Engineering tools and automation.
These are the work-shaped projects: tools that make engineering comparisons, AI workflows, and infrastructure operations easier to run repeatedly.
DeltaManager
A harness comparison tool for analyzing engineering changes, compare reports, 3DXML parsing, and CATIA-assisted workflows.
- Turns harness change comparison into a more inspectable workflow.
- Combines domain-specific parsing with practical reporting and automation.
- Fits the larger theme: reduce manual review friction and make engineering differences easier to reason about.
Harness Compare3DXMLCATIAReporting
Aivato AI Tooling
Production code for AI-agent workflows: tool execution, guardrails, MCP integrations, RAG-backed retrieval, workflow helpers, and internal engineering tools.
- Built around useful agent behavior instead of demo-only prompting.
- Focused on safe tool use, retrieval, guardrails, and repeatable engineering workflows.
- Includes practical product surfaces like compare reporting, QA, PDF-to-BOM, parts/cost data, lenses, exports, and wire tracing.
AI AgentsMCPRAGGuardrails
Ansible / AWX / AAP Workflows
Automation platform work around playbooks, roles, inventories, credentials, job templates, surveys, RBAC, workflow templates, and controlled self-service operations.
- Designed for repeatable Linux operations and safer remediation.
- Connects automation to monitoring, incident response, and operator workflows.
AnsibleAWXAAPLinux Ops
SRE Platform Tools
Automation frameworks, Vault-backed credential rotation, Oracle installation automation, AWS SFTP, containerized service migrations, and monitoring-triggered remediation.
- Pattern: turn repeatable operational burden into controlled software.
- Pattern: make the safe path the easy path for teams operating production systems.
SREVaultAWSContainers