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…
A developer detailed the architecture of ratatop, a micro AI code reviewer built in Rust, emphasizing deterministic low-latency execution and zero-copy memory management for large diffs. The project l…
An engineer warns that prompt injection in AI ops agents with cloud credentials is effectively remote code execution on infrastructure. The agent's entire context—including resource tags and other dat…
OpenAI's 80% price cut on GPT-5.6 Luna and other model price reductions are not lowering overall AI costs for enterprises, according to an engineer's analysis. The engineer argues that token spend is …
An engineer at ZopNight ran a week-long experiment giving an AI agent read-only access to AWS and GCP accounts with a single prompt: 'Cut our cloud bill by 20% without breaking anything.' The agent id…