ML/AI/LLM
120363422602038858@g.us
group
7 members
1,215 messages stored
🔎 Ask about ML/AI/LLM
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5/20/2026, 12:39:58 PMEmoncan you confirm if this is the case for staging and prod too @111561876209776
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5/20/2026, 12:39:52 PMEmon~Claude
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5/20/2026, 12:39:20 PMEmonBecause nothing is configured to slice them by time — by default PM2 just opens out_file/error_file once and appends forever. To get time-based files you need one of: 1. pm2-logrotate module (easiest): pm2 install pm2-logrotate pm2 set pm2-logrotate:rotateInterval '0 0 * * *' # daily at midnight pm2 set pm2-logrotate:max_size 10M pm2 set pm2-logrotate:retain 7 1. Produces out__YYYY-MM-DD_HH-mm-ss.log files. 2. System logrotate — drop a config in /etc/logrotate.d/beyondchats-node with daily, rotate 7, copytruncate (needed since PM2 holds the FD open). 3. App-side logger …
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5/20/2026, 12:35:45 PMEmonSo the log saved (only 2 at a time error and out) are of variable time frame it can be 1 day long or 5 days long depending on when the server will restart
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5/20/2026, 12:34:58 PMEmonThere infact is no logrotate.d entry for the node server
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5/20/2026, 12:33:56 PMEmonI’m actually looking at it right now
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5/20/2026, 12:33:46 PMEmon🖼<media>
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5/20/2026, 12:33:27 PMSiddhant Jainwhats the reason for date based logs not being created on dev?
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5/20/2026, 12:33:00 PMSiddhant Jainalready answered. we dont need to build a shipper, that is outside the scope. re-read the task. It uploads on demand
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5/20/2026, 12:08:33 PMEmonAnd as there is no handler / shipper the beyondchatsnew bucket does not have logs, for that we need to build the shipper that uploads from node but node does not store in the date naming convention
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5/20/2026, 12:08:32 PMEmon● The endpoint expects a file at /home/ubuntu/beyondchats-node/logs/info_06-05-2026.log (stream + DD-MM-YYYY), but the directory only contains error.log and out.log — no per-date files exist. So the 404 is accurate: nothing is writing daily info_*.log / error_*.log files for ml-node. A few possibilities: 1. Wrong service — the daily info_DD-MM-YYYY.log / error_DD-MM-YYYY.log pattern is what background-flask uses (/home/ubuntu/background-flask/logs/). If you wanted Flask logs, this endpoint won't reach them — it only reads beyondchats-node/logs/. 2. Logger not deployed / not …
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5/20/2026, 12:08:32 PMEmonApparently according to Claude on dev there is no log handler for s3 and and then node does not save the logs with the dates and only flask saves with dates
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5/20/2026, 12:08:31 PMEmon● Based on my investigation, here are the answers — and the short version is there is no log shipper, which is why the S3 prefix is empty. 1. Log shipper to S3 None exists. No cron job, no systemd unit, no PM2 process, no app-level uploader writes PM2 logs to S3. Confirmed by: - crontab -l (ubuntu): only memory-heal.sh and the Laravel schedule:run. - /etc/cron.d, /etc/cron.{hourly,daily,weekly}: nothing log-related. - pm2 list: no shipper process (only ml-node, ml-node-scraper, workers, redis queues, etc.). - grep across beyondchats-node for s3 cp|sync|putObject|upload.*lo…
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5/19/2026, 8:29:45 PMEmon🖼<media>
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5/19/2026, 8:29:27 PMEmoncan login to dev server @111561876209776
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5/19/2026, 4:45:33 PMEmonWhat was the another task
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5/19/2026, 4:45:22 PMEmon📎<media>
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5/19/2026, 4:39:58 PMSiddhant Jain@54125194641609 we will need drmalpani to give us access to his gmail, till then this task is a blocker
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5/19/2026, 12:18:48 PMEmonI can come through phone
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5/19/2026, 12:16:18 PMEmonIs 3 fine ? I’ll not get my laptop back till evening though, screen repair hone gayi hai
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5/19/2026, 12:14:43 PMSiddhant Jain@54125194641609 when are you available for a meet?
