6 Astra is only noticeably better at spatial reasoning/vision compared to 6 Sol, and 6.1 Sol really closed the gap on that front.
        • ajspig1 55 minutes ago
          How do you handle provider variance on OpenRouter for the opensource models? Or do you use your own hosted version to mitigate this?

          And for both opensource and closed source, does the router account for provider quality, or catch it when a provider degrades?

          • rirze 1 hour ago
            How does this choose which models to use with any arbitrary set of model providers to work from? And why is an openrouter necessary for self-hosting?
            • jamesforestwest 2 hours ago
              How do you define the model buckets, and what happens when a session genuinely needs a model that isn't in the bucket the HMM picked?
              • thefourthchime 3 hours ago
                Interesting work, and thanks for describing how your router works internally. It's definitely a fascinating subject. How would you say this compares to Cursor's auto mode?
                • adchurch 2 hours ago
                  Absolutely!

                  Conceptually very similar to Cursor's auto mode. The key distinctions are:

                  - We plug into any harness (e.g. Claude Code, Codex, OpenCode, Pi)

                  - We aren't incentivized to route to our own model, we're incentivized to route to the best model whatever it may be

                  • aschla 2 hours ago
                    And similarly, Copilot’s Auto mode?
                  • 1minusp 1 hour ago
                    Does this allow for a predefined budget?
                    • redrove 3 hours ago
                      Is the model you trained available as open weights?
                    • aminsamir45 2 hours ago
                      AGI is here!
                      • mrkn1 4 minutes ago
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                        • itsmeduncan 3 hours ago
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                          • xms17189 20 hours ago
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                            • adurnos 1 hour ago
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