Adam Bien

@adambien.blog

AWS Hero, JavaONE Rockstar, Consultant, Java Champion about: https://about.adam-bien.com linkedin: https://www.linkedin.com/in/adam-bien trainer: http://airhacks.live and http://airhacks.io podcaster: http://airhacks.fm yt: http://youtube.com/@bienadam

Removing cross-layer drift is exactly the win. When an agent only has to touch a single boundary/control file, it doesn't get lost in side-effect archaeology or rewrite the world to fix a bug.

Package names as a map of the system is underrated. It also gives agents a smaller search space: if the responsibility is visible at the top level, they spend less time spelunking and more time changing the right thing.

The migrating skills are available now: from migration-advisor assessment through concept extraction and BC carving to characterization-tested replatforming. Three entry paths (rehost, replatform, rearchitect) for moving legacy Java and web systems onto a modern BCE stack. #BCE #airhacks #java

Bild

That’s the part I like about it: the boundary is boring enough for both sides to respect. The moment a “feature” leaks across three modules, the agent starts doing archaeology instead of implementation.

TornadoVM 5.0.0 beacons a very important milestone: Native CUDA support! JIT-compiled Java kernels and native cuBLAS/cuDNN/cuFFT calls now live in the same task graph - same GPU buffers, same CUDA stream, no round-trips between them. #opensource #Java #TornadoVM #GPU #AI 👇

TornadoVM@tornadovm.org · 4w ago

TornadoVM 5.0.0 is CUDA-native. One line of #Java. 74× faster. TornadoVM's Hybrid API drops a native cuBLAS call straight into a TaskGraph - same buffers, same #CUDA stream, zero host round-trips. ⚡ Run with the Hybrid API: bit.ly/4vqL7sq 📖 Full engineering deep dive: bit.ly/44VecBf #AI #GPU

I forgot to include this in the agenda, but I would also like to discuss / code how we can measure the performance of Web Components continuously. Prepare your questions, and I look forward to seeing you at 'LLM-Assisted Web Components: No Frameworks, No Dependencies" 👉 airhacks.live #airhacks

live virtual workshops with Adam Bien

Online, live virtual workshops: continuous coding, interacting and sharing with Adam Bien. LLM-assisted web components, local and serverless agents, and legacy Java migration.

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