Legacy change is unsafe.
Teams do not know which behavior must stay, who owns it, what the software depends on, or what else a change could affect. They need a safe release sequence backed by regression tests.
WHEN TO ENGAGE
Call when critical software is not safe to change.
Cabrillo Coast helps teams choose a practical path, build it, test it, and hand it over.
AI AGENTSCALL WHEN
An agent prototype needs production controls.
Before an agent goes live, define the tools and data it can use. It also needs repeatable evaluations, monitoring, memory rules, human-review points, and recovery steps.
CLOUD OPERATIONSCALL WHEN
Cloud delivery lacks accountable operation.
Access controls, deployment, telemetry, and recovery are managed separately, so the full operating process is hard to test or diagnose. Teams struggle to trace a release or restore service confidently.
TECHNICAL LEADERSHIPCALL WHEN
A transition needs senior technical direction.
Architecture, security, vendor risk, or multi-team delivery needs one senior technical leader to make decisions and follow them through. Those decisions must stay connected to code, delivery, and operating risk.
REPRESENTATIVE AGENTIC SYSTEM
See what the work looks like.
A coordinated agent loop turns one goal into scoped work, evaluated results, and controlled next actions.
A coordinator assigns work to builder and reviewer agents. Evaluation decides whether each result can merge, retry, or needs human review.
- 01PLAN
Split the goal into owned tasks with inputs, permissions, and acceptance tests.
- 02BUILD
Builder agents change isolated branches and return patches, test results, and open questions.
- 03EVALUATE
Reviewer agents run tests, inspect the code, and compare each result with its acceptance criteria.
- 04ROUTE
Merge accepted work, retry failed work with the evaluation output, and send uncertain decisions to a person.
- GOAL
- Deliver an approved code change while keeping each agent within its assigned task and permissions.
- CONTROLS
- Agents can read the repository and write only to assigned branches. They cannot deploy or approve their own work.
- EVALUATION GATE
- Tests, static analysis, security checks, and an independent code review must pass before merge.
- RECOVERY
- A rejected patch never enters the main branch. The coordinator retries with failure details or asks a person to decide.
WORKING SEQUENCE
Make the problem clear before committing to a large change.
Each step answers a specific question and produces a decision record, test result, or working software.
- 01 / UNDERSTAND
Document what the software must do, what is broken, who owns each decision, what it depends on, and how it can fail.
- 02 / DESIGN
Document the recommendation, the best alternative, requirements that must always hold, the migration plan, and the acceptance tests.
- 03 / BUILD
Build and test the critical workflow against the services and data it will use. Record calls to outside systems and the data they change.
- 04 / TRANSFER
Client owners receive the code, documentation, tests, deployment steps, and recovery steps needed to run the work without Cabrillo Coast.
LEADERSHIP
Accountability stays visible.
The named principal leads the work.
CONSULTATION
Tell us about software or a decision that is hard to change safely.
A free initial consultation helps us understand the decision, what you already know, and a practical first step. Do not send passwords, access keys, or confidential information.
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