- US / UK citizen principal · No sponsorship
- Corp to corp
AI AGENTS × JAVA DELIVERY
AI agents that add delivery capacity, not headcount.
We combine principal level Java and AWS architecture with AI agents grounded in your codebase. From new services and integrations to modernization, cloud delivery, and backlog reduction, we ship reviewed production work without the delay and fixed overhead of another full time hire. Corp to corp. US and UK citizen principal, no sponsorship. Available for 6 to 12 month engagements.
$ agent run --estate ./ --target jdk21
⏺ estate.modules() → 214 mapped · 41 past EOL
⏺ estate.blockers("jakarta") → 3 named
⏺ rewrite javax.* → jakarta.* (96 files)
✓ build green · 1,412 tests passing
$ Agent assisted · human finished · runs in your VPC
How agent delivery works
Your estate, queryable.
Before an agent rewrites a line, it should be able to ask the estate what is true. We build that interface, a client specific context layer exposed to our agents through MCP, so they work from verified information rather than guessing from isolated files.
Ground the agents
We map the repositories, modules, dependencies, interfaces, build paths, engineering standards, cloud constraints, and delivery rules relevant to the work.
Execute in parallel
Our agents analyze, implement, refactor, test, document, and prepare changes across clearly scoped workstreams, several lanes at once when the engagement permits.
Human finish the work
The principal architect owns technical decisions, reviews changes, resolves ambiguity, validates risk, and governs production readiness.
// MCP tool exposed over your estate
{
"name": "query_version_drift",
"description": "Report JDK and Spring
baselines per module, with blocking
dependencies for the 21 target.",
"inputSchema": {
"module": "string",
"target": "jdk21 | boot3 | jakarta",
"blockers": "boolean"
}
}agent › query_version_drift({ module: "inventory-core", target: "jdk21" })
estate ‹ {
baseline: "jdk8", spring: "boot 2.7",
blockers: ["javax.xml.ws", "log4j 1.2"],
owner: "platform-services"
}Runs inside your VPC · read only by default · every call audited
Start here
The entry engagement
Assessment and Agent Launch
2 weeks · fixed scope
Small enough to approve without a committee, and it ends with working software rather than a slide deck.
- Week one, ground the agents. We map repositories, modules, dependencies, build paths, blockers, and the real state of test coverage across the estate.
- Week two, plan plus a working start. A sequenced delivery plan with named blockers and candidate agent workstreams, plus a running context layer over your codebase that you keep.
What the agents move
GROUND
Agents on verified context
A client specific context layer over your repositories so agents analyze, implement, and test from ground truth under principal review.
MODERNIZE
Upgrades that stopped slipping
Java and Spring upgrades, javax to jakarta, application server exits, dependency remediation, modularization, and legacy replacement, sequenced and reviewed.
BUILD
New services and APIs
New Java services, REST and event driven APIs, integrations, and the Python and ML serving work that connects to them.
RUN AND STABILIZE
Production that holds
AWS delivery for Java workloads, containers, CI/CD, observability, tests, performance, and technical backlog reduction.
Stack
Languages
Java (8, 11, 17, 21), Python, C++, SQL
Java / JVM
Spring Boot, Spring Framework, Spring Security, Spring Cloud, Spring Batch, Spring Data, Jakarta EE, Maven, Gradle, JUnit, Mockito, Testcontainers, JVM tuning, thread and heap dump analysis, multithreading and concurrency
Python & ML
Python 3.x, FastAPI, PyTorch, scikit-learn, Pandas, NumPy, production inference platforms, batching and asynchronous serving, multi worker execution, model packaging and deployment, schema validation at scale
MCP & agents
MCP server design, tool schema modeling, Claude Code integration, agent orchestration with deterministic computation delegated to production services
Migration tooling
OpenRewrite, AWS Transform, Amazon Q Developer, Moderne, repository scale dependency analysis
Cloud & infra
AWS (EC2, ECS, EKS, S3, Athena, IAM), Docker, Linux (Red Hat), Azure DevOps, Git, CI/CD pipelines
Observability
OpenTelemetry, Splunk, Grafana, Micrometer, structured logging, distributed tracing, metrics and alerting
Data & messaging
PostgreSQL, MS SQL Server, Kafka, Solace, REST APIs, high throughput message processing
Certifications
Java & SQL
Oracle Certified Professional Java SE 21 Developer (OCP, 1Z0-830)
Oracle Database SQL Certified Expert (OCE, 1Z0-047)
Spring Certified Professional (2V0-72.22)
AI
Claude Certified Architect Professional (CCAR-P)
Claude Certified Architect Foundations (CCAR-F)
Claude Certified Developer Foundations (CCDV-F)
Claude Certified Associate Foundations (CCAO-F)
Cloud
AWS Certified Solutions Architect Professional (SAP-C02)
AWS Certified DevOps Engineer Professional (DOP-C02)
AWS Certified Security Specialty (SCS-C03)
AWS AI Practitioner (AIF-C01)
AWS Cloud Practitioner (CLF-C02)
Engagement terms
Contract vehicle
Corp to corp via MNM Technology. Fixed scope of work statements or monthly retainer options.
Duration
Fixed scope engagements from two weeks. Longer programs run 6 to 12 months.
Sectors
Healthcare, life sciences, government and public sector, telecom, logistics, manufacturing, retail, utilities.
Contact
Discuss an engagement
Tell us about the estate, backlog, project, deadline, or cloud environment. We will identify a bounded first workstream and tell you plainly whether it is a fit.