AI testing storyteller. Writing the 36 Stratagems series — ancient Chinese military tactics meet modern AI system meltdowns. 16yr QA → building AI test framework.
Ran a successful session on AI‑powered automated testing, which gave our company’s upcoming AI‑driven collaboration transformation a solid push forward.👏
Yes this is a great feeling, when you can controll the whole 3D space without need to be understund a big 3D software each painfull solution. There is the core rule, each object have a physical surface.
From 20 years in kitchens to crafting multilayered software architectures Self-taught developer specializing in Rust, Python, ML platforms, and complex system design Creator of SecuredMe. securedme.ca
My win this week was surviving a 96-hour surgical audit to track down 9 silent memory leaks in my AI brain's 05:00 AM "glymphatic" state-drainage loop—and finally sealing Layer 0 at 60/60 Actions PASS and 173/173 Pytest PASS! 🧠🛠️
The wildest catch of the week? Discovering that a naive substring parser (if "STATUS: VERIFIED" in stdout:) had matched the string "STATUS: VERIFIED" inside the exact French sentence where my hostile auditor AI explained why it refused to verify the code ("Je n'ai pas écrit STATUS: VERIFIED...")—and that a fallback bug was silently injecting Human Insulin (P01308) whenever a live UniProt protein query returned zero hits!
I replaced binary PASS/FAIL grading (which forces LLMs to fake completion with hollow pass stubs) with a zero-bias Python AST harvester and Neutrosophic Logic <T, I, F>—giving the system a dedicated mathematical third state (I — Open Indeterminacy) so unfinished work is preserved honestly instead of hidden.
Just published the full engineering breakdown here on DEV {{ dev.to/jsb-securedme/the-missing-t... }} (along with the 58-page Zenodo monograph) right in time for the upcoming NASA Space Apps Challenge! 🚀 Happy Friday everyone!
To secure my next presentation about local LLMs in a new European Institution after the FinOps conference and promote local agentic programming, and I finished my first video game: tstories.federiconavarrete.com/mem...
Backend developer turned builder. 20 years in software, now building Reporails - instruction governance for coding agents. Writing about context engineering and patterns that make AI agents reliable.
Software Engg insights from real-world systems; resilience patterns, delivery practices, and architectural decisions that separate stable platforms from fragile ones.
Finally found good youtube channels explaining software architecture and specially DB sharding concepts in depth. More importantly, I was able to watch some of them and enjoy 😉.
Once a software engineer, learner forever! 😆
A Software Engineer who strongly believes you can add immense value by knowingly implementing Software Engineering best practices even at the age of AI, and puts human life and dignity above all else.
Sometimes I code, always I write — A simple man making his way through the galaxy, writing as I go — 📚 Author of "Street-Smart Coding in the Age of AI": bit.ly/csarag-sscai
Location
Colombia 🇨🇴 (not Columbia)
Work
Content, Courses & Training for .NET teams — Helping teams to write maintainable & performant code
I finished the first draft of the 3rd book of my Street-Smart Coding collection. Already ordered a book cover and reached out to my loyal beta readers.
As a student, I'm passionate about app development using Flutter and Kotlin. I possess skills in UI/UX design, HTML, CSS, JS, Java, and C. I am always eager to learn and explore new technologies.
Education
Indira Gandhi Delhi Technical University For Women
My win this week was earning all 10 badges as part of Google Cloud Learn with Communities that our university's GDG (Google Developer Groups) was organizing.
I had missed out on completing it last year due to being short of 2 of the required 22 badges last year so I'm happy to be able to finish it this time.
My win this week was finally tracking down a gnarly memory leak that only showed up in production. Turned out to be one missing cleanup function. Felt like a detective for a solid five minutes! 🕵️♂️
Also, I finally cleared out my downloads folder. Baby steps! 😂
Shipped Gatekeeper for Flip the Switch: four AI agents that live in team chat and check what coding agents install, before they install it. It's open to try live in our demo Discord, and when a reader here asked about alert fatigue, it became a feature the same day. Write-up: My coding agent asked another agent for permission. It said no.
Hacktoberfest wrapped with 69 merged PRs in Kestra, most from bugs I found and reported myself.
Trying to bring back my first ever project I made with actually useful features gitspace.me , alot more updates coming soon ( my github is ronaksarda )
We're a place where coders share, stay up-to-date and grow their careers.
Finished my first hacktoberfest and got this!
Wow 😯😯😯 congrats 🗽🗽🗽
I did my first ever 5K run today . It was slow but finallyy i reached a milestone ... Happyyy
5km Awesome 🥰
Thanks
Congrats!
🙌🙌😌
Ran a successful session on AI‑powered automated testing, which gave our company’s upcoming AI‑driven collaboration transformation a solid push forward.👏
Bring back to live my oldest github repo:
Retro :: Spider-Paint
the best feeling ever right?
congrats bro.
