Test Spring Framework 7 retries and concurrency limits with real proxies and virtual threads. Protect dependencies, avoid retry amplification, and understand timeout boundaries.
Researched October 7, 2026. A business and architecture perspective for founders who use agents across delivery, sales, support and administration. The numerical scenarios are illustrative; they are not Homann Software operating results or provider quotations. The demo ends when the agent produces a pull request. Your business day does not. Read more
Why Europe should judge AI-assisted publishing by evidence and accountability—and demand a convincing case for mandatory origin marking. A founder’s opinion, informed by sources checked on October 6, 2026. If an article is accurate, well researched and useful, why should its AI origin count against it? That is the question Read more
A solo founder can delegate substantial work to AI agents today. Here is how I would build a company around bounded jobs, overnight execution and evidence.
A worker can disappear after a credit commits. Durable orchestration preserves progress; a tested receiver contract makes repeated deliveries safe.
A blockchain explorer must explain changing history. Build a Java indexing core that handles reorgs, preserves observations and protects finalized checkpoints.
Parallel reads are easy to start. Java 27 structured concurrency makes their lifetime explicit—but cancellation still depends on your adapters.
The payment provider fails. Your checkout counter keeps rising. The dashboard looks healthy. The trace contains a checkout span, but the payment call sits in another trace. And somewhere in the exception data, a customer email has slipped into your observability platform. The application may have passed its functional tests. Read more
A developer needs one more field for an order confirmation. The inventory module already has it, so they import a convenient internal class. The code compiles. The feature works. The boundary on the architecture diagram has just disappeared. That is a practical problem worth solving before splitting an application into Read more
Research date: September 27, 2026. An architecture guide with an executable Java 21 example. A customer writes: “My payment failed, and now I cannot log in.” Should that ticket go to billing or technical support? A language model can suggest a queue, but your application still has to decide whether Read more