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News
Spring proxies: JDK dynamic vs CGLIB
23+ min ago (848+ words) You put @Transactional on a method and a database transaction opens before it runs and commits when it returns — yet you never wrote a line to start or end one. You add @Cacheable, and the second call with the same…...
Your agent's "not done" lies as often as its "done"
17+ min ago (867+ words) There is a well-worn rule for running agents: don't trust the agent when it says it finished. Go look at the artifact. Good rule. We follow it. It did not save us, because the failure we actually hit ran the…...
Next.js project scope: what to define before you write a line of code
26+ min ago (675+ words) Scoping a Next.js project before development starts is the single fastest way to avoid mid-build surprises on budget and timeline. Most project overruns I see aren't caused by hard engineering problems — they're caused by vague scope that everyone interpreted…...
The outbox pattern is four sentences in a blog post. Here are three incidents from running it.
31+ min ago (530+ words) Write the event into the same transaction as the row. Poll the table. Send to Kafka. Mark it sent. That's the whole pattern, and every version of it you'll find online stops right there, because at that level of description…...
Fintech Node.js Speech-to-Text: 4 Timeout Gates for Large Multipart Audio
42+ min ago (320+ words) Short answer: for long fintech support recordings, stop treating the speech-to-text request as one large upload with one larger timeout; separate admission, transfer, transcription, and structured ticket validation, then retry only the stage whose outcome is known. This changes the…...
From ms to µs: OSS Valkey Architecture Patterns for Modern AI
1+ week, 4+ day ago (602+ words) Online InfoQ Architect Certification (Sept 14): This is where senior engineers pressure-test real architecture decisions. Register Now David Chisnall discusses how the CHERI hardware architecture redefines pointer safety to solve isolation and sharing challenges. He explains how CHERI enables spatial and…...
How to Hack Your Brain Like Neo: Boosting Problem‑Solving Speed Under Pressure
48+ min ago (312+ words) The breakthrough came when I stopped trying to solve the problem and started asking three simple questions, in this order: Re‑arranged, that’s prefix_sum[i] = prefix_sum[j] - K. So, if I keep a map that stores the first index where each prefix…...
The AI Code Check from Checksum.AI with Thought Leaders America - AOL
2+ day, 20+ hour ago (173+ words) AI can cut your workload in half when it comes to time and effort, but just because it can do so doesn’t mean it’s always correct. Checksum AI aims to fix that. Sunny stopped by their booth, alongside Thought Leaders…...
Building Fluentic Style: The Anatomy of Debuggable Atomic CSS
1+ hour ago (1735+ words) This is part of my Building Fluentic Style series, where I’m writing down the design decisions, tradeoffs, and small surprises from building Fluentic Style. Generated CSS has always had one awkward problem for me. It can make authoring styles nicer,…...
Building Fluentic Style: Bringing the `css` Prop to SolidJS
1+ hour, 13+ min ago (1367+ words) This is part of my Building Fluentic Style series, where I’m writing down the design decisions, tradeoffs, and small surprises from building Fluentic Style. Fluentic started as a styling model I was exploring for React web apps. The shape was…...