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Jean-Sebastien Beaulieu

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

Location montreal, canada Joined Joined on  Email address jeansebastienbeaulieu@securedme.ca Personal website https://securedme.ca github website twitter website

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Pronouns

him

Work

CEO SecuredMe {{ https://securedme.ca }}

Three Engines, One Informed Choice: Benchmarking Orbit

Kaggle Benchmarking Challenge Submission
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Three Engines, One Informed Choice: Benchmarking Orbit

#devchallenge #kagglechallenge #ai #machinelearning
1
Comments
8 min read

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Premium AI, Unpredictable Capacity: A Solo Developer's Case for Daily Token and Call Budgets
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Premium AI, Unpredictable Capacity: A Solo Developer's Case for Daily Token and Call Budgets

#discuss #ai #productivity #devjournal
Comments
8 min read
Orbit V3: From a Research Companion to Learning With a Personal AI Assistant

Sanity Challenge Path One Submission
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Orbit V3: From a Research Companion to Learning With a Personal AI Assistant

#devchallenge #sanitychallenge #sanity #ai
1
Comments
13 min read
At What Scale Does a Storm Start Making Sense?
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At What Scale Does a Storm Start Making Sense?

#science #ai #math #devjournal
2
Comments
7 min read
The Day I Needed a HUMAN.md for My Agentic Workflow
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The Day I Needed a HUMAN.md for My Agentic Workflow

#ai #learning #architecture #machinelearning
1
Comments
4 min read
Knowing When to Stop: The WebMCP Lesson My Side Panels Needed
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Knowing When to Stop: The WebMCP Lesson My Side Panels Needed

#mcp #ai #webdev #deved
Comments
4 min read
Thanks2Go: Building a Human-Approved Gratitude Rail in One Weekend

DEV Weekend Challenge: Generosity Edition Submission 💜
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Thanks2Go: Building a Human-Approved Gratitude Rail in One Weekend

#devchallenge #weekendchallenge #a2a #fintech
2
Comments 3
7 min read
Summer Gate: What WebMCP-QCG Taught Me About A2A and Human Authority
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Summer Gate: What WebMCP-QCG Taught Me About A2A and Human Authority

#webdev #ai #opensource #mcp
Comments
3 min read
Day 5 of WebMCP-QCG: I Stopped Adding and Started Proving
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Day 5 of WebMCP-QCG: I Stopped Adding and Started Proving

#webdev #ai #quantum #devjournal
2
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5 min read
Winter Gate: My Browser Waited for My Decision
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Winter Gate: My Browser Waited for My Decision

#devjournal #webdev #ai #quantum
Comments
4 min read
Day 2 of Building a WebMCP Quantum Tool: My Brain Filed a Complaint
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Day 2 of Building a WebMCP Quantum Tool: My Brain Filed a Complaint

#ai #quantum #webdev #hackathon
Comments
6 min read
I Judged an AI Ops Alpha Too Quickly—Then I Read Its Security Boundary
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I Judged an AI Ops Alpha Too Quickly—Then I Read Its Security Boundary

#ai #devops #cybersecurity #opensource
3
Comments
5 min read
I Tried to Add Memory to WebMCP. The Experiment Told Me Not To.
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I Tried to Add Memory to WebMCP. The Experiment Told Me Not To.

#webdev #ai #opensource #devjournal
3
Comments
7 min read
Your Equation Is Not a Bridge: What Developers Can Teach Interdisciplinary Science
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Your Equation Is Not a Bridge: What Developers Can Teach Interdisciplinary Science

#science #algorithms #programming #ai
1
Comments
5 min read
I Spent Four Years Trying to Build Fractal Cryptography. Knowing When to Stop Is My Victory.
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I Spent Four Years Trying to Build Fractal Cryptography. Knowing When to Stop Is My Victory.

#cryptography #security #opensource #devjournal
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6 min read
AlgoQuest Hero Books: What Interactive Stories Taught Me About Building Educational AI
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AlgoQuest Hero Books: What Interactive Stories Taught Me About Building Educational AI

1
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5 min read
Why Robotic Pollinators Must Learn to Hesitate
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Why Robotic Pollinators Must Learn to Hesitate

#ai #robotics #machinelearning #opensource
1
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3 min read
Today I Learned That Educational Software Cannot Be Built on Hope Alone
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Today I Learned That Educational Software Cannot Be Built on Hope Alone

#architecture #python #ai #vscode
1
Comments
6 min read
Real Plugins Need Motors: Skills Should Teach Tools, Not Pretend to Be Them
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Real Plugins Need Motors: Skills Should Teach Tools, Not Pretend to Be Them

#agents #ai #llm #tools
1
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7 min read
Codex Is Not the End of Learning to Code. It Might Be the Beginning of a Better Discipline.
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Codex Is Not the End of Learning to Code. It Might Be the Beginning of a Better Discipline.

#devjournal #ai #opensource #productivity
1
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3 min read
What AI Hackathon Winners Actually Have in Common
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What AI Hackathon Winners Actually Have in Common

#ai #hackathon #devjournal #openai
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4 min read
The New Developer Portfolio Is Not a Screenshot. It Is the Work Trace.
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The New Developer Portfolio Is Not a Screenshot. It Is the Work Trace.

#productivity #ai #devjournal #career
5
Comments 5
9 min read
The Data Lake Is Not the Problem. The Missing Admission Layer Is.
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The Data Lake Is Not the Problem. The Missing Admission Layer Is.

#openscience #datascience #ai #dataengineering
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8 min read
Quebec Builders Can Build With the World: A Codex Hackathon Path That Preserves Contribution
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Quebec Builders Can Build With the World: A Codex Hackathon Path That Preserves Contribution

#ai #openai #deved #privacy
Comments
3 min read
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