Empirical Validation
Examples
Analysis of real-world task execution across different routing tiers.
Scenario 1: FAST Route (Memory Hit)
Matched Task: Null Pointer Regression
Input Query
"fix the null pointer exception in auth.py line 42"
Execution Trace
● Similarity Score: 0.98 (HNSW Hit)
● Retrieving solution from Episode #E-482
● Verification: Syntax pass (AST)
● Verification: Test pass (auth_suite)
Efficiency Metrics
Latency120ms
Token Cost0 Tokens
Scenario 2: HYBRID Route (Delta Reasoning)
Matched Pattern: Middleware Integration
Input Query
"add rate limiting to the payment API endpoints"
Execution Flow
● 01: Recall similar middleware pattern from auth system
● 02: Generate delta edit for payment context
● 03: Apply hunks to payment/routes.py
● 04: Oracle verification: 100% test pass
2.4s
Latency
82%
Token Savings
Delta
Inference
Execution Guidelines
Human-in-the-Loop
Always verify critical path edits. NARE is deterministic but code verification relies on the quality of your existing test suite.
Oracle Reliance
The SLOW route is only as strong as its critic. Ensure pytest or ruff are configured for best results.