Now in private beta

Your agents keep repeating the same mistake.
Vectadyne remembers so they don't.

The enterprise hive mind for engineering agents — a governed memory control plane beneath the coding, review, and deploy agents you already run. What one agent learns, the whole fleet inherits: validated, typed, and governed by who may see, trust, and act on it.

Book a demo See how it works →
Cross-vendor governance MCP · REST · vec CLI SOC 2-ready audit export
preflight.action
coder-agent-17 · payments-service
Verdict: warn — repeated failed fix
This change matches a fix that caused a regression on Apr 2.
Grounded in
lesson failed_action_lesson · retry-storm on charge idempotency ev-8842
guide Idempotency required on charge APIs rw-31
evidence CI run #4471 · prod rollback ev-9010
Runs beneath the agents you already ship with
Claude Code
Cursor
GitHub Copilot
CI checks
Deploy agents
Incident agents
The enterprise hive mind

One shared brain for every agent in your org.

Every trace, review, and failure from every agent flows into a single governed graph — typed, scoped, and versioned. What one agent learns, the whole fleet inherits, without ever leaking across the boundaries you set.

acme / engineering · hive mind
live · drag to explore
fact
decision
lesson
policy
skill
guide
evidence
7 kinds 6 scopes 1-hop edges
The gap

Single-tool memory can't govern.

Claude Code, Cursor, and Copilot each remember inside their own vendor's tooling. None can share evidence, enforce deterministically, or produce an exportable audit trail — and never across another vendor's agents.

Repeated regressions

Agents reintroduce the same bad change nobody wrote down, because the lesson lived in a chat that scrolled away.

No shared memory

Every agent, repo, and vendor keeps its own island of context. Review wisdom never crosses the boundary where it's needed.

Nothing to audit

When an agent acts, there's no tamper-evident record of what it knew, what it was allowed to do, or why the call went through.

The platform

One deterministic pipeline, evidence to audit.

Raw agent activity becomes governed, explainable memory in five stages — every step traceable back to immutable evidence.

01
Evidence
Immutable, hash-chained record of what every agent did.
02
Typed memory graph
Curated facts, decisions & lessons — always traceable to evidence.
03
Topic guides
Deterministic, versioned operational guidance distilled from memory.
04
Retrieval + admission
Gather candidates cost-adaptively, then deterministically gate them.
05
Governance & audit
Every decision explainable, tamper-evident, and exportable.
What it prevents

Two capabilities single-tool memory can't touch.

Regression Memory

Warns before a known-bad change ships again.

Auto-derived failed_action_lessons catch an agent about to repeat a change that previously caused a regression — cross-agent and cross-repo, with cited provenance.

Derived from evidence, never hand-authored
Confidence-thresholded, one-click retract
Surfaced at preflight and in PR/CI comments
Review Wisdom

Turns review history into enforced guidance.

Recurring review comments, fragile-file knowledge, and team rules distill into versioned topic guides — surfaced exactly where the next agent needs them.

Distilled from GitHub PRs, reviews & CI
Deterministic, versioned, scope-inherited
Advisory by default, enforceable at CI/PR
The console

The whole memory fabric, at a glance.

Operators watch the hive mind from one dashboard: the north-star failure-prevention metric, live memory graph, and a drill-path from any number straight to the grounded records behind it.

Repeated-failed-fix rate as the north-star KPI
Live 3D memory graph, scoped and kind-colored
Every metric drills to tamper-evident evidence
acme.vectadyne.io
Vectadyne operator dashboard showing the repeated-failed-fix north-star metric and live memory graph
The memory model

Every memory is a point in three dimensions.

Scope, time, and abstraction are orthogonal axes — surfaced explicitly in the console so you always know who a memory is for, when it's true, and what shape of knowledge it is.

AXIS 01 · SCOPE
Who is this for?

A scope-key lattice inherits governance from org down to a single tool.

org › domain › team ›
repo › env › role › agent › tool
AXIS 02 · TIME / STATUS
When is it true?

Bi-temporal validity plus a lifecycle, so stale knowledge forgets itself on event.

active disputed stale deprecated
AXIS 03 · ABSTRACTION
What shape of knowledge?

Seven typed kinds, each color-coded across every view.

fact decision lesson policy skill guide evidence
Integrations

One surface. Three interfaces. Every agent.

All business logic lives in one service, exposed identically over MCP, REST, and the vec CLI. Ingest from agent traces and GitHub — PRs, reviews, and CI checks.

M
MCP server
Drop into any MCP-aware runtime — memory as first-class tools.
R
REST API
Language-agnostic, for custom agents and pipelines.
$
vec CLI
Scriptable governance for CI gates and local dev.
preflight in CI
# gate an agent's proposed change
$ vec preflight action --repo payments-service \
--diff ./change.patch
⚠ warn
repeated failed fix — regression on 2026-04-02
↳ lesson ev-8842 · guide rw-31 · evidence ev-9010
✓ decision recorded
audit://acme/9f3c…
Trust & governance

Governed by design, not by policy you have to write.

v1 ships with zero hand-authored policy — value comes from auto-derived lessons — while every decision stays explainable and exportable.

Immutable evidence

Append-only, hash-chained system of truth — tamper-evident by construction.

Advisory-first

Returns allow / warn + cited provenance; blocking is opt-in per high-risk action.

Grounded explainability

Memnos answers cite memory IDs and evidence — never free-form.

Multi-tenant isolation

Full tenant isolation from day one, with SOC 2-relevant audit export.

Pricing

Start free. Govern when it matters.

Developer
$0

For a single engineer wiring up governed memory.

Start free
1 repository, 1 agent
Regression Memory
MCP + REST + vec CLI
Community support
Most popular
Team
$32 /seat/mo

For teams governing a fleet of agents across repos.

Book a demo
Unlimited repos & agents
Regression Memory + Review Wisdom
Policy & guide authoring
CI/PR enforcement
30-day audit retention
Enterprise
Custom

For orgs with compliance and scale requirements.

Contact sales
Everything in Team
SOC 2 audit export
SSO & role scopes
Unlimited retention
Dedicated support

Questions, answered.

Neither. It is the governed memory layer those tools sit on top of — neutral, shared, and governed across many agents and many backends. Your runtimes and vector stores stay exactly where they are.

Not by default. v1 is advisory-first: preflight returns allow or warn with cited provenance. Hard blocking and required-approval are opt-in per high-risk action class and enforced at the CI/PR adapter, never on the inline hot path.

No. v1 ships with zero hand-authored policy. Value comes from auto-derived failed-action lessons and distilled review wisdom — governance emerges from your evidence, not a rulebook you maintain.

One service exposed over MCP, REST, and the vec CLI, with ingest from agent traces and GitHub. That shared, cross-vendor boundary is precisely what single-tool native memory cannot reach.

Stop shipping the same
regression twice.

See a governed preflight warn on a repeated failed fix in your own repo — the moment the wedge pays for itself.

Book a demo Read the docs
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