Yes this is a great feeling, when you can controll the whole 3D space without need to be understund a big 3D software each painfull solution. There is the core rule, each object have a physical surface.

We got listed on n8n with our node! 🙌🏻
n8n.io/integrations/geo-search-leads/
My win this week was surviving a 96-hour surgical audit to track down 9 silent memory leaks in my AI brain's 05:00 AM "glymphatic" state-drainage loop—and finally sealing Layer 0 at 60/60 Actions PASS and 173/173 Pytest PASS! 🧠🛠️
The wildest catch of the week? Discovering that a naive substring parser (
if "STATUS: VERIFIED" in stdout:) had matched the string"STATUS: VERIFIED"inside the exact French sentence where my hostile auditor AI explained why it refused to verify the code ("Je n'ai pas écrit STATUS: VERIFIED...")—and that a fallback bug was silently injecting Human Insulin (P01308) whenever a live UniProt protein query returned zero hits!I replaced binary PASS/FAIL grading (which forces LLMs to fake completion with hollow
passstubs) with a zero-bias Python AST harvester and Neutrosophic Logic<T, I, F>—giving the system a dedicated mathematical third state (I— Open Indeterminacy) so unfinished work is preserved honestly instead of hidden.Just published the full engineering breakdown here on DEV {{ dev.to/jsb-securedme/the-missing-t... }} (along with the 58-page Zenodo monograph) right in time for the upcoming NASA Space Apps Challenge! 🚀 Happy Friday everyone!
To secure my next presentation about local LLMs in a new European Institution after the FinOps conference and promote local agentic programming, and I finished my first video game:
tstories.federiconavarrete.com/mem...
I'll be curious of your feedback.
getting 8 hours of sleep!
Thats a great achievement indeed! 😁
great achievement 😀
yeah but it was post of what is your win this week dude is that whole week sleep? 8 hours per day or whole week combined 8 hours 💀
Releasing the UI for agent diagnostics
more on it here
Finally found good youtube channels explaining software architecture and specially DB sharding concepts in depth. More importantly, I was able to watch some of them and enjoy 😉.
Once a software engineer, learner forever! 😆
I just finished the foundations for the backend and database for my full stack web app and now I'm excited in building the frontend.
Continuous development and personal use of Feedgrab and Ghostify beyond the DEV Challenge submission 🥰
Hacktoberfest Open-Source AI Challenge: Ghost in the Machine Submission 👻🌼
From a Simple "Mark as Seen" to Feedgrab & Ghostify: Story of My Life!
I finished the first draft of the 3rd book of my Street-Smart Coding collection. Already ordered a book cover and reached out to my loyal beta readers.
Had hopes for winning kaggle challenge, bit disappointed
Finally getting to release v1.0.0 of Piper. the 3 year long project!
Congrats 🥰
My win this week was earning all 10 badges as part of Google Cloud Learn with Communities that our university's GDG (Google Developer Groups) was organizing.
I had missed out on completing it last year due to being short of 2 of the required 22 badges last year so I'm happy to be able to finish it this time.
I learned about Prometheus this week, and used it to monitor my projects
My win this week: I launched Necoz, a new open-source organization! 😸🐈
Seeing it turn into an actual little community so quickly made me really happy. 🎉
Small. Simple. Useful. 😸
Necoz · GitHub
A friendly open-source community building small, simple, and useful tools together. 😸 - Necoz
Congrats ✨
My win this week was finally tracking down a gnarly memory leak that only showed up in production. Turned out to be one missing cleanup function. Felt like a detective for a solid five minutes! 🕵️♂️
Also, I finally cleared out my downloads folder. Baby steps! 😂
Resumed posting on the Dev Community 💪💪
client paid me the 40% for the project that i was working on for 2 months 😅
I felt a need to belong to a dev community, and found dev.to! I hope, to find many like-minded people here.
Also created articles to publish :D
Finished upgrading a side project Monuments of India, added more details to the monuments.
A site showing some famous monuments of India in Threejs
monuments-of-india-nu.vercel.app/
Also, got more than 1500+ views on a Dev.to article after nearly 3 years.
Two wins this week:
Shipped Gatekeeper for Flip the Switch: four AI agents that live in team chat and check what coding agents install, before they install it. It's open to try live in our demo Discord, and when a reader here asked about alert fatigue, it became a feature the same day. Write-up: My coding agent asked another agent for permission. It said no.
Hacktoberfest wrapped with 69 merged PRs in Kestra, most from bugs I found and reported myself.
Updated my handrolled c++ inference engine to work blazing fast with my 15 year old Win 7 pc's cpu, using Qwen2.5 1.5B and 3B.
Trying to bring back my first ever project I made with actually useful features
gitspace.me , alot more updates coming soon ( my github is ronaksarda )