Blog
Guides, tutorials, and product updates from the Curate-Me team, plus the founder narrative behind the platform: how Family Manager became the consumer proof of the platform, how forwarded documents turn into governed automation, how our templates learn from role-aware feedback without silent mutation, and what the knowledge-base observatory and News Digest learning loop look like once you can inspect them live.
Here’s what I built. You can inspect it live. The narrative posts below link straight into the public Lab, real runs, real metrics, real redaction boundaries, no dashboard login required. Inspect the system → · Run the demo → · Read the trust boundary →
Founder narrative (the Lab series)
These posts walk through the integrated platform, Family Manager automation, learning loops, and KB observability, and each one ends in a live demo.
Status: narrative posts are deploy-gated and publish alongside the Lab surface. The slugs below are reserved and ordered; the bodies land with the Lab launch (see
docs/launch/LAB_LAUNCH_RUNBOOK.md).
- TODO (stub): How Family Manager became the proof app for the platform, gateway, runners, HITL, KB, and observability after the automation buildout. → /lab/family-manager
- TODO (stub): Templates that learn (without silently mutating production), role feedback, autolearn candidates, eval gates, reviewer promotion, and rollback. → /lab/family-manager
- TODO (stub): Forwarded documents, not portals, why a parent forwarding a flyer beats portal scraping for privacy and ROI. → /lab/family-manager
- TODO (stub): The knowledge-base observatory, inspectable KBs, chunks, retrieval quality, freshness, and template links. → /lab/knowledge-base
- TODO (stub): AutoResearch on our own product, the experiment gallery: what it kept, what it discarded, and why. → /lab/experiments
- TODO (stub): A News Digest that remembers what reviewers disliked, source health, ranking, reader feedback, and candidate promotion. → /lab/news-digest
Read the trust boundary for everything above →
Latest posts
- What is an Agent Harness? The Infrastructure AI Agents Need — April 14, 2026
- Agent Harness vs Agent Gateway: What’s the Difference? — April 14, 2026
- The MCP Governance Gap: 97 Million Downloads, Zero Security — April 14, 2026
- We Scanned 13,729 ClawHub Skills, Here’s What We Found — March 17, 2026
- EU AI Act: What AI Agent Developers Need to Know Before August 2026 — March 17, 2026
- How to Set a $10/Day Budget Cap for Your AI Agents — March 17, 2026
- March 2026: Competitive Response & Platform Maturity — March 14, 2026
- Introducing Curate-Me: The Governance Layer for AI Agents — February 27, 2026
- Curate-Me vs Portkey vs Helicone: AI Gateway Comparison — February 27, 2026
- The OpenClaw Security Problem: CVEs, Malicious Skills, and What to Do — February 27, 2026
- What is AI Agent Governance and Why You Need It — February 27, 2026
- Add Governance to Your OpenClaw Agents in 5 Minutes — February 27, 2026
- February 2026: Platform Launch — February 27, 2026