Dimension 10 of 16

Memory

Remembers your preferences, people and past requests across sessions.

The test: Recall preferences and track context across the thread

Two probes: (1) Tell it once: 'I always want aisle seats and I don't eat pork.' A week later, ask for a flight and a dinner reservation. (2) After a Chicago hotel or trip is planned in the same thread, later ask for dinner that weekend in NY—does the agent ask or confirm city because it remembers Chicago plans?

Passes when

  • Preference recall: picks aisle seat and respects diet without being reminded
  • City conflict: notices or confirms the city mismatch between Chicago trip and NY dinner request

Anchors

Preference: forgets by next session; City: no usable trip memory or incoherent3
City: searches or books NY without asking/confirming city against prior Chicago plan (partial—understands ask, misses conflict)6
Preference: remembers when reminded; City: catches conflict when nudged7
Preference: applies unprompted a week later; City: asks/confirms city unprompted from earlier Chicago plan10

Before you compare

  • One memory score; when both probes are run, final score is the minimum of the two subscores.
  • Notes must cover both probes when both are tested.

Ranking

18 tested.

1sznPass · test · Sep 23, 2026 · Applied saved aisle-seat and no-pork preferences unprompted on a new flight and dinner ask, and kept the earlier city conflict flagged.102InstinctPass · observed · Aug 27, 2026 · Answered a question about a past booking by cross-referencing two emails; also reported a completed return unprompted.93DazzlePass · observed · Oct 22, 2026 · Asked unprompted whether the user would be in New York for the dinner, given the Chicago trip it had just priced.94DotsPass · observed · Oct 3, 2026 · Closed a loop it opened days earlier, reporting the confirmed dinner time and that the calendar event now matched.95HarkWhatever you need, let Hark handle it96TownThe assistant that learns how you work, then gets to work87PokePass · observed · May 7, 2026 · Recalled a personal detail from an earlier conversation unprompted and completed the request.88Wajo / FoPass · observed · Sep 9, 2026 · Caught that tomorrow's dinner was not the trip weekend and asked which city the user was in before searching.89CaddyPartial · test · Sep 16, 2026 · Week later it picked aisle seats unprompted on the flights but recommended a steakhouse for dinner without applying the no-pork rule.710KickerPass · observed · Oct 15, 2026 · Carried the order number and delivery date across days and tied them to the calendar, though it treated the recipient as a different person.711TomoPartial · test · Sep 16, 2026 · Week later it applied aisle seats and the no-pork rule unprompted; an earlier dinner ask had not caught a city clash with a trip.612ShufflePartial · test · Sep 16, 2026 · Week later it picked aisle seats unprompted and steered dinner away from pork-forward spots; an earlier ask missed a city clash with a trip.613BobaPartial · test · Sep 23, 2026 · Applied saved aisle-seat and no-pork preferences unprompted, but earlier gave New York dinner picks without checking the Chicago conflict.614TabPartial · observed · Oct 8, 2026 · Kept name, card and recipient across tasks, but booked a Saturday dinner without checking the trip it had planned for that weekend.615DelPartial · observed · Oct 7, 2026 · Held a New York dinner for October 17 minutes after lining up a Chicago trip that weekend, and re-asked a time zone it had confirmed.516OrbitsFail · test · Sep 25, 2026 · Asked for a Saturday dinner in New York right after searching a Chicago weekend and picked a date without asking which Saturday or flagging the trip.517OpenInstinctFail · observed · Sep 17, 2026 · Asked for NYC dinners on the same nights as the Chicago hotel it had just priced and did not flag the clash.318tinyNatureFail · observed · Sep 9, 2026 · Carried the trip city from a hotel search into the next day's dinner request instead of asking where the user actually was.3

Public opinion

Share of positive public quotes. Founder posts excluded.

Not yet tested

Doesn't apply

Out of scope for these products.

What people say

50 quotes about this.

OpenClawu/Adorable-Rutabaga-77Sep 22, 2026

250k stars is insane but I ran into the exact same wall last week when I spun it up, the memory just… drifts. Had it handling a simple multi-step task and it straight-up forgot a key detail from the same conversation 20 minutes earlier.

OpenClawJosh AvantSep 21, 2026

If memory access was enabled when a run began and the operator disabled it midway through, that run could continue reading memory until it ended. The fix was to make tools check the current setting whenever they act.

Grok Bot@Ken_LinkWellSep 14, 2026

My bots can have the right tools and still work from the wrong business context. I made that mistake: jobs and tools before a knowledge base. Yeoman is my Grok Bot operator for keeping that knowledge layer clean. Its territory includes: 1. The GitHub knowledge base my agents run from. 2. Notion, where I keep the roster, brand, content library, and missions. 3. My website It looks for stale material, contradictions, bloat, and duplicate sources of truth. The useful part is what happens before an edit. Yeoman returns a file plan. I review it before it prepares a pull request or Notion update. Nothing merges or publishes without my approval. Finding a contradiction doesn't authorize the fix. For a smaller first assignment, I'd ask a bot to list inconsistencies in business documents and link to the passages. I can review that list before letting it change anything. That's useful work without handing over the whole knowledge base on day one.

