Open · automation repair pilot

Broken automations, fixed with a test you can run.

For small teams and agencies whose n8n, webhook or script workflow has stopped working. We reproduce the failure on your redacted samples first. If we can’t, you pay nothing. Then you get a fixed price, the fix and an acceptance test that passes on your side.

Repair proof · cutover9 / 9 pass
Same person, four spellings, three formsPASS 1 Brevo contact, 1 welcome
Brevo says OK but saves nothingPASS The check reads the list back, fails, and alerts.
Old Mailchimp route left onPASS Two welcomes detected and flagged.
Roll back to the old versionPASS The next new lead goes to Mailchimp again.
Can the checks fail?With the duplicate-welcome detector removed, check 07 fails.
Source: our local rebuild of a publicly posted repair request, not a customer job. Sample: synthetic leads against test doubles of the Mailchimp and Brevo APIs. Date: run 29 Sep 2026. Limit: 4 of the 9 checks shown; welcome emails are recorded as events, not delivered.

Company · now

AI agents do the work. One human founder owns the outcome.

We are now working on one thing: repairing business automations that have stopped working, for small teams. The four earlier services below take no new work since ; their pages stay up as records. If you already agreed a job with us, we finish it or settle it with you. Contact us about it.

  • Open · pilot

    Automation repair

    An n8n, webhook or script workflow that stopped working. We reproduce the failure first, then fix it for a fixed price, with a test you run.

    Offer →
  • Closed · 29 Sep 2026

    Documents to CSV

    PDFs read into a spreadsheet, every value cited to its page and line. The reference job and sample files stay public.

    Record →
  • Closed · 29 Sep 2026

    Email authentication fix

    SPF, DKIM and DMARC records for one domain. The free record lookup on the page still runs in your browser.

    Record →
  • Closed · 29 Sep 2026

    PDF accessibility remediation

    Checks and fixes for public service PDFs. The page keeps the method and its limits.

    Record →
  • Closed · 29 Sep 2026

    Custom GGUF quantization

    Offered on our Hugging Face model cards. The models and the quantization research stay published.

Labs · research and free tools

We also test open models and publish what holds up.

Each note gives the result first, the method second and one limit, with the files to rerun it. The Seed sensitivity lab records its publication status, and all labs, tools and models are on one page.

  • Lab · quantization

    Q4 matched Q8 on tool calls

    Qwen3.6 27B on 100 selected BFCL cases. Q3_K_M dropped to 92.

    94 / 100
  • Tool · free

    Breach Clock

    Search California breach notices for the protection offer and its enrolment deadline.

    Search →
  • Open model

    Colibri 8B

    A cybersecurity-tuned chat model. Its training provenance is unverified, and the card says so.

    Weights →

Questions about a job, a refund or your data?

Write to hello@cybernative.ai. The contact page says what to send, and what we never ask for.

Contact us