AI (LLMs), Agents, MCP, Open Claw, Coding Assistants

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good news :blessed::hhh:

claude sonnet 4.6 is seems to be much better.

less chit-chat.

more admitting when wrong.

asks logical feedback / investigative questions aka "multi-step tasks".

"Anthropic claims its new Claude model showcases ‘human-level capability’ in multi-step tasks."


a bit argumentative but i just tell it to :camby:
 

#1 pick

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good news :blessed::hhh:

claude sonnet 4.6 is seems to be much better.

less chit-chat.

more admitting when wrong.

asks logical feedback / investigative questions aka "multi-step tasks".

"Anthropic claims its new Claude model showcases ‘human-level capability’ in multi-step tasks."


a bit argumentative but i just tell it to :camby:
Opus is honestly the best I've worked with but it eats through tokens way too much
 

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I've been looking at open claw: OpenClaw — Personal AI Assistant .

It's wild. I reinstalled a small GMKtec mini PC (linux) and will try to set up Open Claw (OC) on that.

From what I have read OC doesn't use MPC.

You interact with OC via a configured chat "Channel" on a messaging service, such as WhatApp.

OC figures out what to do using a configured LLM (such as ChatGPT) through use of formal output prompts.

OC performs the actions indicated by the LLM using configured "Skills".



You give OC full rights to perform actions on the host it is installed on.

OC inventor Peter Steinberger has been hired by Open AI.

 
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I've been looking at open claw: OpenClaw — Personal AI Assistant .

It's wild. I reinstalled a small GMKtec mini PC (linux) and will try to set up Open Claw (OC) on that.

From what I have read OC doesn't use MPC.

You interact with OC via a configured chat "Channel" on a messaging service, such as WhatApp.

OC figures out what to do using a configured LLM (such as ChatGPT) through use of formal output prompts.

OC performs the actions indicated by the LLM using configured "Skills".



You give OC full rights to perform actions on the host it is installed on.

OC inventor Peter Steinberger has been hired by Open AI.


One of my colleagues just brought up open claw today, funny enough. Now I have to look into it, if 2 people are mentioning in quick time
 

Based Lord Zedd

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I've been using Codex + VS Code a lot it's really boosted my productivity. Basically using it to speed up boring parts (sql, Python, pulling data).

Starting to get better at using plan mode instead of spamming commands. I built a few tools for it, already so want to start adjusting skills. And my biggest complaint they just fixed, saw the pop-up about using sub agents.

Don't even know if I need them, just happy to get experience trying to use it.
 

Based Lord Zedd

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any more specifics.

My use case is data science, but also do analysis and often have to do my own data engineering work to get the data.

I'vs used to streamline analysis, document things so I can run it again in the future (i'm ass at this). Eventually I think I can get it to automatically write reports and push info to people. Much better than dashboards, I hate dashboards more than anything. :russ:


The DE stuff I've been using to quickly set up my API pulls, transform the data as needed, dump it to dbt etc. Pretty basic but saved me a ton of time and makes it easier to get the real DE team to put it in the actual warehouse.

Then running ml models, iterating, testing out ideas. It was fast before simply using the AI tools, but super fast now with it plugged directly into my IDE.


One of my tools I basically:
Built a python tool that could connect to a db, then execute SQL scripts and then had a few options for exporting. Easy to do, but that allowed me to tell the agent to use that tool, and then just point it to code, or have it generate code and run it. I got tired of explaining what it needed to pull, so I turned it into a skill and added another tool that every week will go into the db rebuild it's own data dictionary and track how tables connect.. Then having it save any queries it runs for additional context.

Hoping to get it to the point where it understands what tables to pull from on it's own.

I'm not building apps or shipping code, but it's been a big help for me, can also run two at once and tab between projects when i get bored.

Ive gotten some good recognition off recent work I've done with it's help.
They're encouraging us to use AI and learn all of this so I'm diving all the way in.
 
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So the windfall (not sure if I'm using this term right. Lol) of my manager and his manager both getting the ace this week, looks like I'll be moving out of support and data engineering into a more data engineering role.

They are encouraging us to use AI to turn around minor updates in a few days. So I'm a little excited. I can't stress how much I've disliked my day to day for the past 2 years. Hope to learn a lot as we have an AI team and they built an internal enterprise AI tool for us as well as made cursor available for us.
 

Capital Steez

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:blessed::blessed::blessed:

all you software engineers who are building out mcps for jira/confluence etc deserve a motherfukking salute.

MCP + VSCODE = Time for Family
Need to start finding some automation solutions for JIRA myself.

I've been using LLMs heavily for analytics and data engineering workflows rather than pure software dev, and honestly the biggest gains for me have been around automation and iteration speed.
 
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Based Lord Zedd

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Need to start finding some automation solutions for JIRA myself.

I've been using LLMs heavily for analytics and data engineering workflows rather than pure software dev, and honestly the biggest gains for me have been around automation and iteration speed.

I'm so bad managing tickets and updating projects, i don't even have the time. I think I have a solution but haven't had time to fully automate it:

First I have a skill called stenographer and set up agents.md to always take notes on what I'm doing.

Second, another tool to pull my edits, updates and documents off my drive.

Between those two, you can generate summaries of what im doing. And if I can cleanly connect my Google drive folders to projects/tickets, and then do the same thing with project folders.


Seems like it'd be easy to automate or semi automate tickets, send weekly updates, and write my weekly "what I did this week" journal they have us do :russ:


There's 0 chance I'm keeping a board updated manually and I also don't like other people or teams claiming ownership of projects because they do those parts.:mjpls:
 
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