Complete AI Training
Sign inGet my AI kit

Your job's AI kit

Get your AI kit

Tell us who you are and what you do. We show you your kit right away and email you the link: skills, prompts, AI agents, MCP servers and courses for your job.

500+ jobs ready, and we make a kit for any other job. No payment needed to look.

Share

AI agent for hardware engineers

Thermal Margin Verification Agent

Know the thermal margin of every part and fix the small ones before release

Thermal Margin Verification Agent: what goes in, what the agent does and what you get

What it does

A product passes on the bench and overheats in a hot enclosure, because thermal margins were checked too late. This agent starts early. It estimates power dissipation for each part from the schematic and datasheets, builds a simple thermal model and predicts temperatures. When thermal chamber or bench data arrives, it reads it and compares each part's temperature with its rated limit at the worst-case ambient. It flags parts with a margin below the target. For each flagged part it tests changes in the model, such as more copper, a heat sink or airflow, and rechecks with new test data after the board changes. The engineer approves design changes. Edge case: a part is cool but sits next to a hot one, so the agent checks neighbor effects.

How it works

Follow the arrows from top to bottom. The orange dashed arrow is the loop: when a check fails, the agent goes back and tries again.

Start and resultWhat it doesA check on its own workWaits for your OKGoes back and retries
Yes, continueApprovedYes, continueNoNo 1 STARTS WHEN Design revision or test data ready 2 USES A TOOL Estimate power loss per part from the schematic 3 DOES Build or update the thermal model 4 USES A TOOL Read bench or chamber test temperatures 5 DOES Compare model and test with part limits atworst-case ambient 6 CHECKS THE RESULT Does the model match test data within 5 degrees C? If not: correct power or airflow assumptions and rebuildthe model. Back to step 2. 7 DOES List parts below the margin target 8 USES A TOOL Try copper, heat sink or airflow changes in themodel 9 YOU APPROVE Engineer approves design changes 10 CHECKS THE RESULT Do retest results show all margins met? If not: repeat the model and propose the next change.Back to step 2. 11 RESULT Thermal margin report by part
Read the steps as a list
  1. Design revision or test data ready
  2. Estimate power loss per part from the schematic
  3. Build or update the thermal model
  4. Read bench or chamber test temperatures
  5. Compare model and test with part limits at worst-case ambient
  6. Does the model match test data within 5 degrees C?If not: correct power or airflow assumptions and rebuild the model. Back to step 2.
  7. List parts below the margin target
  8. Try copper, heat sink or airflow changes in the model
  9. Engineer approves design changesThe agent waits here for your OK.
  10. Do retest results show all margins met?If not: repeat the model and propose the next change. Back to step 2.
  11. Thermal margin report by part

How it decides

It flags a part when its predicted or measured temperature at worst-case ambient is within the margin of the rated limit, and ranks fixes by cost and effect.

  • Require at least 15 degrees C margin to the rated limit at worst ambient
  • Check hot neighbors of cool parts
  • Flag a model that differs from test by more than 5 degrees C
  • Prefer layout changes before adding hardware

Make it yours

Every agent is a starting point. You choose these settings for your own situation.

  • Margin target (default 15 C)
  • Worst-case ambient
  • Model accuracy tolerance (default 5 C)
  • Parts to include
  • Test data format

What keeps you in control

It always asks you first

  • Engineer approves each design change
  • Lead approves a change to margin targets

Hard limits

  • Never use typical ratings for worst-case checks
  • Never accept a model that disagrees with the test

It stops when

  • Done: all parts meet the margin on retest
  • Stop: no change meets the target and the design needs rework

Set it up

We guide you through the set-up, step by step

Members get the full set-up guide for this agent. No technical skills needed: you copy, paste and upload.

10 minto set it up in your AI
5 AIsChatGPT, Claude, Copilot, Gemini, Grok
  • One set of instructions to paste into your AI, with the clicks for ChatGPT, Claude, Microsoft 365 Copilot, Gemini and Grok
  • The agent then walks you through connecting your own data, one source at a time
  • A downloadable copy with the flow chart, the rules and the full guide
Get access to this agent

An example run

What happensThe model predicted a motor driver at 96 C in a 55 C enclosure against a 125 C limit. Chamber data read 108 C, 12 degrees off, so the first check failed. The agent corrected the airflow assumption and the model gave 106. Margin was 17 C, passing, but a nearby inductor had only 9 C. Adding copper under it raised its margin to 18 C on the retest. The engineer approved.

More agents for hardware engineers