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5/19/2026, 12:13:16 PMEmonOkay 👍
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5/19/2026, 12:13:06 PMSiddhant JainFYI: laravel is at: /var/www/html/chatgpt3_backend node is at: ~
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5/19/2026, 12:12:08 PMEmonI don’t have access to my laptop right now, will confirm as soon as I start working
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5/19/2026, 12:11:12 PMSiddhant Jain@54125194641609 can you confirm if you can access it?
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5/19/2026, 11:53:16 AMSiddhant Jainyes
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5/19/2026, 11:52:20 AMEmonOkay
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5/19/2026, 11:52:17 AMEmonClaude is on dev server right?
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5/19/2026, 11:52:11 AMSiddhant Jainadded this to the list of authorized keys on dev
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5/19/2026, 11:51:22 AMSiddhant Jainssh -i <path_to_your_private_key> ubuntu@dev.beyondchats.com
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5/19/2026, 11:50:51 AMSiddhant Jainyou can ssh into dev server now
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5/19/2026, 11:43:36 AMEmonCan you also check if log files are saved on dev server on aws? I was testing laravel endpoint for 2 week old dev message, it fetched data for the message perfectly but it couldn’t find in s3
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5/19/2026, 11:42:08 AMEmonSo is this why the new endpoints are not working? On dev?
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5/19/2026, 11:37:13 AMSiddhant Jain🖼ci pipeline was failing because of a stale lock file. This can be checked via gitlab
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5/19/2026, 2:05:21 AMEmonThe log endpoint is also not online on dev
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5/19/2026, 2:05:05 AMEmon@111561876209776 didn’t update even before my last to last mr
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5/18/2026, 8:41:13 PMEmonMerged another mr still didn’t work
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5/18/2026, 8:18:27 PMEmoni merged on dev and the endpoint is not up
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5/18/2026, 8:18:12 PMEmon@111561876209776 is node server not updating with dev?
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5/18/2026, 8:15:51 PMSiddhant Jainhave chat_history as an optional param
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5/18/2026, 7:09:34 PMEmoni think making the one with 2 parameters prompt and message would be better, we will be able to see how the bot performs with system prompt
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5/18/2026, 7:08:48 PMEmonor should i just leave it to prompt
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5/18/2026, 7:08:39 PMEmonshould i make 2 parameters prompt and message in the api ek mein system prompt hoga and ek mein message
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5/18/2026, 7:08:11 PMEmonbut bareflow mein there will be no system prompt
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5/18/2026, 7:07:52 PMEmonlike right now we have system prompts in codebase and use message from api call
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5/18/2026, 7:06:15 PMSiddhant Jain??
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5/18/2026, 7:05:30 PMEmonbare flow mein messages ka column banau ya fir prompt hi rehne du
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5/18/2026, 7:05:14 PMEmon@111561876209776
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5/18/2026, 6:03:38 PMEmonCustom send message pipeline with no extra stuff, will get prompt and org id in api itself, return only response and search queries connect with ram for dataset preparation [as raw as possible] bugs logging with auto attach with app script
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5/18/2026, 5:34:13 PMSiddhant JainML/AI Connect Monday, 18 May · 5:30 – 6:00pm Time zone: Asia/Kolkata Google Meet joining info Video call link: https://meet.google.com/wdv-wquf-sds
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5/18/2026, 5:31:40 PMEmonLink
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5/18/2026, 5:31:37 PMEmon@111561876209776
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5/18/2026, 5:16:02 PMEmonI’m waiting for meet only
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5/18/2026, 5:15:50 PMEmonYes yes
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5/18/2026, 5:15:29 PMSiddhant Jain@54125194641609 reminder
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5/18/2026, 3:48:45 PMEmonSure
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5/18/2026, 3:48:10 PMSiddhant Jainlets connect by 5:30
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5/18/2026, 3:46:33 PMEmon@111561876209776 can connect at 4:30 too I have reached home
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5/18/2026, 2:44:18 PMEmonSprint 16-30 related
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5/18/2026, 2:43:55 PMSiddhant Jainagenda?
