Session notes from Feb 25, 2026. Topics covered:
1. OpenClaw Architecture - How the agent system is structured: feedback loops that persist across sessions, failure-to-guardrail pipeline, tiered memory with trust scoring, nightly extraction and synthesis, friction detection for contradicting instructions.
2. LinkedIn Automation - Outreach strategy using targeted connection requests (20/day), personalized DM sequences, content-driven engagement. Profile optimization, niche targeting (physicians, founders, operators).
3. Social Media Automation - Posting workflows for LinkedIn, Facebook, Instagram, and TikTok. Content repurposing pipeline: one idea turns into posts across all platforms. Cron-based scheduling, engagement tracking, performance feedback loops.
4. Tools & Stack - OpenClaw, Claude Sonnet, MiniMax, Qwen, Facebook Graph API, Instagram API, Upload-Post service. Git sync between two agents (CASE and TARS) for coordinated workflows.
Slide deck available - reply if you want the link.