MMTNEXUS
✳AI DEVELOPMENT · OPERATIONS · PROJECT MANAGEMENT

Build. Operate. Manage. With your AI team.

Bring software development, technical operations and project management into one AI workspace. Turn requirements into reviewed deliverables, investigate systems with authorized tools, and plan delivery with clear schedules, resources and costs.

Explore TEAM capabilities
YOUR COORDINATED AI TEAM
One workspace. Complementary specialists. Software, technical operations and project delivery.
Nine AI specialist illustrations standing together: Alex, Maya, Orion, Nova, Sam, Zara, Leo, Rin and Faisal.
Plan Design Develop Operate Verify Manage
CAPABILITIES

Powerful underneath. Simple by design.

✳

AI software development

Coordinate design, frontend, backend and QA roles. Work with source code, previews and executed checks, then review each application against its acceptance criteria.

⌁

IT operations team

Investigate network, systems and security issues with AI specialists. Prepare technical guidance and configuration drafts; live device actions require supported connections and authorization.

☷

AI project management

Build project plans, Gantt schedules, work breakdown structures, milestones and dependencies. Review resources, risks and deliverables alongside progress.

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Coordinated work & review

Keep scope, assigned roles and handoffs visible. Review evidence, return defects for rework, and distinguish proposed work from executed results before acceptance.

PROJECT MANAGEMENT

Plan the work. Understand the trade-offs.

Project Plan Studio

Create and edit work breakdown structures (WBS), Gantt schedules, milestones and dependencies. Review the critical path, progress, risks and deliverables against the project scope.

Meet Deadline

Enter a target duration and an optional daily rate. Use the saved plan to explore additional staffing and estimated extra cost. Results are modeled scenarios, not guaranteed dates or supplier quotes.

Plans, documents & diagrams

Prepare Project Implementation Plans (PIP), high- and low-level solution designs, architecture drawings, technical proposals and statements of work. Keep scope, assumptions and acceptance criteria visible.

Project library & versions

Search saved planning deliverables, open schedules or diagrams, and review version history. Planning and execution stay separate: a saved plan does not itself authorize deployment or device changes.

TECHNICAL OPERATIONS

Investigate first. Act with permission.

Network, systems & security

Bring technical questions to the relevant AI specialist. Structure an investigation, identify missing evidence and compare explanations before proposing a change. Recommendations remain subject to technical review.

Authorized terminal diagnostics

Use supported terminal workflows on connected Linux, macOS and Windows endpoints. Sessions are device-scoped and permission-controlled; review executed output rather than treating proposed commands as completed work.

Engineering drafts & design review

Prepare configuration drafts, architecture guidance and traffic or failover scenarios from the supplied topology, platform version and constraints. Scenario results are assumptions-based, not live measurements.

Evidence and handover

Keep observations, proposed actions, verification steps and rollback guidance together. Separate what was suggested from what actually ran, and keep unresolved findings visible for the responsible reviewer.

CONTROLLED AI EXECUTION

AI capacity.
Clear controls.

Dedicated TEAM inference

Application coding uses dedicated GPU capacity with a bounded request queue. Normal contention waits for a slot rather than automatically duplicating work with a paid provider.

OPT and controlled escalation

OPT SAFE preprocessing protects the request before Qwen-first application coding. OpenAI is a final, controlled escalation; visual review requires a separately authorized vision-capable route. Usage limits apply.

Evidence before acceptance

Keep generated drafts, executed checks and accepted deliverables distinct. An operational AI route or a passing component test does not certify a complete customer application or infrastructure change.

FROM INPUT TO OUTCOME

A clear way forward.

01

Describe the outcome

Set the scope, constraints and acceptance criteria.

02

Choose the workstream

Start development, technical operations or project planning.

03

Work and verify

Use assigned tools and review actual outputs, tests and open issues.

04

Review and hand over

Accept reviewed deliverables; production actions require the applicable approval.

MADE FOR YOUR ENVIRONMENT

The right tools. Without the noise.

For software teams, IT operations and project managers. Start with a 24-hour trial for evaluation; workspace access and usage follow your plan. Review each deliverable before production use.

Software developmentIT operationsProject managementGantt & WBSResource planningArchitecture diagramsAuthorized diagnosticsOutcome review
GO DEEPER

Evaluate first. Review before production.

Start with supervised evaluation and test data. End-to-end autonomous application delivery remains under validation. Generated software and configuration drafts require acceptance and security review before production use.

Discuss a TEAM pilot ↗
MMTNEXUS TEAM

One workspace. Three ways to move work forward.

For software teams, IT operations and project managers. Start with a 24-hour trial for evaluation; workspace access and usage follow your plan. Review each deliverable before production use.