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5/18/2026, 2:42:50 PMEmonAround 5:30 works?
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5/18/2026, 2:42:28 PMEmon@111561876209776 when can we connect today
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5/16/2026, 12:25:48 PMSiddhant Jain🖼updated your view on sheet, should be visible now
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5/16/2026, 11:34:51 AMEmonhttps://docs.google.com/document/d/1FWIHJSrvqbBmzw4liPbsTGVjaZKUWSR2MTt_BFknMkg/edit?tab=t.0 api docs
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5/16/2026, 11:33:01 AMEmonAdd the env var to the Node .env: LOG_FETCH_API_KEY=bc-Logs-xcr4LOvhF7TVoDkIQ0XSeXrckGgWQy6o
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5/16/2026, 11:32:50 AMEmonadd this to their .env files, Add the env var to /path/to/laravel/.env: BUG_LOGS_APP_KEY=bc-Logs-xcr4LOvhF7TVoDkIQ0XSeXrckGgWQy6o
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5/16/2026, 11:32:23 AMEmonI have merged log fetch branches for node nd laravel
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5/16/2026, 10:04:58 AMEmonproduct sheet pe nahi hai ye
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5/16/2026, 3:00:07 AMEmonOkay
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5/16/2026, 2:07:07 AMSiddhant Jain🖼<media>
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5/16/2026, 2:06:22 AMSiddhant Jain🖼<media>
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5/16/2026, 2:06:21 AMSiddhant Jain🖼@54125194641609
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5/15/2026, 10:40:09 PMEmon📎<media>
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5/15/2026, 10:40:06 PMEmonCybersecurity
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5/15/2026, 10:40:04 PMEmonOooo
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5/15/2026, 10:39:13 PMSiddhant Jainthis API needs to be an authenticated one so add some API key similar to how x-api-key is there for bgflask and node to call laravel. The google sheet will include the API key in its requests to laravel. Make sure the path building is always scoped to “logs” dir only and is hacker proof.
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5/15/2026, 10:36:19 PMSiddhant Jainthis is how I am expecting the flow to be: s3 has a logs dir now. buggy message_id = 2544 -> laravel API called -> finds message was created on 13th may -> frames s3 link for the log file -> fetches from s3 -> if found then returns the s3 link -> if not then searches for the file locally -> if file found then uploads to s3 + returns s3 link otherwise 404 (meaning log file probably got rotated and is lost now)
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5/15/2026, 10:32:21 PMEmonI'll just fetch the file
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5/15/2026, 10:32:15 PMEmonI thought it would make it easier for the devs
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5/15/2026, 10:32:04 PMEmonAlright
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5/15/2026, 10:31:36 PMSiddhant Jainitta toh humans khud karlege using ctrl + f on the message string
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5/15/2026, 10:31:24 PMSiddhant Jainyou dont need to filter the log file’s content for the message’s timeframe
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5/15/2026, 10:31:06 PMEmonOkay
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5/15/2026, 10:30:47 PMSiddhant Jainjust fetch that entire’s day log file
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5/15/2026, 10:27:57 PMEmonI'll then get the logs for the date
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5/15/2026, 10:27:52 PMEmonUsing message id I'll get the dates
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5/15/2026, 10:27:41 PMEmonFrom the log files
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5/15/2026, 10:27:39 PMEmonArre but I have to fetch according to the time frame na
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5/15/2026, 10:27:11 PMSiddhant Jaincreate dummy log files and place them in appropriate paths?
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5/15/2026, 10:25:42 PMEmonTo test attaching log files
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5/15/2026, 10:25:22 PMSiddhant Jainwhy do you need a dummy log file
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5/15/2026, 10:24:56 PMEmonCan you send me a dummy log file
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5/15/2026, 10:24:51 PMEmonThey do but testing is an issue
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5/15/2026, 10:24:22 PMSiddhant Jaindo projects not have “paths” and naming conventions defined for the log files?
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5/15/2026, 10:16:59 PMEmonI'm lost at log files
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5/15/2026, 10:16:45 PMEmonSo how do you retrieve them?
