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kirder24-code/README.md

Kirill D.

Solo AI and automation consultant based in Calgary, Canada.

I help solo SaaS founders and service businesses ship AI features that hold up in production - cost control, vibe-code audits, and reliable automation. Fixed scope, fixed price, async.

Featured product work

  • AroIQ Product Judgment Case - synthetic customer-data acceptance case built from Arolytics' public Product Manager role. Demonstrates data-contract thinking, historical reconciliation, semantic tag-mapping risk, separate confidence signals, regression checks, and human-owned ship/no-ship judgement.
  • Runcap - free local CLI that estimates, hard-caps, and losslessly compresses the cost of AI coding agents. MIT, 100% local.

Writing

Work with me

Fixed-scope AI automation for solo founders and service businesses. Start at launchsoloai.com.

Popular repositories Loading

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    Local-first control layer for AI coding agents. Cap routed spend, constrain mission scope, and require CI replay before an AI-generated PR earns merge eligibility.

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    Live consumer-repository proof for Runcap: a pinned CI gate that makes AI-generated pull requests earn merge eligibility.

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    Apollo Finvest 3-day take-home — RN + Llama 3.3 70B

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  5. kirder24-code kirder24-code Public

    Profile

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    An awesome & curated list of best LLMOps tools for developers

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