Juanchi.dev
Digital Native · real systems
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Juanchi.dev
Digital Native · real systems
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HomeCVBlogLabContact

Software architecture

A pillar page that organizes posts about system design, legacy modernization, full stack decisions, and applied AI with production judgment.

  • Modernization and legacy

    How to move existing systems without breaking operations or inventing heroic migrations.

  • Full stack architecture

    Next.js, backend, data, and clear boundaries between product, platform, and operations.

  • Applied AI with judgment

    Agents, models, and automation when they improve a real, auditable workflow.

Recommended reads

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Aug 12 2026

CAdES vs XAdES Digital Signatures in Java: The Differences That Matter When Your CA Asks for One and You've Built the Other

CAdES and XAdES aren't interchangeable even though both are "advanced signatures." The choice depends on document type, trust profile, and what the CA actually expects to validate. A technical guide with DSS and Java to make the right call before you sign anything.

Aug 12 2026 · 9′ · Tutorials · seguridad · certificados

9′
Aug 11 2026

Virtual Threads Won't Save You From a Badly Placed synchronized

Virtual Threads solves the cost of spinning up thousands of threads in the JVM. It doesn't solve the blocking problem when your code has synchronized blocks or blocking native calls. JEP 444 says so, but almost nobody reads it to the end.

Aug 11 2026 · 8′ · Tutorials · concurrencia · spring-boot

8′
Aug 02 2026

Qwen3 locally with Ollama: what changed in the architecture and whether it's worth switching

Qwen3 landed with thinking mode and real improvements in code generation. But before you replace the model already running in your Ollama setup, there are technical questions you need to answer first. I answer them here without selling hype.

Aug 02 2026 · 9′ · Tutorials · TypeScript · Inferencia Local

9′
Jul 22 2026

DeepSeek API in TypeScript: secure integration and honest model evaluation for code

DeepSeek's API is compatible with the OpenAI SDK — that makes the integration almost trivial. The real problem isn't the plumbing. It's deciding whether the model is actually worth it for your use case, without buying the hype or dismissing it out of fashion. Here's the framework.

Jul 22 2026 · 8′ · Tutorials · TypeScript · nextjs

8′
Jul 05 2026

Netron: Open Any ML Model and See What's Actually Inside

Netron lets you inspect the architecture of any ML model — no Jupyter, no code, no drama. ONNX, PyTorch, TensorFlow: open it and see everything.

Jul 05 2026 · 5′ · Experiments · tooling · machine learning

5′
Jul 02 2026

Sniffnet: monitor your network without losing your mind to tcpdump

Sniffnet is a cross-platform network traffic monitor written in Rust. Real UI, real-time charts, no security PhD required to understand what's actually going on.

Jul 02 2026 · 5′ · Experiments · networking · open source

5′

Juanchi.dev is Juan Torchia’s public notebook — architecture, real systems and product decisions. Written and reviewed by hand in Buenos Aires. Built with Next.js, Prisma and PostgreSQL; deployed on Railway. No third-party trackers beyond aggregate analytics.

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