Roadmap
Built in the open.
Everything we're shipping — visible, versioned, and committed to. Shipped work carries a green pill. Active build is amber. Future work is gray. No vaporware; if it's here, it has a real owner and a real milestone.
Shipped live today
In-progress active development
Planned scoped · not started
Researching exploring
Now
Shipped
Dream Engine · 9 strategies
Synthesize, pattern extract, contradiction detect, compress, associate, validate, evolve, forecast, reflect.
Shipped
LongMemEval 94.6%
Third-party benchmark. 473/500 under byte-exact upstream GPT-4o judge. Reproducible methodology published.
Shipped
Multi-agent namespaces
Scoped memory for every agent in a crew. No context bleed.
Shipped
RBAC
Role-based access on every memory, namespace, and channel.
Shipped
Webhooks
HMAC-signed outbound events on memory + dream lifecycle.
Shipped
WebSocket events
Real-time memory streaming for live agents and UI.
Shipped
Agent Card (A2A)
Native agent-to-agent discovery over the A2A protocol.
Shipped
Graph queries
Traverse entities, relations, and edges across your knowledge graph.
Shipped
Self-host docker
Single image. SQLite-backed. Air-gapped friendly.
Shipped
80+ integrations
Slack, Linear, Stripe, Shopify, Zapier, Make, and the long tail.
Shipped
Obsidian sync
Two-way vault import with wikilinks, tags, and folder structure preserved.
Shipped
ChatGPT import
One-click import of the ChatGPT export bundle. Threads become memories.
Next
Building
Native MCP server binary
Single-binary MCP server. Drop-in for Claude Desktop, Zed, and every MCP-native client.
Building
Python/JS SDKs (beta → GA)
Typed, idiomatic. Auto-generated from the OpenAPI spec. Promoted to GA this quarter.
Building
CrewAI / LangChain / LlamaIndex adapters
First-class integration with the three most-used agent frameworks.
Building
Memory lineage UI
See exactly how a memory was derived — source, dreams applied, confidence trail.
Building
Temporal reasoning
Belief-change detection. Surface when and why your knowledge updated.
Building
Memory confidence scores
Calibrated probability on every recall. Ranked queries by reliability.
Building
Bulk import/export tools
CLI and REST for multi-GB transfers. Background jobs with progress.
Building
OpenAPI spec public
Versioned spec at the well-known URL. Auto-generated client stubs.
Building
Postman collection
Every endpoint, every example, keyed to the free tier. One-click fork.
Building
Sandbox environment
Zero-setup playground with synthetic data. No credit card. No install.
Later
Planned
SOC 2 Type II
Audit in flight. Enterprise security posture with independent attestation.
Planned
HIPAA compliance
BAA-ready. Healthcare and clinical agents with PHI-safe namespaces.
Planned
Multi-modal memory
Images, audio, and video as first-class memory primitives. Same graph, same dreams.
Planned
Proprietary embedding model
Trained end-to-end for consolidation tasks. Better recall at a fraction of dim.
Planned
Consolidation foundation model
Fine-tuned model that runs the Dream Engine offline. Open-weights release planned.
Planned
EU data residency
Regional clusters. Full GDPR sovereignty. Frankfurt and Dublin first.
Planned
Memory benchmark dataset
A proprietary, open-sourced eval for memory systems. Because LongMemEval isn't enough.
Planned
Memory marketplace
Portable, permissioned knowledge bundles. Curated graphs, shared across teams.
Quarterly plan · 2026 Q2 → 2027
Q2 2026
Current quarter
In-progress
Brain Glow leaderboard
Public release of the Brain Glow score — ranked continuity metric across namespaces.
In-progress
Federation audit logs
Tamper-evident, per-namespace audit trail across shared spaces. Signed entries, exportable.
In-progress
Forecast strategy tuning
Calibration pass on the 9th Dream Engine strategy. Lower variance on long horizons.
In-progress
SOC 2 Type I
Point-in-time attestation. Observation window complete, report delivery mid-quarter.
Q3 2026
Next
Planned
Cloud marketplace listings
Self-host images on AWS Marketplace, Azure Marketplace, and GCP Cloud Marketplace.
Planned
Enterprise SSO
SAML 2.0 and OIDC. Scim provisioning. Works with Okta, Entra, Google Workspace.
Planned
Python 3.13 SDK
Free-threaded Python support. async-first, fully typed. Drop-in for existing 3.11+ code.
Planned
Postman collection — official
Every endpoint, every example, versioned with the public OpenAPI spec.
Q4 2026
Later
Planned
Multi-region deployment
Active-active across us-east, us-west, eu-central. Regional pinning per namespace.
Planned
Streaming response API
Server-sent events on /v1/memory/ask. First-token latency under 180ms on p95.
Researching
Graph query interface
Cypher-subset query language over the knowledge graph. Read-only in v1.
Researching
Model fine-tuning pipeline
Export consolidated memories as SFT data. Fine-tune small open models on your own cognition.
2027
Horizon
Planned
On-prem air-gap deployment
Fully offline bundle. Signed artifacts. Verified boot. For regulated and classified environments.
Planned
ISO 27001
Full information security management system certification. International parity with SOC 2.
Researching
Native mobile SDK
iOS (Swift) and Android (Kotlin). On-device embedding cache with encrypted sync.
Researching
Real-time collaborative namespaces
Live multi-cursor memory editing. CRDT-backed. Presence for teams and agent swarms.