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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6 March 2025

Walk on the web flow 20250306

by snonov

Architecture

Wardley mapping
https://lethain.com/wardley-mapping/
https://touilleur-express.fr/2024/10/22/the-robinson-projection-comprendre-son-systeme-dinformation/

MCP Model Context Protocol
https://www.anthropic.com/news/model-context-protocol
https://github.com/modelcontextprotocol
https://www.baeldung.com/spring-ai-model-context-protocol-mcp

Dev

Kata container
https://github.com/kata-containers/kata-containers

Anki flash card generation with Ai
https://ankiweb.net/shared/info/1915225457
• Product https://anki-decks.com/

Java Streams in detail
https://daniel.avery.io/writing/the-java-streams-parallel
https://developer.ibm.com/series/java-streams/

Java 24 news
https://www.loicmathieu.fr/wordpress/en/informatique/java-24-quoi-de-neuf/

Java performance update
https://www.youtube.com/watch?v=rXv2-lN5Xgk

Refactoring to DOP (Data Oriented Programming)
https://github.com/JosePaumard/2025_Jfokus-DOP-Amber-lab/tree/Step-00-Initial-application/D_Data-oriented-programming

VirtualThread and Reactive programming
https://speakerdeck.com/josepaumard/are-virtual-threads-going-to-make-reactive-programming-irrelevant

Llm apps in Java
https://shaaf.dev/post/2025-02-05-a-handson-guide-to-building-llm-apps-in-java-with-jakarta/

Llm for IaC
https://medium.com/gft-engineering/evaluating-llms-for-infrastructure-as-code-9f8b9ac4ca33

Trisha Gee talk next step playtime
https://trishagee.com/presentations/next-step-play-time/

Debugging Java in production by Jean-Philippe Bempel
https://ginnieandfifounet.com/jpb/slides/Production_Debugging.pdf
• Java agent source code https://github.com/DataDog/dd-trace-java/tree/master/dd-java-agent/agent-debugger

Java Garbage collector
https://tschatzl.github.io/2025/02/21/new-write-barriers.html

What role does llm reasoning play for software task ?
https://martinfowler.com/articles/exploring-gen-ai.html#memo-12

Bolt usage for developers
https://thenewstack.io/how-developers-are-using-bolt-a-fast-growing-ai-coding-tool/

Tool

Opentelemetry and Jaeger
https://medium.com/@fadhilhan01/tracing-your-system-with-jaeger-and-opentelemetry-c22f31ff3039

GitHub RAG
https://techcommunity.microsoft.com/blog/azure-ai-services-blog/github-models-retrieval-augmented-generation-rag/4302518

Continue, open-source AI code assistant
https://github.com/continuedev/continue

Polars open-source library for data manipulation
https://pola.rs/

Jtaccuino, Java and JavaFX noebook
https://github.com/jtaccuino/jtaccuino

FerretDb, open source alternative to MongoDb
https://www.ferretdb.com/
https://www.infoq.com/news/2025/02/ferretdb-documentdb

DSPy framework for programming—rather than prompting—language models
https://dspy.ai/
https://introductory.medium.com/the-model-development-lifecycle-with-llms-and-dspy-aea5d107273a

Ai and Llm

Augmented developer
• Ai and design course : https://www.udemy.com/course/software-and-system-diagrams-using-chatgpt-ai-and-mermaid/

EpochAi research institute
https://epoch.ai/trends

Deepseek tehcnical overview
https://martinfowler.com/articles/deepseek-papers.html
https://blog.octo.com/octo-comprendre-les-mecanismes-derriere-le-modele-deepseek-r1-(partie-1)

Event LLM for code
https://llm4code.github.io/2024/speakers/
• Topic https://llm4code.github.io/2024/call/
https://llm4code.github.io/2024/slides/BigCode-LLM4Code.pdf
https://llm4code.github.io/2024/slides/CodeLlama-LLM4Code.pdf