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5/15/2026, 9:57:20 PMSiddhant Jainyes
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5/15/2026, 7:01:32 PMEmonThey are stored in the server right?
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5/15/2026, 7:01:25 PMEmon@111561876209776 how do we get log files
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5/15/2026, 5:25:15 PMSiddhant Jainthanks
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5/15/2026, 5:22:58 PMEmon@111561876209776 sent you invite
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5/15/2026, 5:05:01 PMEmonWould add you to the repo in 30 mins
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5/15/2026, 5:04:52 PMEmon🖼Omw home
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5/15/2026, 5:04:35 PMEmon📎<media>
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5/15/2026, 5:04:15 PMSiddhant Jain@54125194641609 i dont have access to your laravel fork
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5/15/2026, 4:39:50 PMSiddhant Jainreviewing it now
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5/15/2026, 4:39:44 PMSiddhant Jainokayy thanks
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5/15/2026, 3:15:17 PMEmoninserted part is what it stores and the metadata is a json object
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5/15/2026, 3:14:56 PMEmon{ "status": "error", "status_code": 202, "message": "Trace accepted", "data": { "message_id": 999999, "source": "curl_test", "inserted_count": 3, "skipped_count": 1, "inserted": [ { "id": 61, "type": 0, "type_label": "llm", "provider": "gemini", "model": "gemini-2.5-flash", "associable_id": 999999, "metadata": { "function_name": "final_response", "latency_ms": 11798, …
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5/15/2026, 3:11:40 PMEmonAdded flask, node and Laravel to staging just now
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5/15/2026, 12:22:34 PMSiddhant Jain@54125194641609 updates?
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5/14/2026, 6:42:05 PMEmonnode separate and bg flask separate update the columns on php sub task -> Chat w Model in node auto attach log files api for both Laravel and node
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5/14/2026, 5:34:26 PMEmonWaiting room
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5/14/2026, 5:32:35 PMEmonJoining
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5/14/2026, 5:31:45 PMSiddhant Jainhttps://meet.google.com/cka-jieb-iwc
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5/14/2026, 5:31:01 PMEmonLink?
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5/14/2026, 5:11:17 PMEmonOkay
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5/14/2026, 5:11:02 PMSiddhant Jainlets connect by 5:30
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5/14/2026, 5:07:35 PMEmon5:10 tak send the link here
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5/14/2026, 5:07:27 PMEmonYes yes 3 mins
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5/14/2026, 5:06:57 PMSiddhant Jain@54125194641609 available?
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5/14/2026, 2:14:52 PMSiddhant Jainyes
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5/14/2026, 1:05:57 PMEmonIs five fine?
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5/14/2026, 12:44:11 PMSiddhant Jainmeet schedule karlo anytime before 6:30 or after 8:30
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5/14/2026, 9:47:51 AMEmonRegarding auto attach relevant log files Automating whether a prompt based bug really fixed the issue
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5/14/2026, 9:47:27 AMEmon@111561876209776 when can we connect
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5/13/2026, 11:20:55 PMEmon@111561876209776 prompt based fixing doc
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5/13/2026, 11:20:47 PMEmonhttps://docs.google.com/document/d/1kaSq3jYc3XXT_TPuOJiwKbEAHVWHhYuCIQd8ddF4rM4/edit?usp=sharing
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5/13/2026, 9:09:35 PMEmonalso deploy dev fails on node
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5/13/2026, 8:58:59 PMEmonQuick sanity check before re-testing To confirm the route is registered after clearing: php artisan route:list | grep save_llm_api_logs Expected output: POST api/save_llm_api_logs ........ LlmApiLogController@saveTrace If that line is missing, the deploy didn't pull the new code — check that routes/api_flask.php on the server actually has the line we added. If the line is there but says GET, something else got weird and we'd need to look closer
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5/13/2026, 8:58:44 PMEmonclaude says this
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5/13/2026, 8:58:38 PMEmonRun on the dev server (in the Laravel folder): php artisan route:clear php artisan route:cache The first wipes any cached route table, the second rebuilds it from the current files (skip the second if your prod/dev isn't using route caching — just route:clear is enough). After this, hit Postman again — you should get 202.
