An engineering brain that never forgets

Your AI tools are brilliant. They're also the new hire who knows nothing about your team.

Every AI coding tool starts from zero. Mneme gives them your team's institutional knowledge — architecture decisions, past mistakes, tribal context — so they stop repeating history.

M
mneme-bot2m ago

Mneme Analysis

refactor: extract order validation logic

Lens · 3/3 flows passed

login → add-to-cart → checkout

Scope · 4 modules affected

OrderService → Cart, Checkout, Invoice, Reports

Depth · Hot path

/api/orders · 12K req/day · p95 340ms

Focus · Recurring pattern

N+1 in OrderItems — 3× in 30 days

Prism · Medium risk

Routed to @senior-backend

84%

of devs use AI coding tools

33%

actually trust the output

1.7×

more issues in AI-generated code

Memory that learns, prioritizes, and forgets.

Not every signal matters equally. Mneme organizes knowledge into tiers — recent context stays hot, recurring patterns become permanent, and noise fades away.

HotLast 24 hours

Active context from today's work. PRs, conversations, and incidents happening right now.

PR #847OrderItems
3 comments · CI green
waiting on review

Decays in 48h unless reinforced

WarmLast 30 days

Recent patterns and decisions. Sprint-level context your team references daily.

Checkout refactor
service layer
3 PRs · 2 authors

Decays in 30d unless pattern repeats

DeepLast 6 months

Established patterns and recurring issues. The knowledge that saves your team hours every week.

N+1 in OrderItems
flagged  · 3 authors
last seen 2d ago

Stays if pattern confirmed 3+ times

CorePermanent

Architecture decisions, trade-off rationale, and hard-won lessons. The knowledge that defines how your team builds — and why.

Stripe via svc layer
after incident #312
2d rollback cost

Never decays — team-verified truth

Intelligence in action.

Memory powers everything — from proactive alerts to contextual reviews.

# engineering
M
mneme-bot2:14 PM

Sentry error rate spike

/api/orders: +340% in the last hour

Correlated to PR #847 by @alex

merged 2h ago · 3 affected flows

Proactive alerts

Correlates Sentry errors to recent PRs and alerts your team in Slack — before anyone files a bug.

Field · Depth

Promoted to core memory

N+1 query in OrderItems

3 occurrences · 30 days · 2 authors

Memory strength

Core

Authors

@alex, @sam

PRs

#142, #187, #203

Auto-flagged in future PRs touching OrderItems

Memory that learns

Recurring patterns get promoted to core memories. One-offs decay. The system gets smarter with every PR.

Focus

# backend
S
@sarah3:02 PM

why is checkout slow?

M
mneme-bot3:02 PM

p95 for /api/checkout: 890ms

↑ 2.3× since PR #812 · merged 3d ago

8K req/day · @alex authored

Proactive context

When your team asks questions, Mneme answers with data — correlated to the exact PR that caused it.

Field · Depth

Configure & see

Enable a module. See the result.

Tap to activate each module. Watch the PR comment build.

Module Settings
LensValidation
ScopeImpact analysis
DepthData context
FieldSignal processing
FocusMemory
PrismRisk routing
M
mneme-botjust now
Enable modules to see analysis...

Stateless tools vs. Mneme.

Every AI tool on your team starts from zero. Mneme gives them memory.

Stateless AI toolsWith Mneme
Context windowCurrent file + promptFull team history, prioritized by relevance
Past mistakesRepeats them every timeFlagged before they happen again
Architecture decisionsUnknown unless in promptCore memory — always available
Cross-team knowledgeSiloed per developerShared across every tool and teammate
LearningResets every sessionCompounds over time — gets smarter
Past trade-offsLost when people leaveWhy it was built this way — and what would break
OnboardingManual context for every toolInstant — every tool inherits the brain

Where this goes

Engineering is the starting point.

Every team in every org loses institutional knowledge the same way. The same memory layer that makes a junior engineer dangerous on day one can make an analyst reason like a VP.

Finance

Without Mneme

A new analyst spends 3 months learning why the team passed on deals that looked good on paper.

With Mneme

Day one, they see every past decision, the constraints that drove it, and the outcomes that followed.

Passed on Acme Series B — unit economics didn't hold at 2x ARR, confirmed 6mo later

Product

Without Mneme

A PM ships a feature that was already tried and killed 18 months ago — for reasons nobody documented.

With Mneme

Before the spec is written, they see the prior attempt, the user research, and why it was shelved.

In-app marketplace explored Q2 '24 — killed after user research showed 12% adoption ceiling

Operations

Without Mneme

A team lead makes a vendor decision without knowing the last vendor was fired for the same promise.

With Mneme

Every vendor evaluation, contract outcome, and post-mortem surfaces automatically.

Switched from VendorX to VendorY in Q3 '24 — VendorX missed 3 SLAs, cost us 2 sprint cycles

Onboard your engineering brain.

Mneme is in private beta. Join the waitlist to give your AI tools the context they've been missing.