Warm Welcome Badge tips and AI agent projects
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📚 𝗙𝘂𝗹𝗹-𝗦𝘁𝗮𝗰𝗸 𝗗𝗲𝘃𝗲𝗹𝗼𝗽𝗲𝗿 📚 🚀 𝗗𝗘𝗩 𝗖𝗼𝗺𝗺𝘂𝗻𝗶𝘁𝘆 𝗠𝗼𝗱𝗲𝗿𝗮𝘁𝗼𝗿 🚀 ༼ つ ◕_◕ ༽つ🍰🍔🍕 ₍₍⚞(˶>ᗜ<˶)⚟⁾⁾ “ᴀ ꜱᴍᴏᴏᴛʜ ꜱᴇᴀ ɴᴇᴠᴇʀ ᴍᴀᴅᴇ ᴀ ꜱᴋɪʟʟᴇᴅ ꜱᴀɪʟᴏʀ” – ꜰʀᴀɴᴋʟɪɴ ᴅ. ʀᴏᴏꜱᴇᴠᴇʟᴛ
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🎓 Master’s in Software Engineering 🎓
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☕ Open-Source Contributor for Forem and Virtual Coffee ☕
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• Jul 15
Welcome everyone to dev.to! Glad you are here and hope you are well! I am a DEV Community Moderator and my primary goal is to support everyone on dev.to and ensure everyone is having a good time!
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im harish, from a small village in india
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Senior Python Backend Developer, and Open Source Contributor. I build scalable backend systems, developer tools, and explore modern AI-driven solutions.
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uttarakhand, bageshwar
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Bachelor of Technology (B.Tech) – Uttarakhand Technical University, Uttarakhand
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Senior Python Backend Developer
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• Jul 21
welcome Harish
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I make the world lighter.
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Cloud
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Jul 18, 2026
• Jul 18
Welcome, Harish! Great to have you here. What are you working on or hoping to learn? Plenty of friendly people around to point you at good resources.
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Dad, engineer and aspiring enterpreneur
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Utrecht
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Computer Science
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• Jul 18
Hello Harish, nice to meet you, I am Andrei and like you joined the dev.to Community just now 🎉
Building open-source tools for fun
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Bangalore, India
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• Jul 22
Hey Andrei. welcome to the dev.to community
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Robotics Engineer focused on Embedded Systems, ROS2, Computer Vision, Artificial Intelligence, and autonomous robotic systems.
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Ankara, Turkey
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Konya Teknik Üniversitesi
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Jul 21, 2026
• Jul 21
welcome, harish
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📚 𝗙𝘂𝗹𝗹-𝗦𝘁𝗮𝗰𝗸 𝗗𝗲𝘃𝗲𝗹𝗼𝗽𝗲𝗿 📚 🚀 𝗗𝗘𝗩 𝗖𝗼𝗺𝗺𝘂𝗻𝗶𝘁𝘆 𝗠𝗼𝗱𝗲𝗿𝗮𝘁𝗼𝗿 🚀 ༼ つ ◕_◕ ༽つ🍰🍔🍕 ₍₍⚞(˶>ᗜ<˶)⚟⁾⁾ “ᴀ ꜱᴍᴏᴏᴛʜ ꜱᴇᴀ ɴᴇᴠᴇʀ ᴍᴀᴅᴇ ᴀ ꜱᴋɪʟʟᴇᴅ ꜱᴀɪʟᴏʀ” – ꜰʀᴀɴᴋʟɪɴ ᴅ. ʀᴏᴏꜱᴇᴠᴇʟᴛ
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United States
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🎓 Master’s in Software Engineering 🎓
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☕ Open-Source Contributor for Forem and Virtual Coffee ☕
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• Jul 20
Welcome Harish!
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Abogado y docente de Derecho Comercial. Combino la rigurosidad legal con la creación de contenido digital. Analizo retos legales de PYMES, tecnología y la vida de un creador en el mundo actual. ¡Hable
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Ahbuachapan, El Salvador
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Licenciado en Ciencias Jurídicas, Notario, especialista en docencia superior e investigación social.
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Abogado, docente, creador digital y apasionado por la convergencia entre tecnología, narrativa y fe
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Asistente administrativo municipalidad de Ahuachapán y docente de Derecho Mercantil en universidad
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• Jul 18
hola, yo soy de el salvador
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I’m a freelance web designer and developer based in Cambridge. Only been in the industry a couple of years, so very keen to keep learning and growing.