Github copilot certification
https://resources.github.com/learn/certifications/
• Handbook : https://examregistration.github.com/handbook
• Documentation : https://docs.github.com/en/copilot
• Microsoft learn path : https://learn.microsoft.com/en-us/training/paths/copilot/?wt.mc_id=github_inproduct_copilotfoundations_mslearn_ghcertregistration
https://github.com/timothywarner/copilot-cert-prep
https://learning.oreilly.com/certifications/?vendortype=121&certificationtypes=565
• Udemy course
https://www.udemy.com/course/practice-exams-github-copilot-certificate/?couponCode=LETSLEARNNOW
https://www.udemy.com/course/github-copilot-practice-exams/?referralCode=9061F56B9E7A83254D0F&couponCode=LETSLEARNNOW

Nice vectors, embeddings insterest explanation in Ai
https://momjian.us/main/writings/pgsql/trenches.pdf

Llm vs JEPA
• Yann Lecun paper https://openreview.net/pdf?id=BZ5a1r-kVsf
https://medium.com/autonomous-agents/enhancing-llms-reasoning-through-jepa-a-comprehensive-mathematical-deep-dive-301ec9c4d6f2
https://rohitbandaru.github.io/blog/JEPA-Deep-Dive/
https://www.turingpost.com/p/jepa

Multiple models in one environment
https://deepinfra.com/
https://openrouter.ai/
https://github.com/marketplace/models/

Working structured data with llm (json)
https://medium.com/@d.zagirowa/forcing-llm-json-outputs-how-to-make-llm-output-complex-jsons-a8bb00e87f71

LLM distributed training techniques
https://medium.com/@r9644360/overview-of-popular-distributed-training-techniques-for-large-models-1531200d5673

Plug and play on you model
• Gpt4All https://www.nomic.ai/gpt4all and https://github.com/nomic-ai/gpt4all
• ChatbotUI https://www.chatbotui.com/fr and https://github.com/mckaywrigley/chatbot-ui
• LmStudio https://lmstudio.ai/

Mixture of expert (MoE)
https://newsletter.maartengrootendorst.com/p/a-visual-guide-to-mixture-of-experts

Road to LLM in 12 papers
https://www.gorfou.fr/le-chemin-vers-les-llm-via-12-papiers-de-recherche/

Reasearch papers statistics
https://vaguegenerative.com/prisme.html

LLM Training across GPUs
https://www.infoq.com/news/2025/03/huggingface-ultra-scale-playbook
https://huggingface.co/spaces/nanotron/ultrascale-playbook?section=profiling_the_memory_usage

Various

Tracking with ad apps
https://timsh.org/tracking-myself-down-through-in-app-ads/

Context switching
https://newsletter.techworld-with-milan.com/p/context-switching-is-the-main-productivity

Research and papers
https://www.bib.minesparis.psl.eu/appui-recherche/hal/
https://journals.openedition.org/hrc/6330?lang=en
• arXiv https://arxiv.org/
• HAL https://hal.science/
• OpenAIRE https://www.openaire.eu/

tags: Github - Rag - Models - Java24 - Java - Stream - Codeassistant - Anki - Flashcard - Performance - Dop - Dataorientedprogramming - Tracking - Ads - App - Epochai - Virtualthread - Reactiveprogramming - Deepseek - Llm - Llm4code - Githubcopilot - Copilot - Polars - Python - Certification - Vector - Embedding - Jtaccuino - Javafx - Jepa - Yannlecun - Ferretdb - Mongodb - Deepinfra - Openrouter - Githubmodels - Json - Structureddata - Models - Llmdistributed - Dspy - Gpt4all - Chatbotui - Lmstudio - Iac - Moe - Mixtureofexpert - Trishagee - Debug - Production - Jeanphilippebempel - Agent - Javaagent - Papers - Research - Wardley - Design - Architecture - Productivity - Contextswitch - Garbagecollector - Gc - Bolt - Reasoning - Kata - Container - Mcp - Mcpprotocol - Opentelemetry - Jaeger