The "new" version of MLHBDAPP typically includes several updates designed to improve the user experience:
…I can help you that new feature step by step. mlhbdapp new
# Create a virtual env (optional but recommended) python -m venv .mlhbd_venv && source .mlhbd_venv/bin/activate The "new" version of MLHBDAPP typically includes several
Some of the trends that are likely to shape the future of mobile learning include: | Add MLHB_SLACK_WEBHOOK or MLHB_TEAMS_WEBHOOK
| Feature | What It Does | How to Enable | |---------|--------------|---------------| | | When a metric exceeds a threshold, the server calls an LLM (OpenAI, Anthropic, or local Ollama) to produce a natural‑language root‑cause hypothesis (e.g., “Latency spike caused by GC pressure on GPU 0”). | Set MLHB_EXPLAINER=openai and provide OPENAI_API_KEY in env. | | Live‑Query Notebooks | Embedded Jupyter‑Lite environment in the UI; you can query the telemetry DB with SQL or Python Pandas and instantly plot results. | Click Notebook → “Create New”. | | Teams & Slack Bot Integration | Rich interactive messages (charts + “Acknowledge” button) sent to your chat channel. | Add MLHB_SLACK_WEBHOOK or MLHB_TEAMS_WEBHOOK . | | Plugin SDK v2 | Write plugins in Python (for backend) or TypeScript (for UI widgets). Supports hot‑reload without server restart. | mlhbdapp plugin create my_plugin . | | Improved Security | Role‑based OAuth2 (Google, Azure AD, Okta) + optional SSO via SAML. | Set