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Cambridge, UK
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Freelance Web Designer and Developer
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Jul 21, 2026
• Jul 21
Hi I’m Matt, a freelance web designer and developer from Cambridge, UK.
I’m pretty new to the industry, self-taught over the last couple of years. I’ve mostly been working in WordPress with a custom starter theme (gulp, scss, php, gsap) that I learned from an agency.
More recently, I’ve been experimenting with JAMstack and just rebuilt my portfolio site with it.
I’m really keen to keep learning more, get more exposure to real-life projects, and offer my support to small agencies who might need some extra help.
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Building ShipSealed — Next.js + Supabase boilerplates and RLS tools that don’t leak. I write about Supabase Row-Level Security, multi-tenant SaaS, and shipping safely. 🦭
• Jul 21
Thanks Francis! Happy to be here — this looks like a great community to learn in 🙌
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I’m Kael, from Singapore.
I mostly build tools for stock research and backtesting. Lately I’ve been working on volas, a super-fast, Rust-backed, pandas-like DataFrame for OHLCV data, which has 254 built-in technical indicators. 😃
I’m here to learn from people working with Python, Rust, data engineering, and market data tools. Nice to meet everyone.
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Building open-source tools for fun
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Bangalore, India
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he/him
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Jul 22, 2026
• Jul 22
Hey Kael, welcome to dev.to community
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Building a AI tool
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Location
Xiamen, China
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Fuzhou University
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Joined
Jul 21, 2026
• Jul 21
Hello Kael, Nice to meet you.
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An ordinary Chinese middle school student who knows a little programming
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Suzhou , Jiangsu , China
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An ordinary Chinese junior high school student
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Jul 15, 2026
• Jul 20
hello,Kael.Welcome to dev.
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I design and build custom WordPress websites for businesses across central Wisconsin — and I handle every detail of keeping them running, so you can focus on growing your business. Free site audits.
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Central Wisconsin, USA
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MBTI Milwaukee, 1980
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Founder and Owner at Web Magic Studio LLC
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Jul 20, 2026
• Jul 20
Hi all, I’m Scott from central Wisconsin, USA, and I just joined today. As you’ll see if you look at my profile, I build WordPress websites for a living. Any of you who build websites, WordPress or not, knows that creating a good website requires many, many skills. So I thought, what better place to learn about a wide variety of topics, and that’s how I ended up on dev.to.
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I’m a freelance web designer and developer based in Cambridge. Only been in the industry a couple of years, so very keen to keep learning and growing.
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Cambridge, UK
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Freelance Web Designer and Developer
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Jul 21, 2026
• Jul 21
Hi Scott, nice to meet you.
I’ve mostly been working in WordPress too. What tools do you use to build your WordPress websites?
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Just a hobbyist developer coding to constantly improve my skills
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Belarus
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Self-taught Developer
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Tech enthusiast driven by curiosity
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Self-employed / Coding for fun
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Jul 14, 2026
• Jul 15
Hey everyone! Senior sysadmin here. Just deployed my lightweight open-source behavioral network-socket monitor to GitHub. Excited to join the community and looking forward to sharing ideas and reviewing codebase architectures with you all!
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I make the world lighter.
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Cloud
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• Jul 18
Welcome! A lightweight behavioral socket monitor is a great niche to own, the kind of thing you end up reaching for constantly once it exists. What pushed you to build it from scratch rather than wire up existing tooling? Always good to see more people shipping open source here.
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CTO at Jitsu, an open source alternative to segment
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San Francisco, CA USA
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Jul 16, 2026
• Jul 16
cool, how’s going? I am starting with open source project as well, good to see more open source devs here.
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CS student building full-stack apps and exploring the engineering behind the internet, systems, and AI.
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Lahore. Pakistan
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Jul 18, 2026
• Jul 18
Coolll
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Lead Developer & Founder of iCoreUX (https://icoreux.com). Building a 100% private, local ecosystem with 8 platforms and 200+ free web tools that run entirely in the browser. Focused on data security
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Global
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Diploma in Cybersecurity | IT & Network Infrastructure Expert since 1998
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Founder & Lead Developer at iCoreUX Ecosystem
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• Jul 16
Hey everyone! I’m Amer, an IT and Network Infrastructure expert. I’ve been in the tech field since 1998, focusing on network maintenance, hardware, and recently, cybersecurity. I’m excited to join the DEV community, connect with fellow developers, and share insights from my long journey in tech. Looking forward to learning from you all! 🙂
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Civic technologist and AI assisted builder creating tools that make complex systems more inspectable. I write about hackathons, product judgment, agent readiness, and learning in public.
