Journal
Insights
Notes on AI systems, architecture, and shipping software.
Jul 14, 2026 · 3 min
Software Testing Strategy That Scales: Unit, Contract, and E2E Without the Waste
A pragmatic test pyramid for modern product teams—what to unit test, when contract tests beat brittle E2E, and how AI changes test design.
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Jul 14, 2026 · 3 min
API Design Best Practices for 2026: REST, GraphQL, and Event Contracts
Design APIs that product teams can evolve: resource modeling, versioning, GraphQL pitfalls, and async event contracts with clear ownership.
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Jul 14, 2026 · 3 min
Domain-Driven Design Without the Ceremony: Modeling Software That Matches the Business
Bounded contexts, ubiquitous language, and aggregates—practical DDD for product teams who need clarity without enterprise theatre.
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Jul 14, 2026 · 4 min
Clean Architecture in Practice: A Guide for Product Engineering Teams
How to apply Clean Architecture without over-engineering: dependency rules, folder structure, use cases, and when a simpler layered design is enough.
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Jul 14, 2026 · 4 min
Why UK Product Companies Choose India for Custom Software
Why UK product companies partner with India for custom software in 2026—talent, dedicated squads, timezone overlap, and quality systems.
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Jul 14, 2026 · 2 min
Building AI Agents That Survive Production
Evals, tool safety, observability, and human gates for AI agents that run real customer workflows—not just demos.
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Jul 14, 2026 · 2 min
Microservices vs Modular Monolith for Mid-Market SaaS
When mid-market SaaS should split microservices—and when a modular monolith ships faster, costs less, and fails less often.
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Jul 14, 2026 · 2 min
How CTOs in India Scale Engineering Teams Without Burning Out
Practical org design for product CTOs in Ahmedabad, Bengaluru, Bhubaneswar—velocity, ownership models, and burnout prevention.
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Jul 14, 2026 · 2 min
AI-Powered Platform Engineering Accelerates Feature Delivery
How platform engineering plus AI shortens lead time—developer portals, golden paths, and automation product squads actually use.
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Jul 14, 2026 · 4 min
Dedicated Software Teams for Netherlands Product Companies
When Dutch and EU product companies should hire a dedicated software team in India, how to structure collaboration, quality bars, GDPR, and remote delivery in 2026.
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