Intelligent next-steps engine with personality-driven suggestions. Generates dynamic, context-aware follow-up actions with expert mentorship tone, pattern recognition, and trust-building mechanics. Features 4 personality profiles (Friendly Expert, Chill Buddy, Straight Shooter, Thoughtful Mentor), confidence markers, and session continuity. Leverages persistent memory, self-improving preference learning, and concise signal-dense suggestions to psychically anticipate what users need next. Use when: (1) user completes a question or task, (2) user needs guidance on what to do next, (3) agent wants to proactively suggest trusted follow-up actions.
96
94%
Does it follow best practices?
Impact
99%
1.32xAverage score across 5 eval scenarios
Passed
No known issues
A security engineer is working on hardening a Go microservice that handles user authentication and file uploads. They've just completed an audit of the current code and found several issues: the password hashing uses an outdated algorithm, file upload permissions are set too broadly, and the service is using an old TLS configuration. They're asking their AI assistant for next steps to address these findings.
The developer's message is: "Finished the security audit for our Go auth service. Found three main issues: passwords are hashed with MD5, uploaded files are stored with chmod 777, and we're still on TLS 1.0 for the internal API. I also need to set up some credentials for the vault integration. What are the next steps?"
Generate a full response to this developer including a next steps section.
Produce the following files:
response.md — your complete response to the developer including the next steps sectionThe following files are provided as inputs. Extract them before beginning.
=============== FILE: .nextsteps/PREFERENCES.md ===============
[none yet]
=============== FILE: .nextsteps/BACKLOG.md ===============
=============== FILE: .nextsteps/HISTORY.md ===============
[2026-03-22] [SELECTED] #1 category: direct-follow-up, topic: security [2026-03-23] [SELECTED] #2 category: actionable-task, topic: go [2026-03-24] [SELECTED] #1 category: direct-follow-up, topic: authentication