# X.com Workflow Hardening Reply Plan

Status: current  
Updated: 2026-03-18

This is an operator planning report, not proof that posts were sent or that impressions converted.

## Discovered Intent Clusters
- `MCP context drift`
- `Claude amnesia`
- `AI agent repetition`
- `Agentic feedback loop`

## Reply Drafts
Use these as starting points in high-intent threads where the pain is already visible:

### Target: MCP context drift
> I ran into this too. The problem usually is not the model, it is one workflow repeating the same mistake. I have been treating it as workflow hardening with recall, gates, and proof instead of more orchestration: https://thumbgate-production.up.railway.app/#workflow-sprint-intake

### Target: Claude amnesia
> I ran into this too. The problem usually is not the model, it is one workflow repeating the same mistake. I have been treating it as workflow hardening with recall, gates, and proof instead of more orchestration: https://thumbgate-production.up.railway.app/#workflow-sprint-intake

### Target: AI agent repetition
> I ran into this too. The problem usually is not the model, it is one workflow repeating the same mistake. I have been treating it as workflow hardening with recall, gates, and proof instead of more orchestration: https://thumbgate-production.up.railway.app/#workflow-sprint-intake

### Target: Agentic feedback loop
> I ran into this too. The problem usually is not the model, it is one workflow repeating the same mistake. I have been treating it as workflow hardening with recall, gates, and proof instead of more orchestration: https://thumbgate-production.up.railway.app/#workflow-sprint-intake

