A developer outlines a method for designing AI-assisted support systems that maintain continuity across shifts, emphasizing explicit operating rules and a reviewable contract. The approach separates i…
A developer outlines a structured approach to organizing store details for AI-powered support systems, emphasizing the creation of reviewable contracts that separate facts, policies, and exceptions. T…
A federal appeals court vacated a preliminary injunction in Amazon's lawsuit against Perplexity over its Comet browser, marking the first appellate ruling on whether AI agents acting for users may acc…
A developer outlines a threat-modeling approach for LLM tool-calling, arguing that the context window is an untrusted input and every tool is a sink. The post recommends evaluating each tool by what i…
A developer's AI agent that rewrites its own prompts produced real improvements in classification tasks, but statistical significance testing rejected the edits, blocking a promotion. Expanding the te…
A developer introduced resk-llm-ts, a zero-dependency TypeScript library that provides a SecurityPipeline with 11 detectors to protect LLM applications from prompt injection attacks. The library can b…
A developer's AI agent fleet encountered an unsolvable rule conflict while publishing a data-animation video: a 10.245-second beat exceeded both the duration cap for all nondeterministic source labels…
A developer built pairmark, a tool that races Claude Code and Codex on the same coding task in isolated git worktrees, then has both agents blind-judge each other's patches. In a self-test, Claude Cod…
A developer reflects on lessons from the Gemini AI Hackathon @ Google Japan in Tokyo, where over 300 participants gathered to build AI projects with Google Cloud and Gemini. The developer notes that m…
A developer building an AI-native PCB editor tested Claude's ability to design a circuit board and found that while the model could suggest a sensible regulator topology and netlist, it failed at comp…
A developer demonstrated that third-party Claude Code skills can execute arbitrary shell commands without user confirmation before the model reads their instructions. In tests with Claude Code 2.1.223…
A developer demonstrated that GitHub Copilot CLI can diagnose AI-agent failures from structured execution traces, using the AgentInspect MCP server to analyze a controlled TypeScript fixture. The expe…
A developer describes a memory architecture for multi-agent systems that avoids token accumulation by passing context by reference rather than by value. The design uses a shared memory layer with thre…
A developer has open-sourced Krypton MCP, a zero-trust security proxy written in Go that intercepts traffic between LLM clients and MCP servers to inspect, sanitize, and log tool calls in real time. T…
A developer has released btp-guard, an open-source Python package that performs in-memory AST-based safety checks on code blocks generated by local LLM agents before execution. The tool parses Python,…
A developer has detailed an open-source, cloud-agnostic continuous threat exposure management (CTEM) program that mirrors an attacker's reconnaissance to identify and remediate exposures before they b…
Developers building autonomous agents with CrewAI, LangGraph, or Microsoft AutoGen face security risks when granting LLMs access to bash or database tools. A new approach gates commands in under 50 mi…
QbitAI reports that a mysterious embodied-AI team has released demos of its internal MVP model, showcasing robots that can stabilize falling objects, sort rooms zero-shot, and coordinate across differ…
A GitHub repository published what it claims is a runtime system prompt for Claude Fable 5.1, containing over 275,000 characters of instructions. The evidence does not support claims of a hack, but th…
The Alibaba.com GEO Research Team published a practical checklist for generative engine optimization (GEO), outlining how to make websites crawlable and citable by AI assistants like ChatGPT and Gemin…