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5/13/2026, 8:58:15 PMEmoncan you look into it
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5/13/2026, 8:58:09 PMEmonbut i do not think that the route is live
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5/13/2026, 8:58:01 PMEmon@111561876209776 i merged into dev of the laravel server
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5/12/2026, 11:28:49 PMEmonwhen will the supression gate mr go live?
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5/12/2026, 11:27:33 PMEmonalso the suppression flow is still uncommented
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5/12/2026, 11:23:10 PMEmonwould you like me to add any more functions on to the trace loop, although i used claude to map out all the functions in the send message flow that should be traced
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5/12/2026, 11:22:06 PMEmon@111561876209776 this google doc contains the entire send message flow from the node side to flask side
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5/12/2026, 11:21:33 PMEmonhttps://docs.google.com/document/d/1zZ7AjzKTSmJ0tLyMA7lTHnwp9172FUGp5QPUrKt9NEA/edit?usp=sharing
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5/12/2026, 10:08:09 PMEmonNo issue
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5/12/2026, 9:38:48 PMSiddhant Jainthanks. live on prod now
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5/12/2026, 7:34:28 PMEmonon staging @111561876209776
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5/12/2026, 6:49:44 PMSiddhant Jain.
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5/12/2026, 6:48:20 PMSiddhant Jainhttps://gitlab.com/sid6i7/ci-templates/-/blob/prod/docs/DEVELOPER_WORKFLOW.md?ref_type=heads
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5/12/2026, 6:48:07 PMEmonthen create the mr?
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5/12/2026, 6:47:59 PMEmonshould i checkout a new branch, pull dev on dev and then merge dev with new branch?
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5/12/2026, 6:47:19 PMSiddhant Jaindev is never expected to be in sync with staging or prod
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5/12/2026, 6:44:34 PMEmon@111561876209776 is prod dev and staging again out of sync 🥲
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5/12/2026, 6:33:48 PMEmonmerging on dev branch
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5/12/2026, 6:33:45 PMEmon🖼worked
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5/12/2026, 6:13:45 PMEmonokay
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5/12/2026, 6:01:32 PMSiddhant Jainadd greeting rules to liter prompt for now
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5/12/2026, 5:52:44 PMEmonShould I proceed with this?
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5/12/2026, 5:52:21 PMEmonHo gaya
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5/12/2026, 5:51:40 PMEmonDoing
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5/12/2026, 5:51:32 PMSiddhant Jain@54125194641609
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5/12/2026, 5:51:20 PMSiddhant Jainl602HvgeWkGyyLO02kAL4HvYjyZACOrrU2Mvi9CtKCoDONz6#uWsQzaOPCgPLDu5pVhOEKv-bd74kxd8DmB-mpRyszls
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5/12/2026, 5:49:11 PMEmonhere
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5/12/2026, 5:49:03 PMEmonhttps://claude.com/cai/oauth/authorize?code=true&client_id=9d1c250a-e61b-44d9-88ed-5944d1962f5e&response_type=c ode&redirect_uri=https%3A%2F%2Fplatform.claude.com%2Foauth%2Fcode%2Fcallback&scope=org%3Acreate_api_key+user%3A profile+user%3Ainference+user%3Asessions%3Aclaude_code+user%3Amcp_servers+user%3Afile_upload&code_challenge=sc2 c44v4KqlpR6KRkmq54e28e6yYkdtvIvcvsX_g7no&code_challenge_method=S256&state=uWsQzaOPCgPLDu5pVhOEKv-bd74kxd8DmB-mp Ryszls
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5/12/2026, 5:48:45 PMEmonjust a second
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5/12/2026, 4:55:52 PMEmon@111561876209776 let me know when you get free, claude login karna hai
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5/12/2026, 4:50:51 PMEmonwhat do you say @111561876209776
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5/12/2026, 4:50:44 PMEmoni feel 2nd is the best approach, we can use it for other orgs too if needed (we can use modular prompt building for della, like on lite prompt file we will pass the org host url and there we will add details to the prompt based on the org)
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5/12/2026, 4:50:10 PMEmonnow to fix we can add a conditional statement, it will either skip della from lite model switch, we can use modular prompt building for della, like on lite prompt file we will pass the org host url and there we will add details to the prompt based on the org, and lastly we can use regex
