Trail is a pi extension for navigating/preserving the useful artifacts of an agent session. Browse lanes such as commands, errors, files, code blocks, prompts, and model responses; copy or inject any artifact into the prompt; and create structured checkpoints that allow work to continue in a fresh session without dragging along the full context.
Scenario and composition layer for AoA: explicit playbooks for recurring operations, multi-step skill composition, handoffs, fallback paths, and validation posture.
AI-powered developer assistant using OpenAI Agents SDK + MCP servers. Routes questions to specialist agents that read your local code, search GitHub, and browse the web.
Handoffs, Context & Intent Engineering. Compliant to Autonomous Cognitive Entities Framework.
#RAG #Guardrails #VectorDB #Handoffs #MongoDB-with-AiAgent #OpenAi-SDK : Developed a query response system that utilizes Retrieval-Augmented Generation (RAG), database search, and generates personalized sales emails based on user queries
Role OS — a repo-native operating layer where specialized roles execute work through contracts, handoffs, review, and escalation
Add a description, image, and links to the handoffs topic page so that developers can more easily learn about it.
To associate your repository with the handoffs topic, visit your repo's landing page and select "manage topics."