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New: The State of Agent Memory in 2026

Your team already knows this. Your tools don't.

Why you chose Postgres. What broke last deploy. How you fixed that N+1 query. It all lives in Slack threads and closed PRs your AI tools will never find.

Mneme watches your team's conversations and turns them into memories your tools can use.

Decision memory0.87 confidence

Chose Postgres over Mongo for order history. ACID guarantees needed for refund reconciliation.

Evidence trail

#backend· @alexMar 2

"mongo can’t handle refund rollbacks safely. we need ACID."

PR #142· @samMar 5

Migration to Postgres completed. 14 files, 3 reviewers.

ENG-341· resolvedMar 6

DB migration for orders service. Closed after deploy verification.

Related:supports“All Stripe calls go through service layer”

Where your memories come from.

Mneme connects to where your team already works. Whole conversations become single memories with full evidence chains.

GitHub

PRs, reviews, commits

Slack

Threads, decisions, debates

Linear

Tickets, priorities, status

Jira

Issues, sprints, resolutions

Stripe

Payments, refunds, disputes

Ingesting 7 Slack messages...

7 messages → 1 memory

Slack thread → Decision memory

“Chose Postgres over Mongo for order history. Needed ACID guarantees for refund reconciliation.”

with 7 evidence breadcrumbs

12 comments → 1 memory

PR review → Architectural pattern

“All Stripe calls go through service layer. Direct API calls caused a 2-day rollback.”

linked to incident #312

5 updates → 1 memory

Linear ticket → Priority context

“Mobile support deprioritized until v2 launch. Not enough signal from current users.”

confidence decays in 30d

Your team fixed this three months ago.

Without Mneme, they'll fix it again.

The N+1 query your team already fixed.

OrderItems.findAll({ include: LineItem })

Without Mneme

Fixed in PR #142 three months ago. A new hire reintroduces the same pattern in PR #287. The reviewer has no idea it was caught before.

With Mneme

PR review flags the pattern with a link to the original fix in #142 and the Slack thread where @alex explained the eager loading approach.

Pattern memoryflagged 3× in 30 days

The migration that locked the users table.

ALTER TABLE users ADD INDEX email_verified

Without Mneme

Checkout timed out for 30 seconds during the last migration lock. Nobody documented it. The next migration hits the same table with the same result.

With Mneme

PR review surfaces the incident: "2 lock timeouts on users table in the last 60 days. Last one caused a 30s checkout outage."

Incident memorylinked to 3 PRs

The auth vuln that isn’t one.

GET /api/users/:id // no session check

Without Mneme

Security scan flags an IDOR vulnerability. An engineer spends 2 hours investigating before learning from Slack that all API consumers are trusted internal services.

With Mneme

The scan result gets context: "All API consumers are trusted internal services. Accepted risk since Q2, confirmed by @dan in #backend."

Belief memoryorg-level context

Works with Claude Code, Cursor, Windsurf

Your tools get the memory. You get the context.

One command to set up. Ask a question in Claude Code and Mneme automatically surfaces your team's relevant memories. No special syntax. No manual search.

claude code
mneme found 2 relevant memories
Decision0.87 confidence

All Stripe calls go through service layer.
Direct API calls caused a 2-day rollback.

PR #312 · Slack #backend · Mar 2

Pattern0.72 confidence

N+1 in OrderItems flagged 3× in 30 days.

PR #142, #187, #203

curl -fsSL mnem.dev/setup | bash

5

signal sources · GitHub, Slack, Linear, Jira, Stripe

<20 min

to set up with full history backfill

Beyond retrieval.

Search gets you the document. Mneme tells you what your team learned from it, whether it's still true, and when to bring it up.

A whole conversation becomes one memory.

Most tools process messages one at a time. Mneme synthesizes entire Slack threads, PR discussions, and ticket lifecycles into single coherent memories.

Every memory has a paper trail.

Every memory links back to the PRs, threads, and incidents that created it. Click any insight and trace it to the source.

Intelligence that compounds.

Patterns that recur get reinforced. One-off issues decay. After 30 days, Mneme knows your architecture. After 90, it catches patterns before they become incidents.

Give your tools the context they're missing.

“There should be some place where thoughts go so I don't have to have them five times.”

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