Architecture & Economics

Built For Agentic Engineering

Zero LLM Ingestion Tax · Local, Cloud, Private VPC & Air-Gap

Most memory tools were built as cloud wrappers for consumer chatbots, burning paid LLM tokens on every write while waiting passively for an agent to remember a tool call. Sulcus is a native Rust Semantic VMMU that curates, pages, and coordinates context automatically across your entire engineering fleet.

Head To Head

Why Sulcus vsMem0ZepSupermemoryHonchoLetta

Providers01 / 05

Mem0 wraps external LLMs and vector stores for app chatbots, while Sulcus runs a zero-LLM-tax Rust Semantic VMMU built for coding agents and engineering teams.

Capability
Sulcus Advantage
Mem0 Reality
Ingestion Token Cost
$0 LLM tax via local CPU ONNX embeddings and SIU curation.
Fires paid LLM extraction and reconciliation calls on every memory write.
Graph Memory Tier
Full knowledge graph included on every tier, including Free.
Graph Memory is locked behind the $249/mo ($2,988/yr) Pro plan.
Context Efficiency
Injects compact Map pointers first and loads Territory only on demand.
Injects flat extracted text chunks directly into prompts.
IDE & CLI Lifecycle
Proactive hooks populate and store context across 15+ harnesses automatically.
Relies on passive OpenMemory MCP tools that agents routinely forget to call.
Fleet Coordination
Live SSE Comms Bus, file-collision alerts, and Surgical Undo ledger.
No cross-agent code collision warnings or file-mutation rewind.
Private VPC & Air-Gap
Turnkey $2,400/yr (10 seats) with a built-in zero-internet Control Panel.
Custom Enterprise sales quote; open-source stack lacks enterprise UI and ACLs.
Zero LLM ingestion tax. Runs local, cloud, private VPC, or 100% air-gapped.
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Complete Landscape

Six-Provider Capability Matrix

Every core capability side by side across Sulcus, Mem0, Zep, Supermemory, Honcho, and Letta.

CapabilitySulcusMem0ZepSupermemoryHonchoLetta
Zero-LLM Ingestion Tax
Local CPU ONNX + SIU ($0)
Paid LLM calls per write
Paid LLM extraction per episode
Metered cloud processing credits
Background Deriver LLM burn
Agent self-edit + sleep LLM turns
Map vs Territory Paging
Delta pointers first, fetch on fault
Flat extracted fact strings
Context block assembly
Profile + RAG chunks
Peer card + dialectic query
Core vs archival blocks
Thermodynamic Decay
Continuous heat, boost, and decay
LLM overwrite / delete rules
Bi-temporal edge timestamps
Recency weighting
Append-only reasoning queue
Agent-managed block edits
Knowledge Graph Included
Every tier, including Free
Locked behind $249/mo Pro
Core Graphiti architecture
Document chunk links
Conversational peer representations
Hierarchical MemFS files
Proactive IDE & CLI Hooks
15+ harnesses (VS Code, Junie, CLI)
Passive OpenMemory MCP
Passive Context MCP
Passive OAuth MCP
SDK / API integration only
Letta Code harness only
Keep Existing Coding Agents
Works with every IDE and CLI
External SDK / MCP
External SDK / MCP
External SDK / MCP
External SDK / API
Replaces runtime with Letta
Live Fleet Comms & File Safety
SSE Bus + territory collision alerts
None
None
None
Multi-peer chat state only
Inside Letta server only
Surgical Code + Memory Undo
Pre/post file + graph snapshot rewind
None
Temporal edge history only
None
None
Git MemFS for memory only
Two-Gate Namespace RBAC
Explicit Read / Write / Deny matrix
Enterprise custom tier
Project / user isolation
Org container tags
App / peer scoping only
Cloud org workspaces
10-Seat Private VPC / Air-Gap
$2,400/yr + offline Control Panel
Custom Enterprise quote
$4,500+/yr or DIY Neo4j + LLM
$4,788/yr Scale or custom quote
Custom deal or DIY Python + LLM
Custom Enterprise quote

Zero Write-Time Token Tax

Competitors fire GPT or Claude calls on every turn just to extract facts or graph triples. Sulcus runs local CPU ONNX embeddings and SIU curation in under 50ms, so memory writes don't inflate your model bill.

Proactive Lifecycle Hooks

Passive MCP servers fail whenever an agent forgets to call search or store. Sulcus hooks into IDE and CLI lifecycles to inject delta Map pointers before turns start and distill verified outcomes when turns complete.

True Sovereign Deployment

Run one local Rust binary free forever, sync across Sulcus Cloud, or deploy inside your own AWS VPC or air-gapped enclave with an embedded 8-tab Enterprise Control Panel and cryptographic seat governance.

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Start free on your workstation in minutes, or roll out governed shared memory across your engineering organization.

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