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Agentic Engineering • Active Growth

Antigravity & VS Code Journey

Engineering autonomous software development loops. Configuring state machine loop structures, subclassing prompt trees, injecting active VS Code editor context, and resolving build failures recursively.

verified Verified Advanced
Learning Progress
0%
workspace_premium Almost Mastered
Started Learning June 2026
Experience 1 Month
Current Level Advanced (L3)
Projects Completed 5 Orchestrated Loops
Confidence Rating 4.8 star
Garden Contribution +15% Growth

timeline Growth Timeline

B
Beginner Core Syntax & Rules
I
Intermediate Architecture & Modules
A
Advanced Optimization & Design Patterns

verified_user Skills Mastered

check Autonomous self-healing development loop design
check Recursive prompt inheritance & subclassing structures
check Injecting active VS Code file contexts & cursor locations
check Dynamic compilation exit guards & lint resolvers

cached Currently Learning

  • Context validation via AST parser arrays
  • Dynamic retry loop optimization under build scripts
  • Resolving complex workspace dependency conflicts

checklist Roadmap Checklist

Exit Guard Compile Tests

Auto-runs verification routines

Inheritance Prompt Schemas

Types inherited instructions

Self-correcting Lint Runs

Targeting active editor syncs

Difficulty Rating
star star star star star_half 4.5 / 5 (AI Orchestration)

edit_note Garden Learning Notes

* Looping systems must define strict limits and exit checks to prevent token waste.
* Subclassing allows specialized sub-agents to inherit global formatting rules from a parent agent prompt.
* Injecting real-time compiler outputs (build logs, lint errors) allows models to self-correct code files recursively.
Personal Reflection

Connecting prompt structures directly to local environment APIs (like VS Code editor bounds and shell execution outputs) shifts AI from an assistant to a self-correcting collaborator. Designing loops that successfully build, test, and correct themselves is the ultimate coding frontier.

library_books

Favorite Resource Guides

Hand-selected reference documentations