How to flash AI model to Grove Vision AI in local PC

[imnotwannafire]

Hi developer team,
I'm developing SOTA (Software over the air) feature for my application which need to flash AI model to Grove AI through serial connection.
Is there any Python library or guideline same as my idea?
Currently, I'm using the Grove Vision V2 with the factory firmware and flashing AI model through Senscraft

[LynnL4]

Hi, you can refer here https://github.com/Seeed-Studio/python-sscma/blob/main/sscma/flashers/core.py

[imnotwannafire]

Hi Lynn If I flash AI model to Grove Module, do you know the offset Address for the AI model implementing on Factory Firmware of Grove

…

On Wed, Nov 26, 2025 at 10:44 AM LynnL4 ***@***.***> wrote: *LynnL4* left a comment (Seeed-Studio/ModelAssistant#303) <#303 (comment)> Hi, you can refer here https://github.com/Seeed-Studio/python-sscma/blob/main/sscma/flashers/core.py — Reply to this email directly, view it on GitHub <#303 (comment)>, or unsubscribe <https://github.com/notifications/unsubscribe-auth/AG3H2CF77Q2ARBSU74NOG2D36UOZZAVCNFSM6AAAAACNGM7HOOVHI2DSMVQWIX3LMV43OSLTON2WKQ3PNVWWK3TUHMZTKNZYHA4DEOJZGY> . You are receiving this because you authored the thread.Message ID: ***@***.***>

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[LynnL4]

Hi
You can flash to any address after 0x00400000.
Multiple models can be flashed, just make sure they do not overlap.
You can check them using the AT+MODELS? command.

[imnotwannafire]

Hi Lynn, Thank you so much for your help.I will try out

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On Wed, Nov 26, 2025 at 6:03 PM LynnL4 ***@***.***> wrote: *LynnL4* left a comment (Seeed-Studio/ModelAssistant#303) <#303 (comment)> Hi You can flash to any address after 0x00400000. Multiple models can be flashed, just make sure they do not overlap. You can check them using the AT+MODELS? command. — Reply to this email directly, view it on GitHub <#303 (comment)>, or unsubscribe <https://github.com/notifications/unsubscribe-auth/AG3H2CAWDHS6NFN4V4LBX5336WCJZAVCNFSM6AAAAACNGM7HOOVHI2DSMVQWIX3LMV43OSLTON2WKQ3PNVWWK3TUHMZTKOBQG44TAOBYGY> . You are receiving this because you authored the thread.Message ID: ***@***.***>

-- Best Regards, -------------------------------------------------------------------------------------------- Lê Đức Lộc Phone number: 0965050174 Email: ***@***.***

[imnotwannafire]

Hi, I have flashed model by commands below:
sscma.cli flasher --sn
sscma.cli flasher -f firmware.img
sscma.cli flasher -f person.tflite --offset 0x400000
followed this repo
But after flashing, the web SeedStudio could not invoke result from module

[imnotwannafire]

Thank for your advice @LynnL4
I have successfully flashed model to Grove AI vision through Serial.
Now, I wonder how Can I change the object name by using AT command? In seedStudio toolkit, when I upload model, it can configure the name of object ID.
Can I do that by command too?

[LynnL4]

Hi, Yes, you can change the object names through AT commands.

You just need to provide your own model configuration file and write it to the device:

1️⃣ Create your model config file
Example:

{
  "uuid": "0",
  "name": "Person Detection",
  "version": "1.0.0",
  "classes": [
    "person"
  ]
}

2️⃣ Convert the config file to Base64
For example, the above JSON becomes:

ew0KCSJ1dWlkIjogIjAiLA0KCSJuYW1lIjogIlBlcnNvbiBEZXRlY3Rpb24iLA0KCSJ2ZXJzaW9uIjogIjEuMC4wIiwNCgkiY2xhc3NlcyI6IFsNCgkJInBlcnNvbiINCgldDQp9

3️⃣ Write the config into the model slot using AT commands

AT+MODEL=1
AT+INFO="ew0KCSJ1dWlkIjogIjAiLA0KCSJuYW1lIjogIlBlcnNvbiBEZXRlY3Rpb24iLA0KCSJ2ZXJzaW9uIjogIjEuMC4wIiwNCgkiY2xhc3NlcyI6IFsNCgkJInBlcnNvbiINCgldDQp9"

⚠️ If you have multiple models, please make sure to switch to the correct model slot first (AT+MODEL=n) before writing the INFO.

[imnotwannafire]

Great to hear from you. It's worked. Thanks for your help

…

On Thu, Dec 4, 2025 at 4:01 PM LynnL4 ***@***.***> wrote: *LynnL4* left a comment (Seeed-Studio/ModelAssistant#303) <#303 (comment)> Hi, Yes, you *can* change the object names through AT commands. You just need to provide your own model configuration file and write it to the device: *1️⃣ Create your model config file* Example: { "uuid": "0", "name": "Person Detection", "version": "1.0.0", "classes": [ "person" ] } *2️⃣ Convert the config file to Base64* For example, the above JSON becomes: ew0KCSJ1dWlkIjogIjAiLA0KCSJuYW1lIjogIlBlcnNvbiBEZXRlY3Rpb24iLA0KCSJ2ZXJzaW9uIjogIjEuMC4wIiwNCgkiY2xhc3NlcyI6IFsNCgkJInBlcnNvbiINCgldDQp9 *3️⃣ Write the config into the model slot using AT commands* AT+MODEL=1 AT+INFO="ew0KCSJ1dWlkIjogIjAiLA0KCSJuYW1lIjogIlBlcnNvbiBEZXRlY3Rpb24iLA0KCSJ2ZXJzaW9uIjogIjEuMC4wIiwNCgkiY2xhc3NlcyI6IFsNCgkJInBlcnNvbiINCgldDQp9" ⚠️ If you have multiple models, please make sure to switch to the correct model slot first (AT+MODEL=n) before writing the INFO. — Reply to this email directly, view it on GitHub <#303 (comment)>, or unsubscribe <https://github.com/notifications/unsubscribe-auth/AG3H2CCQF2UTWEHZXI3FVR3377Z47AVCNFSM6AAAAACNGM7HOOVHI2DSMVQWIX3LMV43OSLTON2WKQ3PNVWWK3TUHMZTMMJQHE3TGNZVGA> . You are receiving this because you authored the thread.Message ID: ***@***.***>

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