meshmem 0.1.1

MeshMem SDK – Protocol-native, auditable, and composable cognitive memory for AI and multi-agent systems

MeshMem SDK

MeshMem™ is the protocol-native, event-driven SDK for composable, auditable, and lawful cognitive memory in AI and multi-agent systems—built and governed by Consenix Group Ltd.

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🚀 What is MeshMem?

MeshMem turns any agent, LLM app, or distributed system into a protocol-governed, semantically continuous, and auditable cognitive agent. It’s more than an “AI memory” layer—it’s the full, lawful substrate for composable, explainable, and capitalizable mesh cognition.

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🏆 Key Capabilities

• Field-complete Cognitive Memory Blocks (CMBs):
  Structured, protocol-auditable memory with symbolic fields and vectors—not just blobs or chunks.

• Lawful Memory Evolution:
  Every memory change (creation, remix, clarification, canonization) is a protocol event—fully logged, validator/auditor-signed, and auditable.

• Protocol-grade Semantic Fusion (SVAF):
  Field-wise, mathematically rigorous, drift-bounded fusion; no more “just average the embeddings.”

• Semantic Drift Detection & Clarifier Logic:
  Built-in drift detection and clarifier agents maintain mesh-wide semantic continuity.

• Full Auditability & Regulatory Compliance:
  Every event is protocol-logged: who, what, when, why, and how.

• Composable, Programmable Mesh Memory:
  Remix, clarify, and canonize memories into cognitive assets—ready for assetization, staking, and multi-agent collaboration.

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🧑‍💻 Developer Quickstart

Install from PyPI:

pip install meshmem

From source:

git clone https://github.com/meshmem/meshmem-sdk.git
cd meshmem-sdk
pip install -e .

See examples/ for ready-to-run demos.

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⚡ Minimal Example

from meshmem import create, remix, clarify

raw_input = "List the main compliance and technical risks for Q4."
cmb, audit = create(raw_input, api_key="sk-...")

# Fuse with anchor CMBs
fused_cmb, remix_audit = remix(cmb, [cmb2, cmb3])

# Clarify semantic drift
decision, clarifier_audit = clarify(fused_cmb, drift_scores={"block": remix_audit["svaf_details"]["block_drift"]}, config={...})

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📖 Documentation

• Protocol Overview
• SVAF API Reference
• Memory Evolution API Reference
• Metrics & Experiments
• Replication & Reproducibility

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💡 Why MeshMem? (vs. Other “Memory” Tools)

MeshMem is protocol-native, mesh-ready, and audit-grade—here’s how it stands apart: (click to expand)

Feature Comparison Table

Feature	MeshMem (SDK)	LangMem / MemGPT / etc.
Memory Structure	Protocol-defined CMBs, fields, vectors, labels	“Chunks”, text blobs, vectors
Semantic Alignment	Field-wise, drift-bounded SVAF fusion	Heuristic, vector avg/concat
Drift Detection	Built-in, protocol-governed, clarifier logic	Rare or ad hoc
Audit Trail	Validator-signed, event-driven, forensic	Minimal or app-level
Governance	Mesh protocol law, validator circles, RFCs	None or app-specific
Assetization	Canonize as programmable assets (MCATs, etc.)	No, or only as DB records
Compliance	Native, protocol-signed, explainable	No protocol, no compliance
Mesh/Inter-agent	Designed for mesh/collab cognition across orgs	Agent-local or per-app

Bottom Line: MeshMem does for AI memory what blockchain did for transactions: It makes memory lawful, composable, auditable, and programmable—enabling collective intelligence, regulatory compliance, and epistemic assetization.

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⚡️ Upgrade Path: Open Source → Enterprise

MeshMem is free for non-commercial research, academic, and protocol evaluation. For enterprise/commercial deployments, production support, or integration:

SYM.BOT Ltd — Exclusive Enterprise Steward for MeshMem

• LTS releases, onboarding, and SLAs
• Enterprise integrations, compliance, and security features
• Professional support, consulting, and managed deployments
• Custom features and OEM licensing

📧 [e-mail]
🌐 https://sym.bot

All protocol law and underlying technology remain governed by Consenix Group Ltd.

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💼 IP, Licensing, and Commercial Use

MeshMem SDK and protocol are exclusive IP of Consenix Group Ltd.

• No commercial use, redistribution, or integration permitted without written license.
• See LICENSE and IP_NOTICE.md for details.

All protocol IP, research, and governance inquiries:
📧 [e-mail]
🌐 https://consenix.com/license

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🤝 Contributing

• Bug reports and documentation suggestions are welcome.
• Protocol law changes/features require RFC via Consenix governance.
• All contributions are subject to IP assignment.

See CONTRIBUTING.md

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© 2025 Consenix Group Ltd. All Rights Reserved.
MeshMem™, MeshMemory™, CMB™, SVAF™, CAT7™, and SYMBit™ are trademarks of Consenix Group Ltd.

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MeshMem: Turn any agent into a protocol-governed, compliant, and composable node of collective intelligence.

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