Shared AI development velocity guidance with Max

February 2, 2026 at 4:26 PMoperationallow

Situation

Forwarded the MultiversX 20x Development Velocity article to Max with specific direction to apply its agent testing approach to NARF.

Reasoning

Curating external knowledge that aligns with CIQ direction. The article approach to agent testing is directly applicable to NARF work. Provides Max with a mental model for how to approach the streamlining. Sharing what excites you signals priorities to the team.

Additional Context

Bjorn originally shared the article. Peter found the agent testing section particularly relevant to NARF validation work. This guidance pairs with the decision to protect Max time for NARF focus.

Observed Evidence

Direct quotes from Slack DMs - To Max: Bjorn sent me this. I like a lot here. As you think about Narf and validation especially. To Bjorn: This is a really good post. Especially the part on agent testing and their approach to it. Forwarded to max.

Matching Patterns

40%
Lead by Example with New Tools(sharing knowledge, demonstrating value through example)

Confidence Breakdown

28/35
Evidence
12/30
Pattern
14/20
Source
18/15
Corroboration

Source

reflection

AI Confidence

72%

Related Context

💬
DM with Max Spevack

slack

Bjorn sent me this. I like a lot here. As you think about Narf and validation especially.

💬
DM with Bjorn Hovland

slack

This is a really good post. Especially the part on agent testing and their approach to it. Forwarded to max.

Outcome

No outcome recorded yet.

Decision ID: 5ddd8eb8-91bb-4b89-a755-61e48a78dd97