Active Experimentation Matrix & Audit Logs
Tracks active research hypotheses, verified benchmarks, and empirical test outcomes across all Antigravity and Gemini research tracks.
📋 Experiment Matrix
Live status of all research initiatives defined in RESEARCH_MISSION.md:
| ID | Track | Topic / Hypothesis | Target Output | Status |
|---|---|---|---|---|
| EXP-01 | Rules | Hierarchical inheritance & subfolder conflict resolution | Rules inheritance report & web summary | COMPLETED ✅ |
| EXP-02 | Rules | 24KB per-file limit & 20k token aggregate budget demotion | Token budget audit log & line truncation | COMPLETED ✅ |
| EXP-03 | Rules | Modular transclusion syntax @[label](path) |
Modular rule template & inline expansion | COMPLETED ✅ |
| EXP-04 | Actions | Slash commands in practice (/plan, /goal, /boost) |
Action comparative matrix | COMPLETED ✅ |
| EXP-05 | Actions | Task schedules & background cron execution on VPS | Cron task stability benchmark | COMPLETED ✅ |
| EXP-06 | Context | Progressive skill disclosure token cost analysis | Context token cost analysis | COMPLETED ✅ |
| EXP-07 | Context | @ mention directory injection limits vs file slices |
Mention best practices guide | COMPLETED ✅ |
| EXP-08 | Extensibility | Custom local Node/Python MCP server on Breadbox VPS | Working local MCP server & docs | COMPLETED ✅ |
| EXP-09 | Multi-Agent | Workspace isolation: Workspace: branch vs share |
Subagent workspace playbook | COMPLETED ✅ |
| EXP-10 | Web UI | Interactive knowledge dashboard for compiled findings | Responsive web documentation site | COMPLETED ✅ |
📑 Completed Research Reports
Direct links to verified experiment logs stored in the repository:
Rules Hierarchy & Overrides
Verified top-down stack ordering (Root -> Parent -> Leaf) and 100% child precedence in conflicts.
View Documentation →24KB Limits & Budget Demotion
Verified line-boundary truncation at 24,000 bytes and graceful pointer demotion over 20,000 tokens.
View Documentation →Modular Transclusion Includes
Verified @[label](path) expands inline before prompt compilation and size cap checks.
Scheduler & Background Cron
Verified 0ms timer precision, 5-field cron parsing, and clean lifecycle cancellation via manage_task.
Progressive Skill Economics
Measured exact token consumption: 46 tokens idle vs full on-demand payload (~97.7% context savings).
View Documentation →@ Mention Slicing Economics
Benchmarked line-bounded slices (99% savings) and directory manifests against raw content dumps.
View Documentation →Custom Stdio MCP Server
Built and registered zero-dependency Node.js MCP server on Breadbox VPS via agy mcp add.
Workspace Branch Isolation
Verified ephemeral Git worktree isolation for subagents and automatic worktree pruning on termination.
View Documentation →