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 frontend developer has been using an AI assistant with memory for several months on a large TypeScript/React project. Their assistant has accumulated a lot of history. They've just finished implementing a new charting component using D3.js and ask their assistant: "Just wrapped up the D3 chart component — got the bar chart, line chart, and tooltip working. What should I do next?"
Before generating suggestions, the assistant needs to perform routine memory maintenance — the history file has grown past its maximum size and needs to be processed according to the memory management rules.
Produce the following files:
.nextsteps/HISTORY.md — the history file after applying the required overflow management procedureresponse.md — your full 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/HISTORY.md ===============
[2026-01-05] [SELECTED] #1 category: direct-follow-up, topic: typescript [2026-01-06] [SELECTED] #2 category: actionable-task, topic: testing [2026-01-07] [SELECTED] #3 category: deep-dive, topic: deployment [2026-01-08] [IGNORED] none-selected, user-topic: api [2026-01-09] [SELECTED] #2 category: quick-win, topic: performance [2026-01-10] [SELECTED] #3 category: direct-follow-up, topic: typescript [2026-01-11] [SELECTED] #1 category: actionable-task, topic: testing [2026-01-12] [SELECTED] #2 category: deep-dive, topic: deployment [2026-01-13] [SELECTED] #3 category: memory-recall, topic: api [2026-01-14] [SELECTED] #1 category: quick-win, topic: performance [2026-01-15] [IGNORED] none-selected, user-topic: typescript [2026-01-16] [SELECTED] #3 category: actionable-task, topic: testing [2026-01-17] [SELECTED] #1 category: deep-dive, topic: deployment [2026-01-18] [SELECTED] #2 category: memory-recall, topic: api [2026-01-19] [SELECTED] #3 category: quick-win, topic: performance [2026-01-20] [SELECTED] #1 category: direct-follow-up, topic: typescript [2026-01-21] [SELECTED] #2 category: actionable-task, topic: testing [2026-01-22] [IGNORED] none-selected, user-topic: deployment [2026-01-23] [SELECTED] #1 category: memory-recall, topic: api [2026-01-24] [SELECTED] #2 category: quick-win, topic: performance [2026-01-25] [SELECTED] #3 category: direct-follow-up, topic: typescript [2026-01-26] [SELECTED] #1 category: actionable-task, topic: testing [2026-01-27] [SELECTED] #2 category: deep-dive, topic: deployment [2026-01-28] [SELECTED] #3 category: memory-recall, topic: api [2026-01-29] [IGNORED] none-selected, user-topic: performance [2026-02-01] [SELECTED] #2 category: direct-follow-up, topic: typescript [2026-02-02] [SELECTED] #3 category: actionable-task, topic: testing [2026-02-03] [SELECTED] #1 category: deep-dive, topic: deployment [2026-02-04] [SELECTED] #2 category: memory-recall, topic: api [2026-02-05] [SELECTED] #3 category: quick-win, topic: performance [2026-02-06] [SELECTED] #1 category: direct-follow-up, topic: typescript [2026-02-07] [IGNORED] none-selected, user-topic: testing [2026-02-08] [SELECTED] #3 category: deep-dive, topic: deployment [2026-02-09] [SELECTED] #1 category: memory-recall, topic: api [2026-02-10] [SELECTED] #2 category: quick-win, topic: performance [2026-02-11] [SELECTED] #3 category: direct-follow-up, topic: typescript [2026-02-12] [SELECTED] #1 category: actionable-task, topic: testing [2026-02-13] [SELECTED] #2 category: deep-dive, topic: deployment [2026-02-14] [IGNORED] none-selected, user-topic: api [2026-02-15] [SELECTED] #1 category: quick-win, topic: performance [2026-02-18] [SELECTED] #2 category: direct-follow-up, topic: typescript [2026-02-19] [SELECTED] #3 category: actionable-task, topic: testing [2026-02-20] [SELECTED] #1 category: deep-dive, topic: deployment [2026-02-21] [SELECTED] #2 category: memory-recall, topic: api [2026-02-22] [SELECTED] #3 category: quick-win, topic: performance [2026-03-01] [IGNORED] none-selected, user-topic: typescript [2026-03-05] [SELECTED] #2 category: actionable-task, topic: testing [2026-03-10] [SELECTED] #3 category: deep-dive, topic: deployment [2026-03-15] [SELECTED] #1 category: memory-recall, topic: api [2026-03-20] [SELECTED] #2 category: quick-win, topic: performance [2026-03-24] [SELECTED] #3 category: direct-follow-up, topic: typescript
=============== FILE: .nextsteps/BACKLOG.md ===============