Governed Memory for AI Agents

Your agent can see the notes and the code disagree, and follow the notes anyway. A builder on X, on AGENTS.md: "still follow the outdated instructions." Which old note does yours still obey? Magnemo, open source memory for your AI: every memory shows who wrote it and who approved it. magnemo.ai

Compaction made your agent's session cheaper. It still did yesterday's work again. A builder on X: "Compaction lowers the cost, but it doesn't fix it." What did yours do twice this week? Sessions die. The memory doesn't. Magnemo, open source memory for your AI. One paste. magnemo.ai

Your agent worked something out last week. After compaction it has to go looking for it again. A builder on X: "something it lost in compaction" What has yours had to look up twice? Your agent finally remembers. Magnemo, open source memory for your AI. magnemo.ai

Every session, your agent asks for the same background. A builder on X: "Your AI agents keep asking for context because it still lives in your head." What does yours ask you for most? Sessions die. The memory doesn't. Magnemo, open source memory for your AI. One paste. magnemo.ai

Deploys went automatic. Your agent's rules still say to unblock them by hand. Someone here: "One rule still said unblock deploys by hand" Which rule in yours is older than how you work now? Magnemo, open source memory for your AI: every memory shows who wrote it and who approved it. magnemo.ai

Your agent saved the whole conversation. It still can't tell you what mattered in it. Someone here: "Storing a conversation is easy. Remembering it well is not." What would you want yours to keep from today? Magnemo, open source memory for your AI. Install in one paste. magnemo.ai

When your agent compacts, it keeps a summary and drops the conversation. A builder on X: "discarding the original, carrying the summary forward" What did your last summary leave out? Magnemo, open source memory for your AI, wakes up knowing what you decided last time. magnemo.ai

Make one typo and your agent may bring it up after every compaction. Someone here: "ur agent will shame u for it unknowingly for the next n compaction cycles" What does yours still hold against you? Your agent finally remembers. Magnemo, open source memory for your AI. magnemo.ai

Each new agent gets the same intro: who you are, what you're building, how you like it. A builder on X: "re-explain who I am to every new agent" How long is your intro now? Magnemo, open source memory for your AI, keeps what you decided. One paste. magnemo.ai

Last week you and your agent settled the plan. Today it acts as if you never did. A builder on X: "hope the next answer doesn't quietly change the plan" Which decision would yours get wrong today? Magnemo, open source memory for your AI, wakes up knowing what you decided last time. magnemo.ai

Your agent's context fills mid-task. Something has to go, picked in a hurry. Someone here: "The worst moment to choose what an agent keeps is mid-task" Who picks what yours keeps? Sessions die. The memory doesn't. Magnemo, open source memory for your AI. One paste. magnemo.ai

You fixed it last week. Today your agent hunts the same bug from scratch. A builder on X: "rediscover the same connection-pool bug you fixed last week." What has yours found twice? Magnemo, open source memory for your AI, kept on your computer in plain files. magnemo.ai

Your agent compacted and carried on with a summary of the work, not the work. A builder on X: "summarized by an agent that only saw a slice of the full picture" What did yours drop last time? Magnemo, open source memory for your AI, keeps what you decided. One paste. magnemo.ai

Your notes say one thing, your code another. Your agent picks the notes. Someone here: "the instruction file as an instruction and the code as tool output" When did yours last follow a note the code outgrew? Your agent finally remembers. Magnemo, open source memory for your AI. magnemo.ai

You okayed one risky step. After compaction, your agent recalls more. A builder on X: "a more permissive version of the story than the user ever actually approved" What does yours think you okayed? Magnemo, open source memory for your AI. Install in one paste. magnemo.ai

Your notes said "prefer." Your agent read "always." A builder on X: "a polite note in a file reads like orders." Which line in your notes is yours following harder than you meant? Magnemo, open source memory for your AI, kept on your computer in plain files. magnemo.ai

