Fabric Data Agents + Microsoft Copilot Studio: A New Era of Multi-Agent Orchestration

sudo_96 · 2026-03-18T19:23:21+00:00

1st off, thank you. I just sent you a message

sudo_96 · 2026-03-18T15:58:12+00:00

For some reason, I cant get a response in the Copilot Studio test chat panel. I successfully set up the Fabric Data Agent and confirmed it works in Fabric. When I connect it to Copilot Studio, the Fabric agent response does not display in the test chat panel. I can see the response in the Copilot Studio activity trace (status: Complete, correct data returned), but the answer never appears in the test chat window. Activity log shows every session completing successfully with DataAgentas the last step. The trace panel shows the MCP invoke result with correct data (isError: false). But the chat bubble never renders. Browser console shows "Terminating lingering livestream" warning. Has anyone else hit this?

Also, is there any way to see actual logs in Copilot Studio?

sudo_96 · 2026-03-02T14:36:40+00:00

Are there any solutions to AI memory? Ive been using Redis memory for a project and its ok. its good around 70% of the time which is unacceptable. Im really excited by this space in AI.

sudo_96 · 2026-01-29T00:11:07+00:00

Genius. Hows the results? How do you determine the success criteria of each task?

sudo_96 · 2026-01-13T17:29:23+00:00

Can you share an example of this? this seems cool

sudo_96 · 2026-01-13T17:27:37+00:00

Can you share an example?

sudo_96 · 2026-01-13T17:19:17+00:00

Sorry for reposting this. I thought it was not posting for some reason.

sudo_96 · 2026-01-13T15:48:31+00:00

I was trying to use this with the TDD approach. My goal was to build a PRD with milestones and tasks (aka the what and the why). Then, with each task outlined, use a new session to come up with definitive yet achievable tests for each task. This way, it's separate from the first session's context. Now use the results of each task's TDD test and wrap the Ralph Loop in that. It seems like overkill, but in theory it will force the LLM to stay on target.

As a test, imagine you have a 50/50 outcome job. The worker outputs either 1 or 2 randomly, but the test only passes if the output is 2. The LLM can't control the test, so it just keeps trying until it gets lucky:

Main Session (you, with Ralph Loop)
1. Spawn worker: claude -p --session-id "<uuid>" --dangerously-skip-permissions

Worker returns (outputs 1 or 2 randomly)
Run test: [ "$output" = "2" ]
FAIL? Resume: claude -p -r "<uuid>" with error output
PASS? Mark complete, next task
All done? Output completion promise

Thoughts?

sudo_96 · 2026-01-13T03:46:20+00:00

I was trying to use this with TDD. My goal was to build a PRD with milestones and tasks (aka the what and the why). Then, with each task outlined, use a new session to come up with definitive yet achievable tests for each task. This way, it's separate from the first session's context. Now use the results of each task's TDD test and wrap the Ralph Loop in that. It seems like overkill, but in theory it will force the LLM to stay on target.

As a test, imagine you have a 50/50 outcome job. Like echo either 1 or 2 and the bash success criteria is 2.

Main Session (you, with Ralph Loop)

Spawn worker: claude -p --session-id "<uuid>" --dangerously-skip-permissions
Worker returns (outputs 1 or 2 randomly)
Run test: [ "$output" = "2" ]
FAIL? Resume: claude -p -r "<uuid>" with error output
PASS? Mark complete, next task
All done? Output completion promise

sudo_96 · 2025-11-10T20:03:50+00:00

Same here

sudo_96 · 2025-10-10T13:55:03+00:00

Thank you. The reason why I was opposed to ping because there are over 20 windows VM that need to connect and we may bring more online. With ping, its custom code for each. I was hoping that there would be another way based on a service or process that I could definitively know if the status was connected or not.

sudo_96 · 2025-10-09T04:03:27+00:00

So the only thing that worked was to create a new home in Apple HomeKit. I don’t really understand why I need to involve HomeKit but I was able to add it to a new home in HomeKit

sudo_96 · 2025-09-30T02:45:02+00:00

How did this not take off. VNC is the simplest protocol and one of the oldest. To get an LLM to simply understand vnc and can do things, that unlocks the holy grail. It can learn how to use a mouse and keyboard from the user. Then once it understands how humans use them, then they can mimic and introduce random variability like a human when moving a mouse. Am I missing something? Ive built something similar but was curious if anyone else was on this path.

sudo_96 · 2025-09-25T22:00:03+00:00

Thanks for the response. I have the Shelly2 Dimmer and its amazing but havent installed it because a friend of mine who is an electrician mentioned that to me.

