A developer has published a guide to building a semantic cache for LLM applications in about 40 lines of Python, claiming it can cut costs by half. The approach uses sentence embeddings to match queri…
Palo Alto Networks' Unit 42 revealed that a threat actor in Zhuhai used DeepSeek, the open-source Hermes agent framework, and Telegram to orchestrate over 460 attacks on internet-facing systems. The a…
Mem0's memory conflict resolver, which uses LLM-driven text similarity to automatically add, update, or delete memories, can silently delete facts that are still needed when it misinterprets context-s…
An engineer at UK payments company Atoa argues that the real challenge of Gartner's prediction that 40% of enterprise apps will ship AI agents by 2026 is not building the agents but enabling them to t…
A developer reports that agentic AI systems are good at logging what an agent did but poor at verifying whether the output was correct. In an experiment, a weak model was correct about 69% of the time…
A developer with over a decade of experience building offshore teams for energy clients says Calgary's energy sector must modernize its mindset, not just its tech, to stay competitive. The engineer re…
A developer automated their content workflow using n8n, connecting data collection, topic generation, and script drafting. While the pipeline increased production speed, the resulting videos lacked th…
Long-running AI agents accumulate context debt, where temporary execution material becomes permanent reasoning input, degrading relevance as runs grow. The solution involves separating storage roles—w…
Google's Gemini Spark, an always-on autonomous AI agent announced at Google I/O 2026, can be extended to arbitrary external APIs by integrating Google Apps Script as a Model Context Protocol (MCP) ser…
Microsoft has introduced SharePoint Skills, a feature that lets users create reusable, multi-step AI workflows within SharePoint using natural language. The tool, managed via the site's Agent Assets l…
A developer built Handify ai, a tool that converts typed text into realistic handwritten notes, addressing the challenge of making AI-generated handwriting appear authentic. The project uses React, Ty…
A developer demonstrates how to stream tokens from OpenAI-compatible APIs in Python, showing that adding stream=True to a chat completion request returns chunks that can be printed as they arrive, imp…
LobeChat, an open-source chat interface for large language models developed by the LobeHub team in China, has amassed 60,000 GitHub stars yet remains largely unnoticed in Western developer communities…
A developer building ADhammer, an Active Directory audit toolkit in Rust, implemented wmiexec from scratch by using impacket as a byte-level debugging oracle. The project, built with Claude Code, invo…
A developer outlined a production architecture for deploying Model Context Protocol (MCP)-based AI agents to Kubernetes, covering containerization, CI/CD, observability, and security. The blueprint in…
Octo, an AI-native messaging platform, has extended loop engineering beyond single-agent iteration to multi-agent orchestration. The team found that long-running, production-grade tasks require interc…
A developer reports that multi-agent collaboration is hitting an engineering wall as single-agent systems plateau, citing Mano AFK's experience where splitting coding and testing into separate context…
Microsoft's Copilot Studio now supports Skills, modular Markdown-based prompts with YAML metadata that can include Python scripts for deterministic outcomes. A developer highlights how Skills reduce t…
GitHub's 'awesome list' ecosystem has become a valuable resource for marketers, offering crowd-sourced collections of tools and resources. A developer highlights 24 such lists covering SEO, AI marketi…
A developer detailed the Model Context Protocol (MCP) primitives—tools, resources, and prompts—after debugging a LangGraph-based flight-booking agent that failed to match user preferences due to insuf…