Synchronized systems convert node reliability from an additive property to a multiplicative one. Multiplication of probabilities below 1.0 converges toward zero as you scale.
Your 99.9% reliable node becomes a 63% failure rate across 1000 GPUs. Every hour
Nobody talks about the brittlest part of the MCP ecosystem:
Your tool works perfectly. Your server is solid. But getting Claude to actually *use* it consistently across sessions? It falls apart.
The current pattern is basically: drop a skill file, cross your fingers. 🧵
#claudecode #coding #mcp #agents
@James_paul_dev i usually am just reviewing primarily for drifting from the technical plan. If there is an error or we go off course I have the agent fix it. Small tweaks i might do by hand
@vchennai2 I’ve working on https://t.co/3hYBaMS8yh to help solve this. Started as an mcp tool for local diff review via npm. Now I’m leaning into gh pr review with repo context
@bcherny@bcherny i will be excited to try this! Could you share your strategy for validating changes before deploying to production when moving so fast?
New pivot for diffprism - code review has moved to Github, provides repo context, and is manually triggered with a PR comment. #diffprism#opus4.6 #codex#codereview
Solving the multiple session memory issue seems to be a common problem people are solving for when using Claude and cursor. If you are working on this problem let’s connect! #claude#codex#cursor