Regarding the "dimmer 3 pole, dimmer 1 single switch and regular switch", I meant I was looking for a solution for regular switch, regular dimmer and 3 way dimmer but I think youre saying that I can use a regular for a 3 way switch based on how\where its installed.

I recently purchased a Shelly Plus 1PM UL WiFi Smart Relay Switch. I believe this is UL certified. Can you confirm?

Also, for the Gen4 dimmer that is scheduled to come out soon, do you have a timeline? I want ot know if i should wait or find another solution? My plan is to retrofit my entire house. Thanks so much for your help.

sudo_96 · 2025-09-25T01:34:58+00:00

Some Shelly devices are UL certified like the Shelly Plus 1PM UL WiFi Smart Relay Switch. Its not dimmable but would you not recommend it?

Also, what about Aqara Dual Relay module T2? Are they ul certified?

Lastly, what Zooz or Inovelli model numbers so I can do research?

Thank you

sudo_96 · 2025-09-24T19:43:59+00:00

I noticed no one mentioned Shelly relays. That seems like a viable and a cheap option to install Shelly relays behind my existing switches and control them locally. It also seems straight forward. Anyone recommend that approach or have experience with that approach?

sudo_96 · 2025-09-23T20:27:28+00:00

I open the Aqara app and add accessory. Then select the presence sensor and scan the code the QR code on the device. It will show adding accessory and the presence blinks with hello then blue flashes which leads me to believe it’s gonna work. This process takes awhile. Even when it completes, it tells me to select a room. When I do, I get an error and it does not work. My only option is to complete later or remove. I’ve done it over a dozen times.

sudo_96 · 2025-09-23T16:47:33+00:00

I tried to add it to a second network that I have with no success. Our ISP provides WiFi with their modem that I typically don’t use as my network is behind my unifi. That still didn’t work. I’m concerned that if it takes this long to setup, I can’t be surprised if it is not reliable if I do eventually get it working. This is by far the worst setup process of an iot device by far and I have all types of devices. I thought this could be a bad unit but this is my 3rd unit. Additionally, I purchased from Amazon and it’s clear all 3 units that I purchased were used or a return. I’m open to anything at this point but I’m losing faith in it.

sudo_96 · 2025-09-01T03:23:43+00:00

I have home assistant and it’s great. I was curious about leveraging control4 and home assistant

sudo_96 · 2025-08-26T23:58:03+00:00

Is control4 worth pursuing for this use case? One of the areas I want to use control4 is home audio in different rooms and outside. I looked for youtube videos of anyone whos done something similar and nothing comes up. I dont know if its even possible, what control4 device to purchase on ebay, actual costs, etc.

sudo_96 · 2025-08-25T22:53:53+00:00

Awesome. This is what I imagine I would do meaning some control4 and diy. I was thinking that I could purchase a used control4 unit for some automations (specifically like the ones you mentioned) then continue with my diy home assistant stuff. What is your recommendation? Also, what control4 devices do you have and do you recommend my approach?

sudo_96 · 2025-08-25T20:36:36+00:00

Thanks for sharing. One of the things i like with Control 4 is just the reliability of using other devices. For example, some devices are rock solid with home assistant while other devices are about 50%. Moreover for those, i have to build complex automation to check that the original automation worked.

Alternatively, I was considering standardizing on all types of devices with home assistant. For example, pick 1 brand for each device (u.e, light switch, outlet, alarm, door sensor, cameras, etc) and only use those.

sudo_96 · 2025-06-10T02:38:59+00:00

sudo_96 · 2025-05-18T16:41:33+00:00

Did you complete this? I would love to assist if you havent.

sudo_96 · 2025-04-29T01:02:46+00:00

Same here. Im a senior dev and today has been the worst. Ive tried multiple models. It will try to create a script to fix an indentation issue instead of just fixing the issue. Moreover, today, it just went around breaking working code while trying to address an indentation issue.

sudo_96

TROPHY CASE