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World desk4 min

Nine Unlikely Trends Shaping Software Development

Matthew Tyson’s nine counterintuitive software development shifts make a case for choosing tools by their complexity and fit, not by fashion.
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Some software development choices are circling back toward older or simpler approaches—not because newer tools have become useless, but because their added layers can cost more than they save in some situations. Matthew Tyson’s September 28, 2026, InfoWorld feature identifies nine such shifts. They are an editorial analysis, not a ranked list or a measured account of industry-wide adoption.

1. Plain JavaScript instead of a required TypeScript compilation step

TypeScript adds static checking to JavaScript, but it also introduces a build step for code that must run as JavaScript. Tyson points to proposals for type annotations that can be treated as comments, and to runtime type stripping in Node.js, as signs that developers may increasingly use type-aware tooling while keeping executable code in JavaScript.

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This is a possible direction, not evidence that TypeScript is becoming obsolete. The practical question is whether a project benefits from TypeScript’s type system enough to justify its build and configuration workflow, or whether tooling around JavaScript provides sufficient safeguards for its needs.

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2. Direct SQL instead of ORM-heavy data access

Object-relational mapping tools can reduce repetitive data-access work, but the abstraction can become an obstacle when developers need to understand or control the SQL being generated. Tyson’s examples include SQL in WebAssembly contexts and JOOQ as a more direct server-side approach than Hibernate.

Direct SQL can make queries and relational behavior easier to inspect. An ORM may still be a good fit when its abstractions speed up common operations and suit the application’s data model. The choice is about how much abstraction helps a team, not whether ORMs have stopped being useful.

3. Local IDEs alongside cloud development environments

Cloud development environments offer remote setup and compute, but Tyson argues that modern laptops can make local IDE work responsive: RAM and SSD resources support much of the work on the developer’s machine, even when AI features use remote back ends.

This is not a hardware benchmark or a recommendation for a particular laptop. Local development may suit teams that value a responsive editor and direct control of their environment; a cloud environment may be more convenient when remote access, shared configuration, or centralized resources matter more.

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4. A monolith when microservices add unnecessary complexity

Microservices can divide a system into independently deployable services, but those boundaries introduce network communication and operational work. For a system that does not need that separation, a monolith can avoid some of that distributed-systems burden.

A monolith still needs sound architecture, and its availability and quality-of-service requirements can be complex. Microservices remain useful when service boundaries solve real organizational or technical needs; the point is not to choose a monolith by default, but to avoid paying for distribution without a reason.

5. Integrated frameworks instead of assembling every layer

Combining separate SaaS tools and libraries can offer flexibility, but each connection adds integration work and another potential source of brittleness. Tyson points to Rails, Django, Next.js, and Spring Boot as examples of frameworks that provide a more integrated path.

“Batteries included” does not mean a framework replaces every service. Teams may still use separate databases, authentication providers, or other supporting systems. The trade-off is between a coherent set of built-in conventions and the freedom—along with the maintenance effort—of selecting and connecting more pieces independently.

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6. On-premises infrastructure for workloads that benefit from control

Cloud services can reduce the need to operate physical infrastructure, but they are not automatically the best fit for every workload. Tyson lists internal expertise, cost controls, predictable billing, and data sovereignty as possible reasons to run compute, storage, or networking on premises.

Those factors have to be weighed against the cloud’s benefits and the work of operating in-house infrastructure. The decision depends on the workload and the organization’s ability to manage it; “cloud first” and “on premises” are not universal answers.

7. Specialized engineering rather than universal full-stack mastery

Web development spans enough areas that expecting every developer to master the whole stack can be unrealistic. Tyson argues for recognizing specialization and bridging expertise through colleagues, libraries, or AI agents.

Specialization does not remove the value of engineers who understand how the pieces fit together. Senior engineers can help teams reason across boundaries even when individual contributors focus on particular areas.

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8. WebAssembly alongside Docker

Docker remains useful, with established enterprise tooling, but Tyson presents WebAssembly binaries and lightweight runtimes as a potentially more direct, lower-overhead option for some workloads. That makes Wasm a possible alternative in suitable cases, not a general replacement for containers.

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Performance and portability depend on the workload and runtime. Tyson’s feature provides no comparative measurements, so the choice should rest on the requirements of the application and the capabilities of the environment rather than an assumed speed advantage.

9. Java’s renewed relevance through virtual threads

Java virtual threads and related concurrency features give developers another way to handle many concurrent tasks while remaining compatible with older thread APIs. Tyson presents this as a reason Java may be relevant for modern server workloads.

The feature does not establish a universal capacity figure: Tyson’s reference to “potentially millions” of parallel requests is not a benchmark or a sourced performance result. Whether virtual threads help depends on the application and how it uses concurrency.

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How to decide whether a reversal fits your project

These examples share a practical test: use the least complex approach that solves the actual problem. Before replacing a newer tool with an older or more direct one, ask:

  • Does the extra abstraction, service boundary, or integration remove enough work to justify its own complexity?
  • Which matters more for this project: direct control and local responsiveness, or remote convenience and managed services?
  • Will the team be able to operate and maintain the chosen approach, including its infrastructure and cross-system boundaries?
  • Is the proposed advantage demonstrated for this workload, or is it only a general possibility?

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