According to the "Is Grep All You Need?" study (arXiv:2605.15184), researchers wired both a literal grep tool and a vector-search tool into the same agents to run 116 LongMemEval questions, finding th…
Poor performance in Retrieval-Augmented Generation (RAG) systems is typically caused by inadequate document chunking or mismatched retrieval architecture, not by the embedding model or LLM. It describ…
PopuLoRA is a method for training large language models (LLMs) that uses co-evolving populations of teacher and student adapters to generate and solve verifiable reasoning tasks, such as code and math…
Creation of a GitHub bot that uses a local large language model (LLM) via Ollama to automatically review pull requests. When a PR is opened, the bot receives a webhook, retrieves the code diff using G…
AI-driven approach to improve failure detection and diagnosis in Apache Airflow, a tool for orchestrating ETL pipelines. The method combines large language models (LLMs) for classifying log messages, …
The developer of EClaw, a multi-agent AI team that operates through chat, chose to launch on Telegram, Discord, and LINE instead of Slack. The primary reasons are that Slack requires each bot to be a …
MCP (Model Context Protocol) is a standardized communication layer that enables AI agents to discover, invoke, and receive results from tools, APIs, and databases. It clarifies that MCP does not make …
The article is a blog post about the bigfin squid that also invites discussion of unaddressed security news. The comment section features a lengthy argument by Clive Robinson that the rise of AI and c…
Release of llm 0.32a2, highlighting that most reasoning-capable OpenAI models now use the `/v1/responses` endpoint instead of `/v1/chat/completions`, enabling interleaved reasoning across tool calls f…
22 copy/paste-ready prompts for building an AI agent system, specifically detailing instructions for creating a Personal CRM, a meeting recording integration, and a RAG knowledge base. Each prompt inc…
Deno Sandbox is a new security feature from Deno Deploy that provides lightweight Linux microVMs for running untrusted code, such as LLM-generated scripts, with defense-in-depth isolation. It protects…
Strategies for building effective LLM agents for the AI Cyber Challenge (AIxCC), where teams create autonomous Cyber Reasoning Systems (CRS) to find and patch vulnerabilities. The authors advocate for…
Script for a shell function called `gcm` that uses an AI model (Gemini) to automatically generate a one-line git commit message from the staged diff. The function allows users to accept, edit, regener…