Approach
We work alongside your team on software that matters.
CodeLantern is a software engineering consultancy for agentic development. We meet organizations where they are, then work alongside their teams with the senior judgment, structure, and shared knowledge needed to move real software forward.
Partnership model
One working team
Your team
Goals, codebase, context, and constraints
CodeLantern
Senior judgment, our method, and mentorship
Shared delivery
People and agents working from the same intent
Working software
Reviewable knowledge
Growing capability
How we partner
Embedded expertise, shaped around your team.
Every organization starts from a different place. We begin with your goals, systems, constraints, and level of agentic experience, then join the work rather than advising from the sidelines. Our role adapts as the team’s capability grows.
Meet you where you are
Real software gives the partnership a shared objective and reveals what the team, workflow, and operating environment actually need.
Work as one team
Our senior engineers embed alongside the people who know the systems, connecting advice directly to delivery and consequential decisions.
Fit your environment
We work through your repositories, tools, controls, and governance instead of asking the organization to adopt a separate way of operating.
Build capability as we deliver
We act as hands-on mentors for agentic development, making decisions, practices, and relevant knowledge visible so your team can carry the work forward.
Senior judgment, close to the work
More agent output puts more weight on senior judgment.
As agents take on more mechanical work, senior technical judgment becomes more important. People still define intent, choose the architecture, review the changes, and remain accountable for what reaches production.
CodeLantern’s team brings that judgment. Our senior engineers have spent decades building mission-critical software. We put that experience around a human-steered agentic delivery workflow so speed compounds with understanding instead of outrunning it.
Our method within the partnership
Our six-phase methodology connects intent, delivery, and system understanding.
Our structured methodology is core to how we partner with clients on agentic software delivery. It focuses on small, reviewable increments, keeping human decisions explicit while agents handle more implementation work.
This methodology is codified in the CodeLantern Platform, so teams can put it into practice in days, not spend weeks or months building their own delivery system.
Define
Responsibility
Make the work, constraints, and success criteria explicit before delivery begins.
Work artifact
A spec with testable acceptance criteria
Design
Responsibility
Choose the technical approach, expose the trade-offs, and resolve the consequential unknowns.
Work artifact
A solution design
Plan
Responsibility
Break the design into reviewable phases with named tests, files, risks, and quality gates.
Work artifact
An approved implementation plan
Implement
Responsibility
Build in small, tested increments while preserving a readable record of how the work changed.
Work artifact
Code and tests, with a session log
Review
Responsibility
Check correctness, structure, security, accessibility, and the original intent before release.
Work artifact
A reviewed pull request
Consolidate
Responsibility
Record what future engineers and agents should know after the delivery work is complete.
Work artifact
Durable project knowledge for engineers and agents
How our method works in practice
Our method works inside the tools your team already uses.
Our method works through your existing repositories, project-management systems, review processes, CI, and governance. CodeLantern adds a governed agentic workflow without asking the organization to abandon the systems that already carry its work and controls.
At the center of our methodology is a learning loop. As each increment is delivered, we capture the decisions, conventions, reusable procedures, and hard-won lessons that code cannot express on its own. We store it in a shared Knowledge Base the team can review, so people and agents begin the next ticket with relevant context instead of starting cold.
The learning loop
Each delivery raises the starting point for the next.
01
Start with context
Intent, constraints, and relevant codebase knowledge frame the ticket.
02
Deliver and review
People and agents produce code, tests, decisions, and a reviewable work record.
03
Consolidate what code cannot say
Our method distills new conventions, procedures, and hard-won lessons.
04
Store relevant knowledge
Team-reviewed knowledge becomes relevant context for the next ticket.
Higher starting point
Humans and agents begin with shared context.
This methodology is codified in the CodeLantern Platform, connecting the workflow, knowledge, and delivery evidence across the tools your team already uses.
Operating guardrails
Safety
Agents work inside explicit permissions, review gates, and release controls.
Transparency
People can see what changed, why it changed, and who or what acted.
Traceability
Issues, decisions, code, reviews, and work records stay connected.
Maintainability
The team keeps understanding the system it is responsible for.
Where we can help
Bring the right expertise into the work.
Our approach applies across the agentic software development lifecycle, from strategy and operating model through agent systems engineering, software delivery, testing, and DevOps.
Explore our capabilitiesPut our approach to work
Bring us the work in front of you.
A four-week Spark puts our approach to work with one team on real software. If consulting is a better fit, we’ll recommend it. See how to Get Started.
- A conversation with a senior engineer
- An honest assessment of fit
- A practical recommendation for what comes next