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 backend team has been building a Node.js REST API for a SaaS product. A developer on the team has just implemented a new rate-limiting middleware and is asking their AI assistant for what to work on next. The assistant has memory files already set up from previous sessions, including some backlog items from earlier conversations.
The developer's message is: "Just merged the rate-limiting middleware into the API. It uses a sliding window algorithm and I tested it with Jest. What should I look at next?"
Your job is to generate a full response to this developer including a next steps section. Read the existing memory files before generating suggestions.
Produce the following files:
response.md — your complete response to the developer including the next steps section as it would be shown to the userThe following files are provided as inputs. Extract them before beginning.
=============== FILE: .nextsteps/PREFERENCES.md ===============
[none yet]
=============== FILE: .nextsteps/BACKLOG.md ===============
=============== FILE: .nextsteps/HISTORY.md ===============
[2026-03-15] [SELECTED] #1 category: direct-follow-up, topic: nodejs [2026-03-15] [SELECTED] #2 category: actionable-task, topic: testing [2026-03-16] [IGNORED] none-selected, user-topic: debugging [2026-03-17] [SELECTED] #1 category: direct-follow-up, topic: api [2026-03-18] [SELECTED] #3 category: deep-dive, topic: security [2026-03-19] [SELECTED] #2 category: actionable-task, topic: deployment [2026-03-20] [CONFIG-CHANGE] property: display-count, old: 5, new: 4