Agents In UseWork involving physical devices, electronics, labs or hardware workflows, where measurements and safe handling still need human verification.
48 use casesShowing 25–48
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linkedin.comClaude Code built RoomVibe to sync Xiaomi thermometer history over Bluetooth and preserve it offline; Prodan directed the architecture and published an APK.
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Claudevia Claude Code
jlcpcb.comClaude Code laid out a CH32 tester with EasyEDA and Freerouting. Net readbacks caught missing grounds; manufacturing and physical checks remained unfinished.
AddedClaudelinkedin.comClaude Code produced a PCB schematic but failed at routing. Human inspection found crossed traces and shorts despite clean DRC results, so no board was ordered.
AddedClaude
reddit.comCodex wrote and flashed an ESP32 bridge for a Bluetooth cat printer. Camera snapshots checked real paper output while the owner handled wiring and final checks.
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Codex
devpost.comCodex built a phone-to-USB bootstrap bridge with independently observed terminal output. Review fixed queue ownership; remote-control claims remained limited.
AddedCodexvia Codex implementation; GPT-5.6 independent reviewreddit.comCodex wrote firmware for a homemade ESP32-S3 USB macropad. Its maker wired keys, printed the enclosure and published code, CAD and shortcut setup documentation.
AddedCodexdevpost.comCodex helped build VibeStick’s embedded status display, local bridge, and voice path, with explicit human checkpoints for flashing and Mac permissions.
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developers.openai.comCodex helped wire an LED wall and build its voice interface. Real trials exposed missing image tools and conversation context while the owner checked hardware.
AddedCodexreddit.comCodex inferred a robot brush-tip offset from three uncalibrated camera views, checked new wrist angles, and operated within the maker’s motion safeguards.
AddedCodexvia GPT-6 Astradevpost.comCodex helped build a local HVAC controller and interpret its telemetry. A real RS485 fault was diagnosed and restored while deterministic control stayed local.
AddedCodexvia Codex with GPT-5.6reddit.comCodex inspected an ESP32-S3 through OpenBaud, captured serial bytes and built reusable commands. Logged writes and acknowledgement gates kept work auditable.
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note.comCodex revised a Blender diorama and repaired its mesh for printing. The maker checked the slicer, printed the scene and found remaining scale and detail limits.
AddedCodexdevpost.comCodex CLI generated a badge enclosure from caliper readings and geometry checks; its team corrected printer setup and reported a successful screw-aligned fit.
AddedCodexvia CADEX Codex CLI geometry agentdevpost.comCodex helped a petroleum engineer prototype a retrofit ESP32 valve actuator, with BLE control, stop-on-release behavior, physical tests, and manual backup.
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uglyrobot.devCodex brought a shoulder robot's face, voice and movement to life on ESP32 electronics. Human print checks exposed tolerances; assembly was still ahead.
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punkfab.comCodex helped revise ArtNode’s power path and corrected false PCB spacing errors; the connected route still needed current, thermal and fabrication review.
AddedCodexvia Codex inside ChatGPTreddit.comCodex helped replace a failed headset receiver with two ESP32-S3 boards. Packet captures, human soldering and listening checks shaped the experimental firmware.
AddedCodexlinkedin.comCodex compiled, flashed and tested ESP32 firmware through a UART REPL. Mock sensor inputs limited the demo; the owner checked electrical signals with a scope.
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homemadegarbage.comCodex built a MuJoCo and PPO training flow for a two-servo robot; its maker printed the body and demonstrated real self-righting with a known tilt limit.
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forum.cursor.comThe SmileyOS developer reports a Cursor-generated Rust educational operating system with working i686 support and a successful boot on a Dell Inspiron 910.
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Cursorlinkedin.comBilsland reports using Cursor agents to implement a Rust serial-to-MQTT bridge, with human-designed networking, failure handling and a React control interface.
AddedCursorGemini CLI wrote RP2040 firmware for a real V30; manual timing fixes and HIDOS enabled a DOS shell, while disk writes and compatibility stayed incomplete.
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Geminivia Gemini CLI
hotch-potch.hatenadiary.jpGemini CLI generated Teensy timer firmware from a reviewed specification; the owner authorized writes, flashed the board, and checked LED and serial behavior.
AddedGeminivia Gemini CLI
dan-malone.comMalone reports OpenClaw identifying unavailable Hue entities, replacing a broken motion-light automation, adding nap exclusions and updating his dashboard.
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OpenClaw