Blog
Software delivery insights.
Long-form articles on agent-led delivery, modernization, data, QA, and Salesforce from the Intronsoft team. Filter by service or industry to find what matches your roadmap.
Mahesh Kanna
Traceability is not an audit spreadsheet. It is useful only when requirements, tests, code, incidents, and release gates stay connected in engineering workflow.
Read articleMahesh Kanna
Predictable release cadence is built by deciding what misses the train early. Hero deploys are usually defer discipline failures.
Read articleValli Nayagam
A semantic layer is not a prettier dashboard backend. It is the contract that keeps finance, BI, AI, and operations from redefining the same metric.
Read articleValli Nayagam
Lineage is not documentation after the warehouse ships. It is the operating map for every metric executives, auditors, and models depend on.
Read articleBala Velayutham
Agents need autonomy tiers. Read, suggest, and act workflows carry different blast radius, audit, approval, and segregation-of-duties requirements.
Read articleBala Velayutham
Demo prompts prove the demo still works. Production evals need real workflow traces, expected tool behavior, policy checks, and regression gates.
Read articleBala Velayutham
Agent incidents are side-effect incidents. The first response should freeze tools, context, and autonomy before anyone edits the prompt.
Read articleMahesh Kanna
Chasing line coverage and bug counts misses the point. Effective testing maps customer-visible failure paths and risk, not vanity percentages.
Read articleValli Nayagam
Bigger clusters do not fix unknown datasets, missing owners, or mystery access. Governance, lineage, and definitions should lead platform roadmaps, not follow them.
Read articleMahesh Kanna
Microservices are a tradeoff, not a maturity badge. Small teams with unclear domains often ship faster and safer in a modular monolith until boundaries are real.
Read articleBala Velayutham
A chat UI with tool access is not a production agent. Teams ship demos without workflows, guardrails, permissions, memory boundaries, or rollback. Here is the system design layer leaders should demand first.
Read articleMahesh Gurusamy
During legacy coexistence, two databases often hold the same business facts. Without single-writer rules and honest sync design, teams reconcile in spreadsheets while calling the migration on track.
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