• Jul 19
Welcome @icoreux ! Dev is a great and welcoming community. Looking forward to reading about your journey!
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Mohamed IDBRAHIM — Founder & CEO of Bright Coding. I build products, grow developer communities, and share insights on software engineering, startups, and tech entrepreneurship.
• Jul 22
welcome to dev.to
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Valencia-based engineer. AI agents, React, TypeScript, Django. I write about how search engines and LLMs read the web: rendering, schema, GEO. Ex medical device engineer: Werfen, Abbott, 300+ labs.
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Valencia, Spain
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Engineering degree. Medical equipment: certified. SEO, React, Python, AI: self-taught, 8+ years
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Founder & Lead Developer at SEO7.ES, Valencia
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Joined
Jul 17, 2026
• Jul 17
Hi 👋
Evgenii, from Valencia, Spain. I run a small web studio — React, TypeScript, Django, and lately a lot of LLM agents.
What brought me here: I keep finding the same problem on different clients’ sites, and it isn’t really a bug. People assume that if Googlebot can render their site, AI crawlers can too. They can’t. I started writing about it, and this looked like the place where someone would actually argue with me. Please do.
Fun fact: I spent 12 years servicing medical lab analyzers before I touched the web. 300+ labs, coagulometers, immunoassay machines. Turns out debugging a React hydration issue and debugging a machine that hands someone the wrong blood test result use the same part of your brain. One of them just matters more.
Currently learning: what AI crawlers actually do — by reading server logs instead of vendor blog posts. Recommend it.
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I build AI agents and let them run things – my blog, my projects, an AI Werewolf game played entirely by bots. Cybersecurity day job. Hands-on writeups, no hype.
• Jul 20
You asked for an argument, so: how long does the problem even last? Crawlers that can’t render JS feels like a today-problem – the newer agent browsers drive real Chrome and render everything. My money is still on server-rendered HTML winning, just for a different reason: it’s cheaper for the site than letting a thousand agents each run your JS. And 12 years of servicing lab analyzers is the best origin story in this thread.
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Valencia-based engineer. AI agents, React, TypeScript, Django. I write about how search engines and LLMs read the web: rendering, schema, GEO. Ex medical device engineer: Werfen, Abbott, 300+ labs.
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Email
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Location
Valencia, Spain
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Education
Engineering degree. Medical equipment: certified. SEO, React, Python, AI: self-taught, 8+ years
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Pronouns
he/him
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Work
Founder & Lead Developer at SEO7.ES, Valencia
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Joined
Jul 17, 2026
• Jul 20
Fair, and partly right. The agent browsers (ChatGPT agent, Perplexity’s) do drive real Chrome and render everything. For those, JS is a non-issue.
But that’s a narrow slice. The heavy lifting is GPTBot, ClaudeBot, Meta-ExternalAgent, and as of June 2026 none of the major AI crawlers render JS (Lantern’s monitoring, plus a pile of May audits saying the same). The one exception is Gemini, and only because it rides Googlebot’s infra. Meanwhile the volume is growing, not shrinking: GPTBot is up ~305% year over year per Cloudflare. So it’s not a fading problem, it’s scaling.
Which flips your framing, not mine: rendering at index scale is too expensive for them, so they don’t, so the HTML has to carry the content. The day GPTBot renders JS at crawl scale I’ll happily retract the post.
Your cost angle is the stronger version, honestly. “Cheaper for the site” beats “required for visibility” because it holds even in a fully-rendered world. Stealing that.
(And thanks re: the analyzers. Still not sure if it’s a flex or a warning label.)
I build AI agents and let them run things – my blog, my projects, an AI Werewolf game played entirely by bots. Cybersecurity day job. Hands-on writeups, no hype.
• Jul 21
Deal – you take the cost angle, I’ll take the correction. I was arguing from the session end (agent browsers); at crawl scale your numbers win. And 305% more crawling with zero rendering means they’re scaling the cheap path, not working toward the expensive one. It’s a flex, by the way.
