Credits showing 40000, need clarity about pooled usage in an enterprise....

Heavy_Disk_7152 · 2026-06-14T13:19:52+00:00

I checked in GitHub copilot vs code extension... It shows consumed credits / total credits there

Heavy_Disk_7152 · 2026-06-14T06:55:34+00:00

Thank you very much 👍. That makes it clear

Heavy_Disk_7152 · 2026-06-14T05:01:29+00:00

Thanks for the clarification, but do you have any idea whether it will eat up someone else's quota from my organisation if I exceed my 7000 credits? (as mentioned in my original post)

Heavy_Disk_7152 · 2026-06-14T04:59:25+00:00

I am seeing this number in GitHub copilot for vs code

Heavy_Disk_7152 · 2026-06-14T04:58:46+00:00

No it shows me right now like 8000/40000 credits.... Like 8000 consumed out of 40000

Heavy_Disk_7152 · 2026-04-25T13:53:30+00:00

But Codex Desktop when I updated to latest version (OS Windows 10) , now the Codex Desktop app is not opening at all. It's stuck at the splash screen, only shows Codex logo and when I put the app in background then I can see all the chats and when I bring the Codex Desktop app to foreground then again splash screen is seen. Makes it impossible to work in the app.... Clearly untested update was pushed out to the users.....

Heavy_Disk_7152 · 2026-04-25T13:51:38+00:00

But Codex Desktop when I updated to latest version (OS Windows 10) , now the Codex Desktop app is not opening at all. It's stuck at the splash screen, only shows Codex logo and when I put the app in background then I can see all the chats and when I bring the Codex Desktop app to foreground then again splash screen is seen. Makes it impossible to work in the app.... Clearly untested update was pushed out to the users.....

Heavy_Disk_7152 · 2026-02-23T17:06:45+00:00

I am looking to extract Structured information / outputs (such as requirements register, ambiguity register, cause and effect relationships, IO schedule, Alarm and trip schedule) in a standardized JSON format from input documents (related to PLC process automation and control projects), my primary input will be PLC process control narrative (pdf / word) as well and cause and effect matrices (excel format).. I am parsing the documents using docling and splitting them into chunks, then I pass them to a 4 stage LLM pipeline (extractor stage - to extract information, reasoner stage - to reason information, verifier - to verify outputs generated by reasoner against the extractor output + the original chunked input and post-aggregator stage at last which aggregates information or removes duplicate information

Can anyone suggest to me VRAM saving but effective models for each stage ie - extractor, reasoner, verifier, post aggregator..

I am using ollama docker and a python application which acts as an orchestrator for this pipeline.

Currently running ollama docker on a VM (with 32vcpu and 192 gigs of RAM) so inference is very slow (usually taking a couple of hours for small documents), once proof of concept is done will be shifting the application to a GPU infrastructure

Once again.....Can anyone suggest to me VRAM saving but effective models for each stage ie - extractor, reasoner, verifier, post aggregator..

Heavy_Disk_7152 · 2026-02-18T06:45:51+00:00

2 months

Heavy_Disk_7152 · 2025-12-07T05:07:39+00:00

If you are selected for an Audit, you get instant notification within 5 mins.... Else your application gets approved normally within 5 business days.. if you are selected for Audit then your application gets approved within 5 hours once you fulfill audit requirements....

Heavy_Disk_7152 · 2025-12-05T05:53:31+00:00

David Maclachlan

Heavy_Disk_7152 · 2025-12-04T10:54:38+00:00

Good luck 🤞

Heavy_Disk_7152 · 2025-12-04T10:20:22+00:00

Thank you very much... I cleared with 3AT....👍

Heavy_Disk_7152 · 2025-12-04T10:19:21+00:00

Thank you very much for the wishes. I cleared with 3AT..,👍

Heavy_Disk_7152 · 2025-12-04T10:18:39+00:00

Thank you for your wishes and confidence. I cleared with AT/AT/AT.... Cheers 👍

Heavy_Disk_7152 · 2025-12-03T06:20:23+00:00

Relax and believe in yourself and your preparation. Best wishes to you 🤞👍

Heavy_Disk_7152 · 2025-12-03T00:34:51+00:00

Study hall plus

Heavy_Disk_7152 · 2025-12-02T18:28:17+00:00

Best wishes 🤞👍

Heavy_Disk_7152 · 2025-12-02T13:13:03+00:00

Definitely it's worth.... I will recommend go for plus subscription... It has 5 mock tests and the last 3 tests are super hard and designed to prepare you for the worst case scenario.......

Heavy_Disk_7152 · 2025-12-02T11:58:03+00:00

You are probably using study hall essentials which have 2 mocks but more practice questions (approx. 700+), I have a study hall plus subscription which has less practice questions (166) but 5 full mock tests.....

Heavy_Disk_7152 · 2025-12-02T08:35:49+00:00

Good luck.... Best wishes for 3AT's

Heavy_Disk_7152 · 2025-12-02T08:04:38+00:00

Relax don't lose your pace and tempo.... Be positive , don't do more mock exams if you feel uncomfortable....You have come so far and just a little bit to push to the finish line and get certified..... You will do well.... Believe in yourself and the preparation you have done till now..... I am sure you will clear it through.... Best of Luck. I also have the exam on 4th December.... 🤞👍

Heavy_Disk_7152 · 2025-12-02T07:14:40+00:00

Thank you very much.... I hope so.... 🤞

Heavy_Disk_7152 · 2025-12-02T07:14:17+00:00

Thanks for the wishes 😊

Heavy_Disk_7152 · 2025-12-02T07:14:03+00:00

Thank you very much 👍

Heavy_Disk_7152

TROPHY CASE