NO SILVER BULLET

Episode notes: https://threedots.tech/episode/overcomplicated-vs-oversimplified-code/

Quick takeaways

• Complexity comes from two extremes - projects fail both when they’re overcomplicated with unnecessary patterns and when they’re oversimplified for a complex domain
• Essential vs accidental complexity - essential complexity comes from the domain itself and can’t be removed, accidental complexity is created by poor implementation cho...

Full episode notes: ⁠https://threedots.tech/episode/ddd-toolbox-not-religion/

Quick takeaways

• Domain complexity matters more than technical complexity - Most projects fail not because of technical challenges, but because they don’t handle the business domain well.
• DDD is a toolbox, not a religion - You don’t need to use every pattern from Domain-Driven Design. Pick what solves your actual problems.
• Start with the domain model -...

In this episode, we talk about why software projects in regular jobs are delivered much slower compared to side projects, and what you can do about it.

We share our journey from building hobby projects as teenagers to working in professional environments, and the differences we encountered.

Developers are often kept isolated from product decisions and treated as “coding monkeys in golden cages” - just receiving tasks without understa...

Episode notes: https://threedots.tech/episode/ama-1/

Quick takeaways

• Go in the AI era: Go is excellent for AI applications, as the built-in concurrency makes orchestrating parallel API calls much easier than languages like Python
• Architecture philosophy: Clean Architecture isn’t always necessary. Start simple and add layers only when you feel the pain of complexity, not because someone said you should
• Career transitions: Switch...

Full episode notes: https://threedots.tech/episode/prs-that-get-merged-the-same-day/

Quick takeaways

• Prioritize reviews over new work - treat PRs as work that’s almost done and needs to be pushed to production quickly
• Big PRs create a dead loop - when reviews take ages, developers make even bigger PRs to avoid multiple long waits
• Knowledge sharing is the hidden benefit - code reviews aren’t just gatekeeping, they spread underst...

Full episode notes and transcript: https://threedots.tech/episode/event-driven-architecture/

Quick takeaways

• Event-driven architecture (EDA) is powerful but tricky – it’s great for scaling and decoupling, but has many hidden traps.
• Observability is essential – debugging async systems without tracing, logs, and correlation IDs is almost impossible.
• Use the outbox pattern – it’s the safest way to publish events without losing dat...

Full episode notes: https://threedots.tech/episode/sync-vs-async/

Quick takeaways

• Start with synchronous architecture by default - it’s simpler to understand, debug, and maintain for most use cases
• Async architecture improves scalability and resilience - message queues and events help handle traffic spikes and failures
• Design matters more than the technology choice - tight coupling creates the same problems in both sync and asy...

Episode notes: https://threedots.tech/episode/history-of-watermill/

Quick takeaways

• Solve real problems first - successful open source projects start by addressing actual needs, not by looking for problems to fit a solution
• Keep breaking changes minimal - Watermill stayed on v1 for 6 years with no breaking changes in the core library, building trust with users
• Examples and documentation are crucial - provide real-world examples...

Full episode notes: https://threedots.tech/episode/unpopular-opinions-about-go/

Quick takeaways

• Simplicity isn’t enough for complex applications - while Go’s syntax is simple, complex applications still need proper design patterns; primitive code easily becomes spaghetti code in large projects.
• Reading the standard library isn’t the best way to learn Go - it’s optimized for different goals than typical applications and might b...

In this episode, we discuss how to learn effectively as a software engineer. Why some people seem to learn faster than others? What are some practical ways to speed up your learning? Instead of promising magical shortcuts to becoming a principal engineer in months, we focus on a more balanced approach that helps you build skills by mixing theory with practice.

Quick takeaways

• Focus on applying what you learn - reading books or wa...

Full episode notes and transcript: https://threedots.tech/episode/is-clean-architecture-overengineering/

In this episode of the No Silver Bullet podcast, we discuss Clean Architecture and whether it's overengineering or a best practice for organizing code.We talk about why the pattern is often controversial, when it makes sense to use it, and how to implement it effectively.We share our experiences using Clean Architecture a...

Quick takeaways

• Frameworks promise productivity but often lead to issues as projects get larger and more complex.
• The Go community prefers small, focused libraries over frameworks due to Go's design philosophy influenced by Unix principles.
• Watch out for risks using frameworks like vendor lock-in, deprecation, and costly migrations that can take months.
• Explicit code is more maintainable than magic framework abstractions.
• Choose...

Quick Takeaways

• High-quality code is mainly about keeping good iteration speed over time - can you add features without breaking what works?
• Not all code needs to be high quality - focus your efforts on the code that's most important, changes often, or creates the most value.
• The right time to refactor is after you know your product has value, but before technical debt gets too big - make small improvements bit by bit.
• Architecture...