Product How it works

RealBench

Process Contact Book a Demo

Simulation doesn't ship. Silicon does.

Open a PR. Run it on silicon. Bad changes don’t merge.

MEASURED telemetry on real boards → a grounded fix for your agent → a merge gate that blocks FAIL until HIL PASS.

Book a Demo

app.realbench.dev/runs/pr-42

GitHub synced acme/vision-edge PR #42 · Add thermal throttle path WARNING

PRs / #42 · HIL check

perception_node · Jetson Orin Nano

MEASURED · 10.0s · 48 samples

Device agent

[0.0s]Synced PR #42

[2.0s]Flashing / connecting device agent

[4.0s]Capture started (MEASURED)

[6.2s]Thermal throttle detected

[8.0s]Root cause named in source

[10.0s]Fix ready · merge gate evaluated

Board telemetry

Latency (P50)

14.2ms

Peak Draw

18.6W

Thermal Drift

+9.4°C

Board temp — measured, not simulated CRITICAL SPIKE

THERMAL REGRESSION — MERGE BLOCKED

Throttle fired mid-run on Jetson Orin Nano. HIL check FAIL until the grounded fix lands and re-measures PASS.

Merge blocked until HIL PASS

Fix ready · grounded in this run

// thermal_throttle_fix.py — sleep_interval too aggressive under load
- sleep_interval = 0.0
+ sleep_interval = 0.04 # 40ms gap every 5 inferences

Proof beats prediction

CI for hardware. Merge only what silicon passes.

GitHub PR in. MEASURED telemetry out. Gate closes on FAIL — with a fix you can paste into your agent.

HIL · PR #42

✕ HIL check failed on PR #42 · acme/vision-edge

MERGE BLOCKED

Thermal throttle, MEASURED on Jetson.

Latency

14.2ms

Power

18.6W

Drift

+9.4°C

Real Telemetry

Every number from the board. Mid-run.

Latency, power, thermal drift — captured on silicon for the PR, not a spec-sheet guess. FAIL is a failed check.

thermal_throttle_fix.py

perception_node.cpp

inference_loop.py

41def run_inference(batch):

42 sleep_interval = 0.0

43 process(batch)

// RealBench: throttle in run_inference()
Set sleep_interval = 0.04 · re-run HIL to unlock merge.

Agent-Ready Fixes

Land the fix in the tools you already use.

No IDE lock-in — paste into Cursor, Windsurf, VS Code, Claude Code, or Codex.

Platform-aware. Won’t recommend CUDA/GPU tooling on a board with no GPU.

The Process

Three steps. One merge gate.

01 — CONNECT

Board + Device Agent + GitHub

Plug in the edge board you already own. Sync the repo. Device Agent is ready for HIL.

02 — REVIEW

Run HIL on the PR

Open the PR. RealBench measures on silicon — latency, power, thermal — MEASURED, not simulated.

03 — GATE + FIX

Block FAIL. Copy the fix. Unlock.

Merge stays blocked until HIL PASS. Copy the grounded fix to your agent, land it, re-measure.

RealBench

Don’t merge what you haven’t measured.

Validate on the board on your desk — or the robot stack in the lab. Book a pilot.

Book a Demo

Request a pilot

Ready when your hardware is.

A quick note on your board and model, then pick a time that works.

Backed by

GEORGIA TECH CREATE-X LAUNCH