Empirical Verification

Telemetry & Benchmarks

Measured gate latencies, token economics, and reproducible offline test suite verification.

The 22/22 Offline Integrity Suite

Guarantees that skills, frontmatter headers, hook bindings, and confidence policies remain intact without external cloud dependencies.

$ bash scripts/test.sh
Running jev-superpowers offline verification suite...
  ✔ jev-using-superpowers: valid frontmatter
  ✔ jev-brainstorming: valid frontmatter
  ✔ jev-writing-plans: valid frontmatter
  ✔ jev-executing-plans: valid frontmatter
  ✔ jev-systematic-debugging: valid frontmatter
  ✔ jev-verification: valid frontmatter
  ✔ Cross-platform installers verified (install.sh, install.ps1)
  ✔ hooks.json wires Stop gate
  ✔ hooks.json wires PreToolUse gate
  ✔ pre-commit blocks on git-jev FAIL
  ✔ stop gate executable
  ✔ pre-commit ignores plain ls
  ✔ session-start injects Jev router
  ✔ installer fails without key
  ✔ jev-using-superpowers documents failure modes
  ✔ jev-brainstorming documents failure modes
  ✔ jev-writing-plans documents failure modes
  ✔ jev-executing-plans documents failure modes
  ✔ jev-systematic-debugging documents failure modes
  ✔ jev-verification documents failure modes
  ✔ confidence policy exists
  ✔ README avoids 0.0% absolute

Test results: 22 passed, 0 failed. Total execution time: 1.4s

Latency Percentiles

Gate Reflex Latency vs Generative LLM Judges

Testing 500 consecutive code verification requests on an Intel Core i3 environment.

Gate / Operation p50 Latency p90 Latency p99 Latency Payload Size
jev-guard (Shell check) 68ms 82ms 104ms 0.4 KB
jev-scout (Crate scout) 82ms 98ms 122ms 1.2 KB
git-jev (Diff verification) 94ms 118ms 148ms 4.8 KB
limpet (Stop verification) 76ms 92ms 116ms 2.1 KB
laya (Local FOSS Engine, 421M) 33ms 38ms 52ms 0.0 KB (Local)
LLM Judge (Generative Prompt) 2,400ms 3,800ms 6,200ms 18.0 KB

Cost Efficiency

Token Economics: $0.042 / Million Tokens

Generative reasoning loops cost $3.00 to $15.00 per million tokens. System One typed decisions cost pennies per day of continuous coding.

Because Jev decisions emit zero conversational tokens, a full day of 400 gated agent actions consumes less than 80,000 tokens total, costing approximately $0.0034 per developer-day.

FRAMEWORK ARCHITECT

Akash Priyadarshi

Patna, Bihar, India

Software engineer specializing in AI agent security, sub-second decision oracles, and deterministic developer tooling. Creator of jev-superpowers, jev-seo, jev-curate, and tdlib-android.