Valencia-based engineer. AI agents, React, TypeScript, Django. I write about how search engines and LLMs read the web: rendering, schema, GEO. Ex medical device engineer: Werfen, Abbott, 300+ labs.
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Email
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Location
Valencia, Spain
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Education
Engineering degree. Medical equipment: certified. SEO, React, Python, AI: self-taught, 8+ years
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Pronouns
he/him
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Work
Founder & Lead Developer at SEO7.ES, Valencia
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Joined
Jul 17, 2026
• Jul 21
“Scaling the cheap path, not working toward the expensive one” is the line I should’ve led with. 305% growth with zero rendering isn’t a company that hasn’t gotten to JS yet — it’s a deliberate architecture. You don’t scale something 3x while planning to replace it. Good arguing with you.
(Noted. Filing it under flex.)
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Building Validate — a stateless validation API for IBAN, VAT, email, phone, credit card, postal code & password checks. Writing about API design, edge deployment, and pragmatic backend validation.
• Jul 19
Hey everyone! I’m Jay, 24 years old from Munich, Germany.
I’m building APIs on the side — currently running a validation toolkit on RapidAPI (IBAN, email, phone, VAT, password breach-check and more). Also into trading and building my own AI dashboard.
Always happy to connect with other builders and developers. Looking forward to the community!
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I am software engineer who finds fun and creativity in Frontend. I would love to be a part of a team to help, develop and learn from new people and add my knowledge to the project.
• Jul 20
Hey Jonas. Welcome to the community. 😊
Wow, an API builder. Truly honored to meet you. What’s your favorite API that you have build or used that have blown you away.
Awesome to have you here and have a great time here.😉
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Building Validate — a stateless validation API for IBAN, VAT, email, phone, credit card, postal code & password checks. Writing about API design, edge deployment, and pragmatic backend validation.
• Jul 20
Thanks for the warm welcome! 😊
Honestly, the one that blew me away to build was the password breach-check endpoint — it uses HaveIBeenPwned’s k-anonymity protocol, so only a 5-character SHA-1 hash prefix ever leaves your server. The full password never gets sent anywhere. Simple concept, but elegant privacy-by-design.
Currently working on a full validation toolkit (IBAN, VAT, email, phone, disposable email detection and more) — happy to share if you’re curious!
Looking forward to connecting with everyone here 🙌
I am software engineer who finds fun and creativity in Frontend. I would love to be a part of a team to help, develop and learn from new people and add my knowledge to the project.
• Jul 20
Wow, completely blown away by your sharings. You explained it like I’m 5. Sure, I would love to know more about it and all the best for it. Hope it comes and becomes Product of the Day on Github.
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Sr. Principal Data Scientist in applied R&D environment Just creates two posts in dev.io about LLM-assisted Jira backlog analyzer
• Jul 20
Hi everyone,
I’m excited to join the DEV Community!
I’ve created two posts on dev.io to share, and am looking forward to discussing them with you all. I have 25+ years of experience in software engineering, AI/ML, data analytics, and technical leadership. Recently, I’ve been exploring how Large Language Models (LLMs) can help solve real-world software engineering challenges, such as Jira backlog analysis, project management, and developer productivity.
I’m currently writing about practical AI applications, prompt engineering, RAG, and LLM evaluation, and I look forward to sharing what I learn while learning from this amazing community. Comments and feedback are always welcome.
Outside of coding, I enjoy mentoring, continuous learning, and building projects that bridge AI research with practical engineering. Looking forward to connecting with fellow developers. Thanks for having me!
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I am software engineer who finds fun and creativity in Frontend. I would love to be a part of a team to help, develop and learn from new people and add my knowledge to the project.
• Jul 20
Hey K Gann. Welcome to the community. 😊
Which is the best AI software that you feel caught your attention and you enjoyed using it. Like WisperFlow or any other. What are the key lesson that you have learned about AI.
Awesome to have you here and have a great time here.😉
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Sr. Principal Data Scientist in applied R&D environment Just creates two posts in dev.io about LLM-assisted Jira backlog analyzer
• Jul 21
Thanks for the warm welcome! 😊 I haven’t tried WhisperFlow yet, but I’ve been using Colab with Gemini Flash for coding, Perplexity for research (love that it cites sources), and rotating between ChatGPT, Claude, and Gemini depending on the task. Biggest lesson so far: each model has its own strengths, so it’s worth trying a few rather than sticking to just one. Excited to be here and learn from everyone!