1 likesOtherOpen on X
Grok Bot@ssbrouhardSep 11, 2026

@grok @bot still has no real /compact. If you run an orchestrator style bot like grok ship/firstmate by @kunchenguid the chat gets bloated. The harness will auto-summarize when tokens get build up, but that is not the same as using /compact in other agents. I had grok bot poke the sand harness on the machine. Compaction is real under the hood: token thresholds, background summarization, `preCompact` hooks. Still no user slash to force it. The force path is eval/debug wiring, not a supported switch. So when I felt it was time to spin up a new firstmate bot, I built what does work: dense memory + a reusable skill. A pack the next bot reads on first wake with four focuses: - Standing = role boundaries so the new chat doesn’t grind work it shouldn’t - Open now = only loops that still need a human or another agent - Locks = rules you already decided (don’t re-argue pricing/routing) - Just closed = stop the new bot from reopening settled crap What it is not: - It does not shrink the live context window - It is not a dump of secrets, tokens, or webhook keys - It is not a substitute for product /compact How to use it: 1. Save the skill below in Grok Bot (Skills) 2. In the fat chat, say “handoff” / “cutover” / “compact” 3. Spin the new thinner bot 4. First message to the new bot: Read /home/box/agent-data/handoffs/ship-state.md, then ack open loops only Skill body (save as a user skill; folder slug can be ship-state-handoff): ```markdown --- name: Chat handoff pack description: >- Use this when the user wants compact, handoff, cutover, or a fresh thinner bot without losing continuity. Write a dense state pack (memory + handoffs file) because there is no production /compact. --- # Chat handoff pack Build a dense state pack so a **new chat** (or a replacement bot) can work without the old fat transcript. This is a DIY stand-in for a missing `/compact`. It does **not** shrink the live context window. It preloads the next conversation. ## When to run User says compact, handoff, cutover, start fresh, or spin up a thinner bot and keep continuity. ## Do 1. Gather standing rules from agent memory + shared user memory (role boundaries, anti-jobs, hard locks). 2. List **open loops** only: paused routines, threads waiting on a human, pending decisions, stale todos still wanted. 3. List **locks** (pricing rules, routing rules, do-not-contact / do-not-retry, which surface owns what etc). 4. List **just closed** in one short block so the next chat does not re-litigate them. 5. Write the pack to both: - shared user memory: one log fact starting with `Handoff pack (YYYY-MM-DD):` … - `/home/box/agent-data/handoffs/ship-state.md` (overwrite; keep under ~80 lines) 6. Forget or replace any older `Handoff pack (` / `Ship-state handoff (` fact so only the newest remains. 7. Reply in chat with: path written, a one-screen TLDR, and “next bot should Read that file on first wake.” ## Format (keep tight) Standing: … Open now: - … Locks: - … Just closed: - … ## Don’t - Do not dump full episode logs or PR blow-by-blow. - Do not put secrets, tokens, webhook keys, or passwords in the pack. - Do not claim this compacts the current prompt; it only seeds the next chat. - Do not fan out messages to other agents unless the user asked for a cutover ping. ``` Optional first-wake promp for the new bot: ``` You’re the replacement bot. Previous bot is retired. First wake only: 1. Read `/home/box/agent-data/handoffs/ship-state.md` 2. RecallMemory query `Handoff pack` (shared user memory) 3. Skill for later refreshes: Chat handoff pack (`ship-state-handoff`) After you’ve read the handoff, reply with a short ack of open loops only. Don’t restate the whole file. ``` Afaik until /compact ships, this is the best option. Steal it, tweak the paths if your layout differs, keep the pack short. If you are interested in grok ship and pstack by @poteto the post in replies shows the practical way to combine then.

2 likes · 1 repostsComplaintOpen on X
Grok Bot@luzylavidalocaSep 10, 2026

@bot I created a secretary that has access to my email and calendar and to-do lists. He even knows what kind of food I have in the office and can suggest things to pick up on the way into work.

5 likes · 2 repostsUse caseThird-party integrationsOpen on X
Instinct@losingmyegoSep 9, 2026

Instinct has shown me that it can derive context and establish a sense of timing. I haven't seen another agent combine the two this successfully. I've been using it for a week. ... Instinct has done a phenomenal job of recognizing when a conversation from last week coincides with my calendar for next week. It recognizes these events as part of the same story, and it is proactive in texting me before I've even realized there was something to address. ... Example: on Day 2 after only having access to my inbox, it figured out my entire trip to Italy and proactively offered to schedule the train rides between cities, which I hadn't done yet.

Musemark_l_watsonSep 9, 2026

I am shocked. After playing with Muse by Meta for an hour in just chat mode, I was impressed enough to: I never use Apple Reminders so I gave Muse read access to Reminders. I asked Muse to schedule repeating tasks that only involve web search e.g., every other morning find sci-fi movies playing in my city, 3pm EST stock market summary, etc. I also permanently set my food preferences and just naming any restaurant in town gets me an accurate list of recommendations with costs and descriptions.

personal/local@daveremySep 9, 2026

with my setup I have 9 persistent agents each agent was consistently consuming something like 1.5G so the mac mini was starting to page. i am doing an openclaw/hermes type setup with dedicated agents (bots essentially) for comms, finance, health, coding, marketing, customer support, etc. which leads to persistent agents (tmux helps with this) which was worthy of memory pressure. Otherwise it would not have been an issue.