Your agent fixed the bug, checked its own fix, and said it passed. From the Kiro team on X: "it learns to pass the test instead of getting better" Who checks yours besides itself? Magnemo, open source memory for your AI: every memory shows who wrote it and who approved it. magnemo.ai

You settled it with your agent yesterday. That chat is closed. A builder on X: "if the only record is buried in yesterday's chat, you end up doing the handover again" Where does yours look for it today? Magnemo, open source memory for your AI. Install in one paste. magnemo.ai

After it compacted, your agent ran the same query again. Every call came back fine. Someone here: "Agents won't tell you what's broken." What did yours redo this week because it lost the answer? Your agent finally remembers. Magnemo, open source memory for your AI. magnemo.ai

Your agent is sharp every morning. It just doesn't know you. A builder on X: "All agents start every new session as brilliant strangers." What did you have to teach yours again this morning? Sessions die. The memory doesn't. Magnemo, open source memory for your AI. One paste. magnemo.ai

Your agent finds every note. It doesn't know why any of them matter. Someone here: "a memory store can be indexed perfectly and still hold nothing in mind." Does yours know why an old note is there? Magnemo, open source memory for your AI, kept on your computer in plain files. magnemo.ai

Your agent was halfway through. The session died. A builder on X: "Kill a coding agent mid task and it forgets everything it was doing." What would yours need written down to pick up again? Sessions die. The memory doesn't. Magnemo, open source memory for your AI. One paste. magnemo.ai

Your agent kept every note. It picked the wrong one. A builder on X: "Your AI agent can remember everything and still get it wrong." When yours is wrong, can you find the note it used? Magnemo, open source memory for your AI. Install in one paste. magnemo.ai

Your agent saved something today. Do you know what? A builder on X: "see exactly what it saves, what it will remember and what it skips" What did yours keep this week without telling you? Your agent finally remembers. Magnemo, open source memory for your AI. magnemo.ai

You gave each of your AI tools its own rules file. Same rules, copied by hand. A builder on X: "quietly drifting apart by friday" Which copy does your agent read, and is it still the right one? Magnemo, open source memory for your AI, kept on your computer in plain files. magnemo.ai

An old rule in your agent's file still runs. Someone here: "A stale rule that runs is worse than a missing one because you're fixing the wrong thing." When did yours last follow a rule you'd outgrown? Magnemo, open source memory for your AI, keeps what you decided. One paste. magnemo.ai

Where does your agent keep what it learned? One answer here: "A private git repo is its memory." Every change dated. Every change undoable. When a note in yours changes, can you see who changed it? Magnemo, open source memory for your AI, keeps what you decided. One paste. magnemo.ai

You put it all in one file so your agent would stop asking. Now the file needs you. A builder on X: it's "hard to keep it up to date and still burns tokens" When did you last cut a line from yours? Your agent finally remembers. Magnemo, open source memory for your AI. magnemo.ai

Your agent doesn't know something. It fills the gap anyway. Someone here: "a filled-in gap reads like memory. a marked one reads like what it is." When yours doesn't know, does it say so? Magnemo, open source memory for your AI, wakes up knowing what you decided last time. magnemo.ai

You told your agent to merge once the checks pass. They passed. It never merged. A builder on X: "claude just forgets to merge PRs" What did you tell yours this week that it no longer does? Magnemo, open source memory for your AI: every memory shows who wrote it and who approved it. magnemo.ai

Your agent compacted. Its summary: "auth tests were failing." A builder on X: "The assertion, the expected value, and the acceptance criterion are gone" What did your last summary drop? Magnemo, open source memory for your AI, kept on your computer in plain files. magnemo.ai

Your agent calls a function your project never had. A builder on X: coding agents "invent imports, packages, and method signatures that don't exist in your repo" Did it say it was guessing? Magnemo, open source memory for your AI, keeps what you decided. One paste. magnemo.ai

You told your agent its job. A few sessions later it was doing another one. A builder on X: "it just keeps rewriting its own job description" What did yours decide this week that you never agreed to? Your agent finally remembers. Magnemo, open source memory for your AI. magnemo.ai

