A Software Factory Is a Trust Problem More Than a Speed Problem

Description and use

Implementing observability, deterministic checks, and human‑reviewable tests turns a fast but opaque AI agent workflow into a transparent and trustworthy software factory.

Problem

Agents can produce features quickly, but teams lack confidence that the output is correct and trustworthy.

Outcome

Implementing these practices transforms a fast but opaque agent workflow into a transparent, deterministic, and trustworthy software factory.

Workflow

• 1. Ensure product observability with OpenTelemetry traces, metrics, and logs from day one.
• 2. Record factory observability: ticket comments, run reports, specs, or test videos.
• 3. Enforce deterministic checks: CI on first commit, linters, type checks, commit conventions, and static analysis (e.g., gitleaks, SonarCloud).
• 4. Keep architecture simple and changeable: avoid speculative design and lock‑in.
• 5. Use human‑reviewable tests: deterministic mocks, contract testing, and short test videos.
• 6. Maintain a strict chain of custody from ticket to verified change.

Evidence

An agent can produce a complete, tested, plausible feature in eleven minutes.

Source

It tells you what changed

Source

CI from the first commit.

Source

Testing you can review at human pace

Source