Walk on the web flow

the goal is to leave some links that seem interesting to me (but also to share them)

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13 May 2025

Walk on the web flow 20250513

by snonov

Architecture

What is Architecture
https://blog.scottlogic.com/2025/04/24/what-is-architecture.html

Dev

Transform Spring REST to MCP Services
https://addozhang.medium.com/one-command-to-transform-legacy-spring-rest-api-into-mcp-services-in-seconds-with-openrewrite-dbaf0e8e68fe
https://github.com/addozhang/spring-rest-to-mcp

Github Copilot demo :
https://moaw.dev/workshop/gh:Philess/GHCopilotHoL/main/docs/?step=0
https://github.com/Philess/gh-copilot-demo

Building Ai system with Java
https://foojay.io/today/building-formpilot-my-journey-creating-an-ai-powered-form-filler-with-rag-langchain4j-and-ollama/
https://foojay.io/today/local-ai-with-spring-building-privacy-first-agents-using-ollama/

Why (where) Spring is using Bubble sort
https://poutsma-principles.com/blog/2025/04/29/bubble-sort-in-spring/

Handling large dataset managing memory
https://blog.heaphero.io/handling-large-datasets-without-running-out-of-memory/

Learn to code, ignore AI, then use AI to code even better
https://kyrylo.org/software/2025/03/27/learn-to-code-ignore-ai-then-use-ai-to-code-even-better.html

How cursor indexes codebase
https://read.engineerscodex.com/p/how-cursor-indexes-codebases-fast

State of coding the future with Java and Ai
https://devblogs.microsoft.com/java/the-state-of-coding-the-future-with-java-and-ai/

Tool

Daytona, a secure, scalable runtime for AI-generated code execution and agent workflows.
https://www.daytona.io/
https://github.com/daytonaio

Wanaku MCP Router stands between autonomous AI agents and your enterprise systems
https://www.wanaku.ai/
https://github.com/wanaku-ai/

Inspector, tool for testing and debugging MCP servers.
https://github.com/modelcontextprotocol/inspector

Infisical, All-in-one platform to securely manage application secrets, certificates, SSH keys, and configurations across your team and infrastructure
https://infisical.com/
https://github.com/Infisical/infisical

AugmentCode
https://www.augmentcode.com/

Nix vs Docker
https://thenewstack.io/kelsey-hightower-on-nix-vs-docker-is-there-a-different-way/

Coding and ai
https://blog.thepete.net/blog/2025/04/14/chain-of-vibes/

Uv, an extremely fast Python package and project manager, written in Rust.
https://docs.astral.sh/uv/
https://github.com/astral-sh/uv
https://blog.ippon.fr/2025/05/12/uv-un-package-manager-python-adapte-a-la-data-partie-1-theorie-et-fonctionnalites/

Ai and Llm

Ai integrated in IDE’s
https://itnext.io/can-junie-be-a-real-competitor-for-cursor-windsurf-and-vs-code-copilot-a6202660f477

Mcp discussion, we made an MCP Server so Cursor can build things from REST API docs
https://news.ycombinator.com/item?id=43459240

Ai protocols (Mcp, Acp, A2A)
https://medium.com/@cmadhu_in/mcp-acp-and-a2a-communication-protocols-in-intelligent-systems-0d4e8827ec56

Software development benchmark
https://www.swebench.com/

Prompt injection
https://arstechnica.com/information-technology/2025/04/researchers-claim-breakthrough-in-fight-against-ais-frustrating-security-hole/

Self improving llm architecutres
https://www.rohan-paul.com/p/self-improving-llm-architectures

LLM for unit test code
https://research.redhat.com/blog/2025/04/21/choosing-llms-to-generate-high-quality-unit-tests-for-code/
https://arxiv.org/html/2406.18181v2

Byte latent Transformer
• Research paper : https://arxiv.org/abs/2412.09871
https://ai.meta.com/research/publications/byte-latent-transformer-patches-scale-better-than-tokens/
• Code : https://github.com/facebookresearch/blt
• Article https://www.digitalocean.com/community/tutorials/what-is-byte-latent-transformer
• Article https://medium.com/autonomous-agents/are-byte-level-transformers-truly-byte-level-9b53feb88ca9

Various

Culture and methods trends
https://www.infoq.com/articles/culture-trends-2025

First RUST specification
https://rustfoundation.org/media/ferrous-systems-donates-ferrocene-language-specification-to-rust-project/

Rust in Linux Kernel
https://thenewstack.io/rust-linux-and-cloud-native-computing/

Math for Computer Science
https://faculty.ksu.edu.sa/sites/default/files/%5BBook%5D%20Discrete%20mathematics%20and%20its%20applications%20%282019%29_0.pdf

Tech watch, my method
https://www.camilleroux.com/la-veille-technologique-ma-methode-complete-pour-rester-a-jour/

Programming language ranking :
• Redmonk https://redmonk.com/sogrady/category/programming-languages/
• Tiobe index https://www.tiobe.com/tiobe-index/
• Octoverse https://octoverse.github.com/
• PyPL https://pypl.github.io/PYPL.html
• Ieee Spectrum https://spectrum.ieee.org/top-programming-languages-2024
• Stack overflow survey https://survey.stackoverflow.co/2024/
• Jetbrain development ecosystem https://www.jetbrains.com/lp/devecosystem-2024/
• Hackerrank https://www.hackerrank.com/blog/most-popular-languages-2024/

tags: Mcp - Openrewrite - Inspector - Debug - Rest - Springrest - Mcpservice - Security - Infisical - Augmentcode - Bechmark - Swe - Github - Githubcopilot - Rag - Ollama - Spring - Bubblesort - Softwarearchitecture - Largedataset - Nix - Docker - Rust - Specification - Linux - Kernel - Promptinjection - Protocols - Mcp - A2a - Ide - Agent - Math - Computerscience - Llm - Improving - Models - Unittest - Vibes - Wanaku - Mcp - Daytona - Culture - Trends - Redmonk - Tiobe - Octoverse - Pypl - Programminglanguage - Ranking - Ieee - Stackoverflow - Jetbrain - Hackerrank - Uv - Packagemanager - Python - Cursor - Merkle - Techwatch - Blt - Bytelatenttransformer - Transformer - Java - Stateofcoding