Your agent leaves notes for its next session. Nobody opens them. A builder on X: "now its claude writing notes for future claude and nobody reads them" Does yours read them before it starts? Magnemo, open source memory for your AI, kept on your computer in plain files. magnemo.ai

Your rules file says "ALWAYS run lint." Some days your agent does. Someone here: that line "only asks, yet a hook runs it every time its event fires." Which of your rules can it skip? Magnemo, open source memory for your AI. Install in one paste. magnemo.ai

Your agent recalls a file from an hour ago and drops a rule from five minutes ago. A builder on X: "is that a memory problem or a listening problem?" Where did that rule live: the chat or a file? Magnemo, open source memory for your AI, wakes up knowing what you decided last time. magnemo.ai

One agent writes a fact. Another builds on it. Nothing asks if it was right. A builder on X: memory is "more like developer infrastructure." What checks one agent's notes before another trusts them? Magnemo, open source memory for your AI. Install in one paste. magnemo.ai

You open a new chat and explain your project from the top, again. A builder on X: "I never have to give context or explain anything." How long did your last explanation take? Magnemo, open source memory for your AI, kept on your computer in plain files. magnemo.ai

Claude Code in the morning, Codex after lunch. Each one learns what the other never hears. A builder on X: memory is "more like developer infrastructure." Which of your tools knows what the others don't? Magnemo, open source memory for your AI, keeps what you decided. One paste. magnemo.ai

Your Claude Code session hits its limit mid-task, so you open Codex. A builder on X: "the new agent has no idea what just happened." What did you explain again the last time you switched? Sessions die. The memory doesn't. Magnemo, open source memory for your AI. One paste. magnemo.ai

Your agent waits for a full context, then compacts all at once. A builder on X calls that "crude and a poor user experience." Did yours compact mid-task or between tasks? Your agent finally remembers. Magnemo, open source memory for your AI. magnemo.ai

Your agent learned how you like things. Now it agrees with everything you say. Someone here: "Knowing you better shouldn't mean agreeing harder." When did yours last tell you that you were wrong? Sessions die. The memory doesn't. Magnemo, open source memory for your AI. One paste. magnemo.ai

You corrected your agent and the fix held. Days later, the same mistake. A builder on X: "it makes the exact same mistake again and again" What have you corrected twice this month? Magnemo, open source memory for your AI, wakes up knowing what you decided last time. magnemo.ai

Your agent compacted mid-job and kept going. It never said what it dropped. A builder on X: "When you compact, something is always lost." What did yours lose the last time it compacted? Magnemo, open source memory for your AI. Install in one paste. magnemo.ai

You told your agent, in capitals, not to overengineer. A builder on X: "It built a lightweight modular overengineering prevention framework" What did yours build after you told it not to? Magnemo, open source memory for your AI: every memory shows who wrote it and who approved it. magnemo.ai

Your agent forgets your project every time you close the window. A builder here calls that "not much of a colleague." How much of today's first message was yesterday's? Magnemo, open source memory for your AI, keeps what you decided. One paste. magnemo.ai

You put a rule in capital letters. Your agent broke it on the next task. A builder on X: "Claude touches the migrations folder." Which rule have you written twice this week? Sessions die. The memory doesn't. Magnemo, open source memory for your AI. One paste. magnemo.ai

The note was true when your agent saved it. It isn't now. Your agent still follows it. A builder on X: "full of things that stopped being true." How would you find that note in yours? Sessions die. The memory doesn't. Magnemo, open source memory for your AI. One paste. magnemo.ai

Your agent rereads a folder of notes before each job, so you stop explaining. A builder on X calls it "hand-made file memory." Who keeps that folder current: you, or your agent? Magnemo, open source memory for your AI, kept on your computer in plain files. magnemo.ai

Your agent saved the same fact again in new words. You fixed one copy. A builder here: "Most agent memory fails at deduplication not storage." Does the other copy still steer it? Your agent finally remembers. Magnemo, open source memory for your AI. magnemo.ai