In this post, we will try to build a text summarizer using an LLM in a Python environment. If we can set up the LLM in an interactive environment, we can extend the functionalities to build an interface for this task using Gradio.

Prompt chaining can enhance the effectiveness of AI assistance in various domains. By breaking down complex tasks into smaller prompts and chaining them together, developers can create more personalized and accurate responses tailored to individual users’ needs. This approach not only improves the overall user experience but also allows for greater customization and adaptability in response to changing user requirements or application scenarios[3].

Dotprompt is an executable prompt template file format for Generative AI. It is designed to be agnostic to programming language and model provider to allow for maximum flexibility in usage. Dotprompt extends the popular Handlebars templating language with GenAI-specific features.

But this mix of fear, powerlessness, and anxiety doesn’t just make people obedient. It makes many of them angry. And anger always needs a target. So when the regime hands them “enemies,” it’s a perfect outlet. They get to hold on to their belief system and vent their frustration at the same time.

On state TV, in Telegram channels, you hear bloodthirsty calls for violence, and it feels like the whole country is hungry for war. But the real hate-mongering comes from educated, well-off people—journalists, influencers, and celebrities—terrified they’ll be the next target.

Traditional approaches waste precious development cycles on parsing and validating LLM outputs. .txt's products make data flow seamlessly through your system by providing complete control over LLMs' outputs.

Our products ensure LLMs consistently generate outputs matching any JSON Schema, regular expression, or grammar—without significant overhead.

qqqa is a two-in-one, stateless CLI tool that brings LLM assistance to the command line without ceremony.

The two binaries are:

• qq - ask a single question, e.g. "qq how can I recursively list all files in this directory" (qq stands for "quick question")
• qa - a single step agent that can optionally use tools to finish a task: read a file, write a file, or execute a command with confirmation (qa stands for "quick agent")

A Bellingcat investigation has identified 23 multi-storey housing complexes — more than 50 buildings with at least 6,000 apartments – being built in the ashes of Mariupol and advertised for sale, with low interest rate loans, to Russian citizens. Construction of the first buildings has been completed; new residents have already moved in. Meanwhile, many of the original Ukrainian owners cannot return home.

LDR is an AI research assistant that performs systematic research by:

• Breaking down complex questions into focused sub-queries
• Searching multiple sources in parallel (web, academic papers, local documents)
• Verifying information across sources for accuracy
• Creating comprehensive reports with proper citations

For Australia-based cookbook author Yoko Nakazawa, pickles are an essential food. She shares three of her favourites, including yuzu daikon amazu zuke.

remarkable-fs allows you to see the contents of your reMarkable as a normal folder on your computer. All your documents and folders are visible; you can copy documents to and from the reMarkable, create folders, and move and delete folders and files. You cannot, however, edit documents that are already on the reMarkable (apart from moving or deleting them).

It supports PDF files, EPUB files, and handwritten notes, but does not yet support annotated PDFs (they are exported without annotations).