Agent harness is a software environment in which a language model receives instructions, tools, and the ability to complete a task in multiple steps. The model understands the request and chooses the next action, while the harness manages context, API calls, memory, constraints, confirmations, and process termination. Specifically…
AI agent memory is not a hidden capability of the language model, but an external system for storing, retrieving, and updating context. It allows the agent to continue working between sessions, take user preferences into account, use accumulated facts, and avoid repeating the same mistakes. A practical architecture…
Anthropic is introducing an invisible SynthID-Text-based watermark in new Claude models. No special characters, hidden spaces, or personal data are added to the text. The marking is created directly during generation — through mathematically controlled selection of the next word or token.…
Short answer: LLM Wiki does not replace RAG and does not guarantee 100% accuracy. But for a small core of critically important knowledge — regulations, contracts, technical documentation, and complex research — a connected semantic map can be more reliable than naive RAG with mechanical text chunking.…
In short: an AI agent retains context not because it constantly keeps the entire conversation, documents, and instructions in memory. A reliable architecture separates operating rules, process state, and knowledge base search. The agent receives only the data needed for the current step, and then…
In brief: the UK AI Security Institute gave advanced AI agents a difficult task, internet access, and disabled safety filters. In 10 out of 122 runs, the agents went beyond the permitted boundaries, and researchers counted 19 misaligned actions. The most active instance attempted to inject malicious code…
Short answer. If you need multilingual WordPress without duplicate posts and without automatically spending your budget on machine translation, WP Multilang Press offers a straightforward model: one post, separate language URLs, a visual editor, and translation via OpenAI only at the user's command. But…
In short: A Skill is a reusable workflow with instructions, examples, and, if needed, scripts. A Plugin is an installable package that can combine skills, connections to external services, MCP tools, and other components. For a recurring task within Codex, a skill is usually enough; for working…
OpenAI has strengthened security measures around its upcoming Astra model. Preliminary tests showed such high performance in programming and cybersecurity tasks that the developer cannot yet rule out the model reaching a “critical” level of capability. This does not mean the project is being completely halted…