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👋 Hey DEV! Solo dev here — just started shipping small, single-purpose CLIs and figured I’d say hi.
Two so far, both MIT + on npm:
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grokscope — asks Grok 4.5’s live X search what devs are actually saying about a tool right now, and cites every claim back to a real post.
npx grokscope demo(no key needed to try it). - gemcatch — fire-and-forget research on the free Gemini tier: submit a long prompt, close your laptop, grab the answer later.
Also just posted my first article here — what grokscope turned up digging into Bun vs Node. Excited to be around people who build things 👋
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I am software engineer who finds fun and creativity in Frontend. I would love to be a part of a team to help, develop and learn from new people and add my knowledge to the project.
• Jul 20
Hey Christo. Welcome to the community. 😊
These projects looks amazing. I would love to try them. Can you share lessons from your projects that you learned while building them.
Awesome to have you here and have a great time.😉
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Thanks Konark, that means a lot 🙏
Biggest one: my tests were lying to me. Both had a full green test suite, but a couple of real bugs only turned up when I actually ran them against the live API — gemcatch was quietly sticking the prompt at the top of its own answers, and the free Gemini tier drops your result after 24h if nothing grabs it in time. I don’t trust a green checkmark until I’ve done one real round-trip now.
Also learned to keep deps light the hard way — a native SQLite dependency blew up CI on one older Node + Windows combo, so when I added a cache to the other tool I kept it to a plain file with zero native deps.
One design thing too: make it runnable with no setup. grokscope is bring-your-own-key with a small per-query cost, so I added npx grokscope demo — replays a real recorded run so you can see what it does before signing up for anything.
Both are still pretty new so I’m finding rough edges as I go — if you try either, I’d genuinely love to hear what breaks!
I am software engineer who finds fun and creativity in Frontend. I would love to be a part of a team to help, develop and learn from new people and add my knowledge to the project.
• Jul 20
Wow, amazing lessons. I would keep them in my mind before starting my projects. Thank you so much for sharing your lessons and thank you for sharing these projects. If I try I’ll provide you an honest feedback.
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Custom software & AI development company in Dubai. Writing about AI, software engineering, automation, ERP, cloud & scalable systems.
• Jul 16
👋 Hi everyone! Excited to be here!
I’m a developer interested in AI, Computer Vision, and Automation. I enjoy building practical AI applications and sharing what I learn along the way. Most of my current work revolves around Oglas AI, where I’m focused on applying AI to real business use cases.
Looking forward to learning from the community and contributing through articles and discussions. 🚀
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Senior Backend Engineer. Writing about software architecture, distributed systems, DDD, CQRS, TDD, Go, PHP, and building production systems.
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Location
Hamburg, Germany
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Work
Senior Backend Engineer @AboutYou
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Joined
Jun 28, 2026
• Jul 18 • Edited on Jul 18 • Edited
Hey Oglas! Welcome to DEV! Looking forward to read your first article!
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Sr. Principal Data Scientist in applied R&D environment Just creates two posts in dev.io about LLM-assisted Jira backlog analyzer
• Jul 20
Same here – Would like to read your post
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building heavy equipment tools with ai: https://heavyequipmentfix.com/
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Location
Canada
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Joined
Jul 17, 2026
• Jul 17
helloo
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Custom software & AI development company in Dubai. Writing about AI, software engineering, automation, ERP, cloud & scalable systems.
• Jul 18
hi
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CS student building full-stack apps and exploring the engineering behind the internet, systems, and AI.
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Email
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Location
Lahore. Pakistan
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Pronouns
He/Him
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Joined
Jul 18, 2026
• Jul 18
Welcome! Best of luck, mate!!
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Systems Engineer & Founder. Building local-first tools for engineers who care about what runs under the hood. Rust, Security, Infrastructure.
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Location
Warsaw, Poland
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Work
CEO at EONIX
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Joined
Jul 18, 2026
• Jul 18
Hi all! Joining the community as a Systems Engineer & Security Researcher. I focus on low-level tooling and hardened infrastructure. Currently hacking on PtyXL project. If you’re into Rust, Tauri, CyberSecurity, or dev-tools, I’d love to connect and talk!
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I am software engineer who finds fun and creativity in Frontend. I would love to be a part of a team to help, develop and learn from new people and add my knowledge to the project.
• Jul 20
Hi. Welcome to the Community 😊.
