White Papers
In-depth technical documents on architecture and design decisions.
PrimeSwarm vs Google Gemini Enterprise Agent Platform
Google's own docs admit its flagship governance layer uses an LLM as judge, and can make mistakes — plus the documented integration point where a deterministic layer belongs instead
Google's shipped, flagship governance feature — Semantic Governance Policies — reads a proposed action and has an LLM judge it in natural language, with Google's own docs stating p...
What Onboarding Requires — The Customer Checklist
What your organisation must have, decide, and provide before a deployment goes live — plus where we sit relative to the layers you already run
The complete onboarding requirements: the eight questions or a node map, an IdP we sit in front of, the write-and-spend surface, where the gate runs, named humans for YELLOW bindin...
PrimeSwarm vs Microsoft Agent Governance Toolkit
An honest comparison with the toolkit that covers both layers — where AGT is broader, where PrimeSwarm is deeper, where they could be complementary
Microsoft's AGT covers sandboxing, multi-agent identity, SRE, 14 frameworks, and 6 compliance frameworks. PrimeSwarm fills gaps AGT explicitly documents: knowledge provenance, memo...
What Is On Offer
Live, Assessment-only, Lab, Frozen. The quote cannot sell the laboratory.
The PrimeSwarm offer sheet: Guard is live and the portal may accept; Estate and Federation are assessment-only; marketplace, PIR, and Forum are lab; kill switch, per-agent creds, a...
We Sit in Front of the Model You Already Have
Rent it, buy the seats, or run it on localhost. Tokens stay on their bill. We gate the write.
ChatGPT, Claude, Copilot, Azure OpenAI, Bedrock, and the weights on a GPU in the cupboard are cognitive nodes — not our product. PrimeSwarm sits in front of send, file, and record ...
The HITL Contract
Send and file are always YELLOW. Reads may GREEN. Two names on the receipt.
The human-in-the-loop contract the Cognitive API enforces: send and file halt at YELLOW with a proof id until a human binds; reads may GREEN; the receipt names the agent that propo...
The Industry Wants a Write-Path Gate. Most Vendors Sell a PDF.
How PrimeSwarm compares to the organisations and systems the market already shortlists
Buyers, analysts, and regulators are asking for a write-path gate: semantics, live operational state, and provenance. Agent frameworks ship three of twelve of those capabilities. G...
Two Keys, Not a Cliché
SOC 2 and ISO/IEC 42001 as separate questions, mapped to the gate — plus the dictionary that replaces marketing adjectives with evidence
SOC 2 asks whether the controls around the service worked. ISO 42001 asks whether you govern AI across its life. Corporates need both letters. This paper maps AICPA TSC and Annex A...
PIR Lattice Analysis: Detecting Hidden Physiological Stress in Real Biometric Data
How Prime Integer Relations reveal what raw glucose readings cannot
Using real Dexcom CGM, Empatica E4 (HR, EDA, temperature), and food log data from a 14-day continuous monitoring period, we demonstrate five distinct clinical advantages of PIR lat...
Prime Integer Relations: The Mathematical Foundation
How Thue-Morse equilibrium detects instability across markets, neural networks, and knowledge graphs
PIR treats complex systems as arithmetic structures. The Thue-Morse sequence assigns deterministic signs to measure structural balance. Balance Gap and Pattern Area detect regime s...
onlyDB: Graph-Vector Storage for Cognitive AI
Structure, provenance, and constraints — not just embeddings
onlyDB is our cognitive database layer built on HelixDB-style graph-vector storage. Every fact is a node, every relationship a typed edge, every query respects graph invariants. St...
Only OS: Deterministic Runtime Governance via Arithmetic Equilibrium
Validity is not boolean — it is balance
Only OS treats validity as balance, not boolean logic. If a value corrupts or a proposed action breaks equilibrium, the system detects the imbalance and either solves the missing v...
OnlyState: Zero-Knowledge Prime Integer Relations
Social consensus, distilled to a single integer
OnlyState compresses social graphs and group memberships into a single constant-size on-chain state using ZK-PIR and the Prouhet-Tarry-Escott problem. 100,000 members represented a...
TPNN + Quilt: Topological Constraints on Computation
Spatial manifolds and cellular governance — making attacks physically impossible
TPNN enforces topological manifolds on neural network output, making prompt injection physically incapable of forming valid vectors. Quilt governs cellular automata evolution with ...
Governance Without Monitoring: A Free Report on Mathematical Agent Safety
Why constraint beats observation for autonomous systems
Most AI safety frameworks monitor agent behavior and intervene after the fact. We argue this is fundamentally insufficient for systems that execute at machine speed. This free repo...
Learning Trails: Why Knowledge Equilibrium Beats Completion Percentages
Using Prime Integer Relations to measure structural soundness of understanding
Traditional L&D platforms track completion — but completion is not comprehension. We introduce Learning Trails, a knowledge graph system that uses Prime Integer Relations (PIR) to ...
PrimeSwarm's Governance Stack: Why Mathematical Constraints Beat Monitoring
A 10-layer architecture for autonomous agent safety
No competing framework offers more than 3 of our 10 governance capabilities. We examine why mathematical constraint — not post-hoc monitoring — is the correct paradigm for autonomo...
The Quilt-AGI Bridge: Cellular Automata Meet Mathematical Governance
Five new cell kinds for safe autonomous evolution
We extend Quilt's cellular automata substrate with five new cell kinds — equilibrium, concept, gate, heal, and topology — that provide mathematical guarantees for autonomous cell e...