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5/12/2026, 4:48:36 PMEmonwe just ask it to be polite and do not tell anything about greetings
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5/12/2026, 4:46:08 PMEmon@111561876209776
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5/12/2026, 4:46:03 PMEmonthe lite model does not have greeting rules for anyone infact
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5/12/2026, 4:45:16 PMEmonWhen user says Hi, switch to a liter model, on respond to user line 111
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5/12/2026, 4:43:21 PMEmonon this bug the issue is happening because
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5/12/2026, 4:43:10 PMEmonBot is still greeting the user with: "Hello! How may I assist you today?" https://beyond-chats.netlify.app/della-resorts-68c353073b0f4/114270 1) debug why 2) propose fixes
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5/12/2026, 12:02:44 PMEmonOkay
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5/12/2026, 12:00:00 PMSiddhant Jain@54125194641609 can you work on this first: row 433. ETA for it is today
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5/12/2026, 12:28:29 AMSiddhant Jainyes
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5/12/2026, 12:27:18 AMEmonSame workflow right?
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5/12/2026, 12:25:55 AMSiddhant Jaininvited: https://gitlab.com/Pankaj-Baranwal/background-flask
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5/11/2026, 11:35:42 PMEmon@111561876209776 shone ka upstream access nahi hai for flask
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5/11/2026, 8:19:30 PMEmonYes okay
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5/11/2026, 8:19:14 PMSiddhant Jain@54125194641609 share your tasklist on meetings when u start work
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5/11/2026, 5:09:23 PMSiddhant Jaini am taking this forward
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5/11/2026, 3:54:37 PMEmonOkay
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5/11/2026, 3:30:55 PMEmonYes yes, ik that I'm following that for all the new branches
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5/11/2026, 3:30:11 PMEmonUsually I did git checkout main, get pull upstream prod, git checkout merge branch
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5/11/2026, 3:30:09 PMSiddhant Jainhttps://gitlab.com/sid6i7/ci-templates/-/blob/prod/docs/DEVELOPER_WORKFLOW.md?ref_type=heads
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5/11/2026, 3:29:45 PMEmonToh I thought it would be safer, I'll follow the flow from now
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5/11/2026, 3:29:29 PMEmonAnd I didn't know about the changing of structures for repos
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5/11/2026, 3:29:19 PMEmonOh that is because jab ye banaya tha uske baad mereko upstream ka access mila tha
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5/11/2026, 3:29:10 PMSiddhant Jainyou merge your feature branch into dev
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5/11/2026, 3:28:58 PMSiddhant Jainyou never merge dev into your feature branch
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5/11/2026, 3:28:34 PMSiddhant Jainthe flow should have been: 1. git checkout dev 2. git pull upstream dev 3. git merge testMR 4. resolve MR conflicts 5. git push upstream dev (or MR then merge on gitlab)
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5/11/2026, 3:27:55 PMEmonMerge request from my fork
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5/11/2026, 3:27:10 PMSiddhant Jainokay but why did you push the feature branch to your remote
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5/11/2026, 3:26:29 PMEmonAlright
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5/11/2026, 3:26:16 PMSiddhant Jainupdated staging
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5/11/2026, 3:21:56 PMEmonI think ye saare dev se aagye hai, I merged this with dev first to check toh merge conflicts fix kr raha tha
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5/11/2026, 3:21:32 PMEmonAlright
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5/11/2026, 3:21:14 PMSiddhant Jaingive me 5 mins i am updating the staging branch to match prod
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5/11/2026, 3:19:31 PMSiddhant Jain@54125194641609 this MR contains unrelated commits: https://gitlab.com/Shoney13/beyondchats-node/-/merge_requests/228
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5/11/2026, 3:13:53 PMEmon.
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5/11/2026, 3:13:47 PMEmon.