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Engineering Excellence
Insights, tutorials, and updates from our team of 200+ engineers on software development, AI, healthcare systems, and enterprise solutions.
modular monolith vs microservicesSaaS architecturemicroservices migration
Modular monolith vs microservices should follow the evidence8 min read
Use an evidence-based modular monolith vs microservices decision across team ownership, deployments, tenant isolation, operations, and migration cost.
Latest Posts
8 min read
How much human review for AI-assisted code is enough?
Set human review for AI-assisted code by change size and sensitivity, with clear tiers for tests, security scans, dependencies, and approvers.
human review for AI-assisted codeAI code review
8 min read
How overseas developer contract clauses protect source code
Overseas developer contract clauses should secure assignments, repository control, dependency records, subcontractor rights, and a tested handover.
overseas developer contract clausessource code IP assignment
8 min read
Should a clinical data platform support HL7 v2 or FHIR R4?
Choose HL7 v2 or FHIR R4 by endpoint mix, workflow direction, interface costs, and the exact US Core obligations your platform must meet.
HL7 v2 or FHIR R4clinical data platform integration
8 min read
EHR development outsourcing buys time, not ownership
A practical EHR development outsourcing decision model for startup runway, hiring time, clinical risk, ownership, and the move in-house.
EHR development outsourcingcustom EHR development
8 min read
When does AI coding assistance risk become unacceptable?
Learn when AI coding assistance risk crosses the line, with red zones and enforceable approval gates for six sensitive production areas.
AI coding assistance riskAI code review
8 min read
You should outsource software maintenance selectively
Learn when to outsource software maintenance, how to compare coverage and cost, and which product knowledge your internal team must retain.
outsource software maintenancesoftware maintenance services
8 min read
A HIPAA compliance delivery model for healthcare startups
Compare each HIPAA compliance delivery model across BAAs, access, evidence, risk reviews, and response to choose an accountable operating structure.
HIPAA compliance delivery modelHIPAA software development
8 min read
How offshore development costs change with team size
See when offshore development costs beat local hiring in models for 5, 10, and 20 people, including oversight, handoffs, turnover, and management.
offshore development costsoffshore vs local developers
8 min read
How to set a legacy EMR modernization threshold
Set a defensible legacy EMR modernization threshold using dependency risk, outage tolerance, migration rehearsals, workflow impact, and ownership cost.
legacy EMR modernizationrebuild legacy EMR
8 min read
Why LLMs Aren’t AGI: Limits, Myths, and What’s Next
Large language models feel intelligent, but they lack goals, grounding, and reliable reasoning. Explore key limits, myths, and realistic paths forward.
LLM vs AGIwhy LLMs are not AGI
8 min read
How AI Code Generation and LLMs Help Ship Software Faster
Learn how AI code generation and LLMs speed up software delivery with human review, better tests, safer refactors, and faster iteration across teams.
AI code generationLLMs for software development