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
Requirements-to-test automation fails when it paraphrases stories into cases instead of mapping risk, state, data, and integration behavior.
Read articleMahesh Kanna
Horizontal foundation work can look mature while no workflow reaches production. A vertical slice proves architecture under real constraints.
Read articleValli Nayagam
Medallion layers fail when bronze, silver, and gold are labels without promotion rules, freshness owners, and quality gates.
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 articleAhamed Umar Baruk
Flows, Apex, and quick fixes compound faster than teams expect. Without governance, Salesforce orgs become harder to upgrade and dangerous for AI retrieval.
Read articleMahesh Kanna
AI can draft test cases quickly from vague stories and still miss the failures that matter. Durable QA automation starts with test design linked to requirements and risk.
Read articleMahesh Kanna
Failure starts with requirements debt, unclear ownership, and architecture decisions deferred until sprint one. Ready to build means more than a kickoff meeting.
Read articleBala Velayutham
Better models do not fix wrong, stale, or over-broad context. Enterprise AI lives or dies on what you load, from where, how fresh it is, and who may see it.
Read articleMahesh Gurusamy
Strangler Fig lets you move one service at a time. It falls apart when legacy and the new system both update the same row. Here is the single-writer fix, in plain terms.
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