Walk on the web flow 20250821
by snonov
Architecture
From Gpt2 to Gpt-oss
• https://magazine.sebastianraschka.com/p/from-gpt-2-to-gpt-oss-analyzing-the
• https://newsletter.languagemodels.co/p/the-illustrated-gpt-oss
Dev
Development and llm opinion
• https://ordep.dev/posts/writing-code-was-never-the-bottleneck
From Reactive to VirtualThread
• https://scalex.dev/blog/simplifying-code-journey-from-reactive-to-virtual-threads/
Guide to Git branching
• https://blog.prateekjain.dev/the-ultimate-guide-to-git-branching-strategies-6324f1aceac2
Review Java basics
• https://foojay.io/today/java-whats-old-part-i-collections/
• https://foojay.io/today/java-whats-old-part-ii-utils/
Java 25 Stable Value
• https://inside.java/2025/07/29/just-be-lazy/
Tab or space
• https://マリウス.com/tabs-vs-spaces-the-war-is-over/
Machine learning real world use cases
• https://github.com/Engineer1999/A-Curated-List-of-ML-System-Design-Case-Studies
Ideas about profiling with JFR
• https://mostlynerdless.de/blog/2025/07/29/profiling-idea-unsorted-from-march-2025/
Rex llm for software engineer (Github Copilot)
• https://www.anthropic.com/research/impact-software-development
• https://pretius.com/blog/github-copilot-tutorial
• https://www.hostinger.com/fr/tutoriels/comment-utiliser-github-copilot
• https://blog.cellenza.com/developpement-specifique/github-copilot-retour-dexperience-dun-expert/
Rex coding mvp with claude
• https://touilleur-express.fr/2025/07/30/comment-jai-code-un-mvp-en-une-vingtaine-dheures-avec-claude-code/
Dev but also test, some testing news
• https://www.petrikainulainen.net/monthly/clean-test-automation-monthly-7-2025/
Java stream gathering
• https://www.javaspecialists.eu/archive/Issue326-Stream-Gathering-with-a-Different-Distinct-Function.html
Onboard your Ai pair programmer
• https://github.blog/ai-and-ml/github-copilot/onboarding-your-ai-peer-programmer-setting-up-github-copilot-coding-agent-for-success/
• Ai coding agent usage https://leaddev.com/ai/managing-ai-coding-assistants-without-losing-control
Tool
N8n ai workflow automation
• https://n8n.io/
• https://tuanla.vn/post/n8n/
Subtrace, network analysis
• https://github.com/subtrace/subtrace
• https://www.infoq.com/news/2025/07/subtrace-network-analysis
Maven build introduction (maven 4 is coming)
• https://medium.com/maven-by-nature/introduction-to-maven-the-build-tool-that-modernized-java-development-f3c038b4d32e
• https://maven.apache.org/whatsnewinmaven4.html
Opal, new google tool no code for visual platform creating Ai mini apps
• https://opal.withgoogle.com/landing/
• https://www.infoq.com/news/2025/07/google-opal-ai
MCP ui
• https://mcpui.dev/
Json crack, json editor
• https://github.com/AykutSarac/jsoncrack.com
Ai and Llm
Context engineer
• https://www.philschmid.de/context-engineering
• https://www.oreilly.com/radar/context-engineering-bringing-engineering-discipline-to-prompts-part-2/
Model comparison
• https://artificialanalysis.ai/
Brokk benchmark
• https://foojay.io/today/new-java-benchmark-for-coding-llms-puts-gpt-5-at-the-top/
• https://github.com/BrokkAI/powerrank
Genai vs Agentic ai
• https://www.docker.com/blog/genai-vs-agentic-ai/
API discovery with llm
• https://thenewstack.io/how-agentic-ai-is-reshaping-api-self-discovery/
Llm interfaces
• https://www.oreilly.com/radar/interfaces-that-build-themselves/
Ai and open protocols (MCP, …)
• https://ai-frontiers.org/articles/open-protocols-prevent-ai-monopolies
• https://www.oreilly.com/radar/protocols-and-power/
Still some MCP
• https://github.blog/ai-and-ml/generative-ai/a-practical-guide-on-how-to-use-the-github-mcp-server/
• https://www.docker.com/blog/mcp-security-issues-threatening-ai-infrastructure/
• https://medium.com/@springrod/building-stateful-ai-agents-how-to-create-interactive-mcp-tools-with-embabel-0dfbd3037cf7
But also A2A protocol
• https://thenewstack.io/google-brings-the-a2a-protocol-to-more-of-its-cloud/
Mastering agentic workflows with ADK: Loop agents
• https://glaforge.dev/posts/2025/07/28/mastering-agentic-workflows-with-adk-loop-agents/
Llm embeddings
• https://huggingface.co/spaces/hesamation/primer-llm-embedding?section=what_are_embeddings?
Reflexion about llm coding style
• https://www.reddit.com/r/java/comments/1mcn4rs/interesting_styles_in_java_code_generated_by_llms/
Various
Ai perspectives
• https://www.oreilly.com/radar/we-are-only-beginning-to-understand-how-to-use-ai/
• https://knightcolumbia.org/content/ai-as-normal-technology
• https://www.oneusefulthing.org/p/the-bitter-lesson-versus-the-garbage
Startup and ideas : idea browser
• https://www.ideabrowser.com/
Ai and developer impact
• https://touilleur-express.fr/2025/07/31/le-developpement-augmente-un-avis-politiquement-correct-mais-bon/
• Another opinion https://www.ksred.com/ai-for-coding-why-most-developers-are-getting-it-wrong-and-how-to-get-it-right/
Stackoverflow 2025 developer survey
• https://survey.stackoverflow.co/2025