Building an LLM-Powered Slackbot

This article describes Benchling's development of a Slackbot powered by a Large Language Model (LLM). The LLM taps into a knowledge base stored in Amazon Bedrock, allowing developers to ask questions and receive answers directly through the familiar Slack interface.

https://benchling.engineering/building-an-llm-powered-slackbot-557a6241e993

comet-ml / opik

From RAG chatbots to code assistants to complex agentic pipelines and beyond, build LLM systems that run better, faster, and cheaper with tracing, evaluations, and dashboards.

https://github.com/comet-ml/opik

All your Python project in one file with shiv

Summary(This article assumes you are comfy with pip + venv. If you are not, we have articles for ...

https://www.bitecode.dev/p/all-your-python-project-in-one-file

OpenSPG / KAG

KAG is a logical form-guided reasoning and retrieval framework based on OpenSPG engine and LLMs. It is used to build logical reasoning and factual Q&A solutions for professional domain knowledge bases. It can effectively overcome the shortcomings of the traditional RAG vector similarity calculation model.

https://github.com/OpenSPG/KAG

Python: debug unraisable exceptions with Rich

Take this Python class:
class Widget:
def del(self):
1 / 0

It implements a del ...

https://adamj.eu/tech/2025/01/02/python-unraisiable-exceptions/

DrewThomasson / ebook2audiobook

Convert ebooks to audiobooks with chapters and metadata using dynamic AI models and voice cloning. Supports 1,107+ languages!

https://github.com/DrewThomasson/ebook2audiobook

Checking Python Code with GitHub Actions

When you are working on your personal or work projects in Python, you usually want to have a way to ...

https://www.blog.pythonlibrary.org/2024/12/10/checking-python-code-with-github-actions/

SSH Scripting with Fabric and Python

Reading and writing files is a basic task that most software applications need to do. You will also ...

https://www.blog.pythonlibrary.org/2024/10/16/ssh-scripting-with-fabric-and-python/

Access Google Gemini LLM via OpenAI Python Library

Google Gemini now can be accessed via OpenAI python library:
from openai import ...

https://saeedesmaili.com/notes/access-google-gemini-llm-via-openai-python-library/

Things we learned about LLMs in 2024

A lot has happened in the world of Large Language Models over the course of 2024. Here's a ...

https://simonwillison.net/2024/Dec/31/llms-in-2024/#atom-everything

awslabs / multi-agent-orchestrator

Flexible and powerful framework for managing multiple AI agents and handling complex conversations

https://github.com/awslabs/multi-agent-orchestrator

UV tricks

SummaryYou can test things in your venv without polluting it using uv run --with, create almost ...

https://www.bitecode.dev/p/uv-tricks

intuitem / ciso-assistant-community

CISO Assistant is a one-stop-shop for GRC, covering Risk, AppSec and Audit Management and supporting +70 frameworks worldwide with auto-mapping: NIST CSF, ISO 27001, SOC2, CIS, PCI DSS, NIS2, CMMC, PSPF, GDPR, HIPAA, Essential Eight, NYDFS-500, DORA, NIST AI RMF, 800-53, 800-171, CyFun, CJIS, AirCyber, NCSC, ECC, SCF and so much more

https://github.com/intuitem/ciso-assistant-community