AI Engineering
advancedBuild retrieval-augmented generation pipelines, agent orchestration, and evaluation harnesses on real datasets.
SYJ EDUCATE is a free, open-source curriculum in AI engineering, backend systems, databases, cybersecurity, OSINT, automation, and SaaS architecture — built entirely around production-grade codebases you can run, break, and redeploy.
Each track pairs a structured curriculum with real repositories — no toy to-do apps.
Build retrieval-augmented generation pipelines, agent orchestration, and evaluation harnesses on real datasets.
Design APIs, background workers, and service boundaries the way production systems actually require.
Schema design, indexing strategy, replication, and query optimization on datasets that actually hurt at scale.
Component architecture, state management, and accessible interfaces with React, Next.js, and TypeScript.
API hacking labs, authentication attacks, and secure-by-default backend patterns, taught defensively.
Open-source intelligence gathering, tooling, and reporting workflows for legitimate research and defense.
See all 9 tracks, including Automation, SaaS & CRM Development →
No to-do apps. Every project mirrors a real system you'd ship to users, complete with tests and deployment steps.
MIT-licensed and free to use, fork, and redistribute. No paywalled modules, no "pro tier" bait-and-switch.
Every track is derived from real products shipped under the SYJ brand — including the mistakes, rewrites, and fixes.
Curriculum favors zero-native-compilation, single-file, and CDN-based approaches — the same constraints of building on Termux.
The roadmap is sequential and versioned like the rest of the project — see the full detail on the Roadmap page.
AI Engineering, Backend, Database, Frontend, Cybersecurity, and OSINT tracks published with full project repositories.
Domain-specific builds across healthcare, agriculture, logistics, retail, and finance — mapped to real SYJ products.
Structured code review and pairing for contributors working through advanced tracks.
Verifiable, non-commercial completion badges tied to merged pull requests, not multiple-choice quizzes.
"The OSINT track was the first course that showed me how the tools actually connect — not just a list of definitions."
"Shipping a real FastAPI service in week two, instead of week eight, changed how fast I actually learned backend engineering."
"It's rare to find a free curriculum that treats database engineering as seriously as AI engineering. This one does."
SYJ EDUCATE is released under the MIT License. Anyone can fork the curriculum, adapt it to their own cohort, or contribute a new project back to the main repository.
Full commercial and personal reuse rights, with attribution appreciated but not required by law.
Pull requests are welcomed for new lessons, bug fixes, translations, and entirely new tracks.
Report unclear lessons, broken project starters, or outdated dependencies directly on GitHub Issues.
Every planned track and feature is visible on the Roadmap page before it ships.
A farm labour management build mirroring a real EU-market MVP, covering scheduling, compliance, and reporting.
Broken authentication and IDOR labs against a deliberately vulnerable FastAPI reference service.
Integrating Shodan, VirusTotal, and AbuseIPDB into a single reconnaissance reporting pipeline.
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