Published Research & Technical Articles
Design
Design — Bundles fonctionnels (4-itemsets) & règles d
Basket Bundle Association Rules
Basket Bundle Association Rules — Implementation Plan — Engineering whitepaper and technical research analysis.
All
All-Channels Prospect (+ Customer) Segmentation — Design Spec — Engineering whitepaper and technical research analysis.
"Chat with Claude" Floating Widget
Customer Segmentation Cube
Customer Segmentation Cube — Design Spec — Engineering whitepaper and technical research analysis.
Initiative 2.2
Initiative 2.2 —
Initiative 2.2 "En stock livraison 24h"
Initiative 2.2
Prospect Segmentation
Prospect Segmentation — Interaction Fact + DuckDB Cube Implementation Plan — Engineering whitepaper and technical research analysis.
Prospect Segmentation
Prospect Segmentation — Foundation (Shrinkage + Dimensions) Implementation Plan — Engineering whitepaper and technical research analysis.
Prospect Segmentation
Prospect Segmentation — Profile Scorer + Prospect Tab Implementation Plan — Engineering whitepaper and technical research analysis.
FR EPI « White Space »
FR EPI « White Space » — Design Spec — Engineering whitepaper and technical research analysis.
FR EPI « White Space » Implementation Plan | Technical Whitepaper
FR EPI « White Space » Implementation Plan — Engineering whitepaper and technical research analysis.
Design
Design — Compléments fonctionnels par IA & croisement ventes — Engineering whitepaper and technical research analysis.
Compléments fonctionnels par IA
Compléments fonctionnels par IA — Implementation Plan — Engineering whitepaper and technical research analysis.
Design
Design — Produits complémentaires v2 (ancrage taxonomie famille) — Engineering whitepaper and technical research analysis.
Produits complémentaires v2 (ancrage taxonomie famille)
Produits complémentaires v2 (ancrage taxonomie famille) — Implementation Plan — Engineering whitepaper and technical research analysis.
Buying Profile Explorer
Buying Profile Explorer — Design — Engineering whitepaper and technical research analysis.
Buying Profile Explorer Implementation Plan | Technical Whitepaper
Buying Profile Explorer Implementation Plan — Engineering whitepaper and technical research analysis.
Firmographic Cluster Semantic Labels
Firmographic Cluster Semantic Labels — Design — Engineering whitepaper and technical research analysis.
Firmographic Cluster Semantic Labels
Firmographic Cluster Semantic Labels — Implementation Plan — Engineering whitepaper and technical research analysis.
Product Buying
Product Buying-Intelligence Layer — Design — Engineering whitepaper and technical research analysis.
Weekly Buying Profile (core)
Weekly Buying Profile (core) — Implementation Plan — Engineering whitepaper and technical research analysis.
swarph cell harden
swarph cell harden — Implementation Plan — Engineering whitepaper and technical research analysis.
Product Complementarity Engine
Product Complementarity Engine — Tech-Spec Layer + v2 Merge (v1) — Engineering whitepaper and technical research analysis.
Product Complementarity Engine (Tech
Product Complementarity Engine (Tech-Spec Layer + v2 Merge) Implementation Plan — Engineering whitepaper and technical research analysis.
zeroCPR Complement Guardrails
zeroCPR Complement Guardrails — Design — Engineering whitepaper and technical research analysis.
zeroCPR Complement Guardrails Implementation Plan | Technical Whitepaper
zeroCPR Complement Guardrails Implementation Plan — Engineering whitepaper and technical research analysis.
Pluggable liveness for `swarph watchdog`
Pluggable liveness for `swarph watchdog` — design — Engineering whitepaper and technical research analysis.
Pluggable Liveness for `swarph watchdog`
Pluggable Liveness for `swarph watchdog` — Implementation Plan — Engineering whitepaper and technical research analysis.
Gateway brain
Gateway brain-proxy — design — Engineering whitepaper and technical research analysis.
Gateway Brain
Gateway Brain-Proxy Implementation Plan — Engineering whitepaper and technical research analysis.
WISE Market
WISE Market-Location Prospect-Conversion Report — Design Spec — Engineering whitepaper and technical research analysis.
WISE Market
WISE Market-Location Prospect-Conversion Report — Implementation Plan — Engineering whitepaper and technical research analysis.
Cell Credential Isolation (#2a) Implementation Plan | Technical Whitepaper
Cell Credential Isolation (#2a) Implementation Plan — Engineering whitepaper and technical research analysis.
