📝 Repository Prompt Context (AGENTS.md / CLAUDE.md)
342 Tokens
🎯 Injection Strategy Strategy
Full AGENTS.md File
Inject complete repo instructions verbatim into context.
Modular On-Demand
Include architecture & test rules only for active file scope.
System Prompt Direct
Core constraints injected directly as system message.
Minimal Baseline
Strip all formatting/style guidelines; retain core logic.
🔍 Rule Category Toggles & Noise Diagnostics
Toggle categories off to simulate context optimization. High formatting overhead produces zero accuracy lift.
Total Prompt Tokens
342
Context overhead
Signal / Noise Ratio
38.5%
210 noise tokens
Primary Bottleneck
Formatting & Style
61.4% total noise
📊 Token Category Distribution Breakdown
Context Token Allocation by Rule Type
🧪 Simulated Task Correctness vs Context Overhead
| Strategy | Tokens | Claude Code | Codex | Acc Delta |
|---|
* Based on 288 gold-test evaluation runs. Correctness does not move statistically between full context and minimal baseline (+0.3-0.5%).
✅ Active Optimization Proof
Signal Ratio
38.5%
Redundant Tokens
210
Claude Delta
+0.5%
🚀 Optimized AGENTS.md Output