Ship faster and modernize safely
Get to market ahead of your competitors, and stay there.
Modernize with your engineers steering, not a software factory you can’t see into. Win the launch without betting the company on a black box.
The Choice
Software that works vs. software that maybe works once.
3–6 mo
before an unsteered, agent-built codebase starts to struggle
Dex Horthy, 2025Everyone shipping with AI now has agents writing the code. What decides the outcome is whether the lights are on: are your engineers still reading and steering the work, or is it being built in the dark? Get that one call wrong and the software works just long enough to demo, if you’re lucky.
The dark factory
Lights off, no one reads the code. It looks fast and it ships, but nobody can see what it built, so it works once and rots. When it breaks near the launch, there’s no one who can steer it back.
Lit and human-steered
Your engineers stay on the calls that matter: agentic agile, run close to the work. It ships software your team understands and can keep shipping faster over time.
The difference is whether your people are still in it. Speed you can steer beats speed you can’t, because only one of them still works the week after launch.
See the difference ↓Don’t just take our word for it
The dark factory is being named for what it is: a dark pattern in agentic development.
“Comprehension debt is the widening gap between how much code exists and how much any human still understands. A dark factory doesn’t pay it down; it takes it on as fast as it can, with the tests green the whole way.… When you’ve got high volume without trustworthy gates, manufactured defects are unavoidable.”
The Method
Speed you can steer.
CodeLantern runs your agentic work through a structured workflow your team drives: every change is specced, designed, built in reviewable sessions, and shipped as a pull request your engineers approve. Humans stay on the two moves that matter most: the design up front and the review at the gate.
And every session ends by writing back what it learned. A perpetual knowledge base (your conventions, decisions, and patterns) travels with the project, so each issue starts a step ahead of the last, and the work compounds instead of rotting.
Every issue runs the same lane: claimed, designed with your architects, implemented by agents you steer, reviewed at every gate, consolidated. Each one enriches the knowledge base that makes the next one faster.
See it working
Know you’ll make your launch date, on time and on budget.
You don’t have to take it on faith. We back the work onto the platforms your team already lives in: GitHub, Linear, and Jira. Everyone watching can see it get done, what’s in progress, what’s in review, what shipped.
That visibility is the point. Anyone who asks whether you’re on track can check for themselves, on the tools they already use. And by doing so, the cost-to-value delivered becomes measurable, to the delight of your CFO.
The same project, seen three ways: what’s getting done, how fast, and what it costs, on the tools your team already uses.
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Get started
Try it on your next project.
Whether you’re modernizing legacy software or creating new, innovative applications, CodeLantern can help. We’ll walk your team through what shipping faster, safely looks like on a real project of your own.
- A short intro call to understand your project
- We show it on your real roadmap
- An honest go / no-go, no pressure
More solutions
More ways CodeLantern can help your team.
Measure Agentic Value Delivered
See what your AI spend actually delivered, feature by feature.
Learn moreAlign Your Agentic Team
Run agentic work on the board and metrics your team already trusts.
Learn moreMaintain Quality at Agentic Speed
Scale output while your team keeps one shared understanding of the system.
Learn moreManage Your Team's Delivery
See the decisions behind each issue, and coach where work gets stuck.
Learn more