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.
Bala 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 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 articleAhamed Umar Baruk
Salesforce wins on workflows but loses when it becomes the only source of customer truth. Integration architecture should come first, not after go-live.
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 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 articleValli Nayagam
Ticket queues for dashboards do not scale. Durable analytics needs data products with owners, SLAs, and contracts, not one-off reports.
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 articleValli Nayagam
Pipelines can show green while data is empty, stale, or wrong. Task success is not data success. Here is how freshness, volume, and schema checks catch silent failures before the business does.
Read articleMahesh Kanna
Cheap initial builds without tests, boundaries, or docs multiply cost when you rebuild. CTOs should compare total cost of ownership, not only sprint one velocity.
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.
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