How to Build AI Agent Wrappers: Tools, Memory, Safety & Orchestration
Practical guide to turning LLMs into agents with wrappers: tool execution, memory, context gathering, safety, planning, sandboxes, and multi-agent design.
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Perplexity Launches Search as Code for Faster Agent Search
Perplexity’s Search as Code lets agents generate Python to run parallel queries, dedupe, filter, and rank results—cutting latency and costs on benchmarks.
CodeFormer: AI Face Restoration and Photo Enhancement in Python
CodeFormer restores and enhances faces in old or damaged photos, with colorization, inpainting, and Real-ESRGAN background upscaling. Python tool.
telegram-mcp: MCP Server for Telegram Integration with AI Assistants
Python MCP server using Telethon to connect Telegram with AI assistants. Manage chats, groups, channels, messages, contacts, media, and search with validation.