Aleksi Heinonen
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01 · Build

From idea to production

A pace a traditional team cannot match, without cutting quality. Every piece is specified, tested, reviewed and gated before it ships. No copy-paste and no generic boilerplate: code written to pass the most critical reviewer, and documented so your team can take it over.

~1 week
from idea to a shipped feature in your product
1–2 weeks
to a proof of concept people can actually use
2–8 months
to production for real users, depending on scope
6 days
from first commit to real phone calls on a voice AI agent

A feature in a week

  1. Day 1

    Research and spec

    We fix the goal and acceptance criteria. The design starts from your existing code.

  2. Days 2–3

    Build

    Small, cohesive pieces, each with its tests, each behind a green gate.

  3. Day 4

    Verify

    Review against the spec and your rules: edge cases, security, fixes.

  4. Day 5

    Ship

    Release through your pipeline, a demo, and a short record of what changed and why.

Track record (2026)

6 days
Voice AI proof of concept: first commit 28 March, real phone calls on 2 April. Telephony to backend to voice AI and back over WebSockets, on a base the production platform was built on.
6.5 months
The same voice agent to a pilot with its first customer, in a regulated industry: 1,500+ commits and 20+ security and quality audits.
6 weeks
Autonomous AI media crew: first commit in June, video reels publishing in July, with a compliance gate and human approval on every post.
2 days
agent-silent-failures: idea to a published open-source package, with six bugs reported upstream in the Mastra framework, all fixed within two days.

What production-ready means

  • Tests from day one and a CI gate nothing bypasses.
  • Infrastructure as code, monitoring and cost visibility.
  • Security and privacy by design: audits, PII handling, least privilege.
  • Code your team can read without a guide, plus docs and a decision log.
  • Everything lives in your repository and accounts from day one.
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