Our Playbook
We develop with AI as the leverage. Every line is curated by senior engineers who own what they ship. The machine proposes; the engineer disposes.
Artificial intelligence is the greatest leverage in the history of software engineering. We use it the way a quant fund uses derivatives: as a multiplier on capacity, not as a replacement for judgment.
At Kurolabs, AI agents write the first draft of nearly everything — scaffolds, tests, benchmarks, even the boring parts. But nothing moves forward until a senior engineer has read it, challenged it, and signed it. The machine proposes. The engineer disposes.
This is not a marketing stance. It is an operational rule: AI output is untrusted input. It passes the same gates as any other code — in practice, stricter — or it does not ship.
Six rules the leverage has to obey.
We ask the model to draft, explore, and stress-test. We keep the decisions: architecture, trade-offs, and the definition of done.
Every merged line has been read and challenged by a principal-level engineer. If a human cannot explain it line by line, it does not ship.
AI-generated code passes the same CI as human code — in practice, stricter: fuzzing, property tests, and benchmark gates that catch what a reviewer's eye would miss.
We pick boring, proven technology and let the leverage make it arrive faster. Novelty is a cost we budget for, not a default.
In systems where behavior matters, we demand replayable evidence: lockstep simulations, golden traces, and benchmarks that run on every commit.
We own the infrastructure that produces our code — the models, the harness, the weights. See the systems →
How an Engagement Runs
Discover
Problem definition, constraint analysis, and a written statement of what "done" means.
Architect
High-fidelity blueprints and interface contracts. The model drafts variants; the senior engineer picks one and defends it.
Build
Concurrent development in type-safe, compiled languages. Agents draft; humans curate every diff.
Optimize
Profiling, stress testing, and final tuning — until the benchmarks stop moving.
Operate
Long-term maintenance, monitoring, and the slow work that compounds.
What the leverage looks like on a running engagement.
- Review
- 100% of merged lines are read and challenged by a senior engineer. No exceptions, no fast-lanes.
- AI Drafts
- First-pass code, tests, documentation, and benchmarks. The volume work is the machine's.
- Human Gates
- Architecture, API surface, security, performance. The decisions that are expensive to reverse stay with humans.
- Verification
- Fuzzing, property tests, and lockstep replay on every critical path. Behavior is proven, not asserted.
Leverage, Handled by Experts.
If your system needs to be fast, safe, and explainable line by line — that is the work we do.
Work With Us