​📊 Class 6: Logging and Analyzing Agent Activity with /agent/log

​Mastering the AI-Native Stack: Build Faster, Smarter with AI-Powered Tools

​As agents grow more autonomous, logging becomes critical. In this class, you’ll learn how to use ZeroDB’s /agent/log endpoint to record and analyze real-time agent actions — including reasoning steps, memory use, tool calls, and error traces.

​You'll leave with the tools to build dashboards, detect anomalies, and replay agent decisions, making your LLM stack more observable, debuggable, and trustworthy.

​🧰 What You’ll Learn

​✅ How to log structured agent actions with /agent/log
✅ How to track agent IDs, sessions, roles, and payloads
✅ How to correlate logs with memory, vector usage, and external tools
✅ How to build a “chain-of-thought” traceable system
✅ How to power fine-tuning feedback with logs + RLHF data

​🧑‍💻 Live Coding

• ​Define agent sessions and log payload format

• ​Write log entries on memory search, tool use, or message output

• ​Filter logs per agent/session/topic

• ​Build a local agent dashboard to view recent steps

• ​Link logs to memory and RLHF pipelines

​⚙️ Tools We’ll Use

• ​🧠 AINative Studio + /agent/log API

• ​🧠 LangChain, Autogen, or custom Python agent

• ​📄 JSON logging schemas

• ​📈 Streamlit or FastAPI log viewer (optional)

​👥 Who Should Attend

• ​AI agent developers

• ​Platform observability engineers

• ​DevOps & MLOps teams in AI-native products

• ​LangChain / Autogen / DSPy users needing traceability

​🗓 When?

​Every Wednesday — 60 Minutes
Includes sandbox log viewer, shared templates, and code walkthrough

​🎯 Why Join This Class?

​🔍 Gain full visibility into your agents' thought process
🧠 Improve debugging and QA for multi-step reasoning
🧾 Power RLHF and future dataset generation from logs
🛠 Use structured logging to enable smarter agent supervision

​✅ Class Take Aways

• ​Sample agent_log() function in Python

• ​Reusable log schema (agent_id, session_id, level, payload)

• ​Discord support in #agent-logging channel

• ​Bonus: RLHF-ready log + reward wrapper

• ​Optional: Kibana/Grafana log dashboard starter

​📌 Sign Up Now

​Spaces are limited — claim your ZeroDB vector storage workshop seat! 👉 Reserve Your Spot