Can you explain PtyXL project or is it Top Secret Mission that will be discussed later?😆
Awesome to see you! Enjoy the vibe. 🫡
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Systems Engineer & Founder. Building local-first tools for engineers who care about what runs under the hood. Rust, Security, Infrastructure.
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Location
Warsaw, Poland
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Work
CEO at EONIX
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Joined
Jul 18, 2026
• Jul 20
Haha, absolutely – no corporate secrecy here, just a strict local-first philosophy. 😆
PtyXL is a modern local-first terminal client for SSH, SFTP, and Serial, written entirely in Rust with Tauri. Zero cloud sync, zero telemetry, and full data sovereignty for your infrastructure credentials.
We also just shipped the Provision Builder in v0.5.8, letting you orchestrate server configurations and pipelines by connecting logic tiles instead of writing raw shell scripts.
Appreciate the warm welcome! 🚀
I am software engineer who finds fun and creativity in Frontend. I would love to be a part of a team to help, develop and learn from new people and add my knowledge to the project.
• Jul 20
This sounds too awesome. I would to try it and learn from you. Thank you so much for creating it. I wanna get my hands dirty in CLI or API building haha. Someday, I’ll post about my projects too.
Awesome to have you. Keep building and breaking.😁
Systems Engineer & Founder. Building local-first tools for engineers who care about what runs under the hood. Rust, Security, Infrastructure.
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Location
Warsaw, Poland
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Work
CEO at EONIX
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Joined
Jul 18, 2026
• Jul 20
Thanks, that means a lot! Would love to have you try it out. If you hit any rough edges or have ideas, I’m all ears, still very early and shaping the roadmap based on exactly this kind of feedback. And yeah, definitely post about your projects – always good to see what people are building. 😄
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Building open-source agent infra: ChorusGraph, PrismGuard, PrismRAG. Native runtimes, local-first guards, graph RAG.
• Jul 18
Hey — Amin here.
I build open-source agent infra in Python (runtimes, local-first guards, graph RAG). Just published my first post about cutting repeat LLM calls in multi-agent graphs — happy to be here and learn from other builders.
Currently deep in native agent graphs vs the usual glue stacks. If you’re fighting token bills or prompt-injection at the edge, I’d love to compare notes.
Glad to meet you all 👋
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I build AI agents and let them run things – my blog, my projects, an AI Werewolf game played entirely by bots. Cybersecurity day job. Hands-on writeups, no hype.
• Jul 20
Everyone posts agent architectures, nobody posts their invoice – so a first post about cutting repeat LLM calls is a good one. I went the opposite way: resend full history on every call by design (statelessness bought me control of the context) and just eat the cost. Curious what your approach gives up to save the calls.
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Sr. Principal Data Scientist in applied R&D environment Just creates two posts in dev.io about LLM-assisted Jira backlog analyzer
• Jul 20
Nice to meet you as well
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Building open-source agent infra: ChorusGraph, PrismGuard, PrismRAG. Native runtimes, local-first guards, graph RAG.
• Jul 20
That’s a clean trade — and I respect it.
If you own the full history on every call, you own the context window: no “what did the cache think was the same question,” no stale answer after the world moved, no mysterious skip. Statelessness buys auditability of what the model saw. Paying for that is a deliberate ops choice, not a bug.
What I give up to save the repeats is roughly the opposite of that guarantee:
I have to define “same enough.” Harmonic / semantic cache only helps when the intent is essentially a repeat. Unique turns, tool results that change the world, or “same words, new facts” should still climb. If the similarity gate is wrong, you either miss savings or (worse) reuse an answer that shouldn’t apply.
Staleness is my problem. Once something is cached, I own invalidation / TTL / scope — not the model. Full-history-every-time never has that class of bug.
Control moves from the prompt blob into the runtime. Ledger + cache keys instead of “the entire transcript is the source of truth.” That’s a win when graphs are multi-hop and the same honest question shows up again; it’s a loss if your product is “always re-ground on the full conversation.”
So I don’t treat cache as “never pay.” I treat it as: pay for novelty and for state changes; don’t pay twice for the same honest climb. Your design says: novelty detection is hard / risky, so always pay. Totally coherent — especially for agents where wrong reuse is worse than a fat invoice.
Curious where you draw the line inside the history itself (trim? summarize? always raw). That’s often where the bill actually hides even in the stateless path.
Happy to compare notes either way — invoice stories > architecture slides.
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