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Grok Bot engineer turns missing context into reusable skills

A SpaceX AI engineer who shipped Grok Bot found the agent blamed code it never opened, so she captured the missing context in Markdown skills, reaching 1,000 PRs a month five months later.

Ryan Carter
@Grow_withAIArchived 14 days agoOriginally posted 2026.10.26
Ryan Carter @Grow_withAIOriginally posted 2026.10.26
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A SpaceX AI engineer who helped ship Grok Bot discovered something important from her very first bug. “Oh, it has to be this.” The agent sounded completely certain. But its tool calls revealed the truth: it had never even opened the code it was blaming. Most people would call the model unreliable and return to checking every line manually. She took a different approach. Instead of blaming the model, she turned the missing context into a reusable skill: a simple Markdown file explaining how the agent should handle the task. Five months later: → 1,000 PRs in a single month → Agents reviewing and auto-merging their own work The process was simple: Prompt → Tool calls → Missing context → Skill → Trust The problem wasn't necessarily the model. It was the missing context that kept it from doing the job right. Bookmark this before blaming your next AI agent for getting your code wrong.

x.com/grow_withai/status/2114523646064800137Archived 2026.10.26 10:41