Liveness marker fresh through a long turn (#2 / mesh
Liveness marker fresh through a long turn (#2 / mesh-hygiene) — Engineering whitepaper and technical research analysis.
swairm
swairm-Pattern Port: Agent Credential Isolation, Untrusted-Repo Preflight, Orphaned-Claim Recovery — Design — Engineering whitepaper and technical research analysis.
OKF Memory
OKF Memory-Navigation Tool (`swarph memory`) Implementation Plan — Engineering whitepaper and technical research analysis.
`swarph timeline`
`swarph timeline` — the OKF temporal on-ramp — Implementation Plan — Engineering whitepaper and technical research analysis.
swarph memory graph traversal
swarph memory graph traversal — Design Spec — Engineering whitepaper and technical research analysis.
swarph memory graph traversal
swarph memory graph traversal — Implementation Plan — Engineering whitepaper and technical research analysis.
Federation C4 Model (Structurizr)
Federation C4 Model (Structurizr) — Design Spec — Engineering whitepaper and technical research analysis.
Federation C4/Structurizr Model Implementation Plan | Technical Whitepaper
Federation C4/Structurizr Model Implementation Plan — Engineering whitepaper and technical research analysis.
Delivery
Delivery-into-session bridge — `swarph daemon` (design) — Engineering whitepaper and technical research analysis.
Delivery
Delivery-into-session Bridge Implementation Plan — Engineering whitepaper and technical research analysis.
Spawn tmux base
Spawn tmux base-hoist — design — Engineering whitepaper and technical research analysis.
Spawn tmux base
Spawn tmux base-hoist Implementation Plan — Engineering whitepaper and technical research analysis.
`swarph monitor`
`swarph monitor` — pluggable DM delivery (board card #122) — Engineering whitepaper and technical research analysis.
`monitor status` overstates unread
`monitor status` overstates unread — one field, two questions — Engineering whitepaper and technical research analysis.
Afrobarometer Round 9
Afrobarometer Round 9 -> MatrAIx 1,290 dimensions — Engineering whitepaper and technical research analysis.
Lead Contagion Platform
Lead Contagion Platform — Architecture — Engineering whitepaper and technical research analysis.
tmux
tmux — attach / list / navigate (lab-OVH) — Engineering whitepaper and technical research analysis.
Persona
Persona-extraction throughput & tuning log (Qwen3.6-35B-A3B, vLLM, 1× H200) — Engineering whitepaper and technical research analysis.
PROVEN Certificate CERT
PROVEN Certificate CERT-0001 — the #249 deploy — Engineering whitepaper and technical research analysis.
PROVEN Certificate CERT
PROVEN Certificate CERT-0002 —
PROVEN Certificate CERT
PROVEN Certificate CERT-0003 — the contagion wave (board #363) — Engineering whitepaper and technical research analysis.
Changelog | Technical Whitepaper
Changelog — Engineering whitepaper and technical research analysis.
Chat task environments | Technical Whitepaper
Chat task environments — Engineering whitepaper and technical research analysis.
Unified Persona8B Code Index | Technical Whitepaper
Unified Persona8B Code Index — Engineering whitepaper and technical research analysis.
Contributing a `swarph bench` pack | Technical Whitepaper
Contributing a `swarph bench` pack — Engineering whitepaper and technical research analysis.
ConvAI2 / PersonaChat
ConvAI2 / PersonaChat -> MatrAIx 1,290 dimensions — Engineering whitepaper and technical research analysis.
Versioning Policy & Deprecations Tracker | Technical Whitepaper
Versioning Policy & Deprecations Tracker — Engineering whitepaper and technical research analysis.
DESIGN.md
DESIGN.md — Playground design system — Engineering whitepaper and technical research analysis.
Offline Wiki Collaboration Email Templates | Technical Whitepaper
Offline Wiki Collaboration Email Templates — Engineering whitepaper and technical research analysis.
Persona Extraction: Extraction
Persona Extraction: Extraction-Quality Rubric — Engineering whitepaper and technical research analysis.
Global Personal Memory | Technical Whitepaper
Global Personal Memory — Engineering whitepaper and technical research analysis.
GSS (General Social Survey) → MatrAIx 1,290 dimensions | Technical Whitepaper
GSS (General Social Survey) → MatrAIx 1,290 dimensions — Engineering whitepaper and technical research analysis.
How to standardize a dataset into the 1290
How to standardize a dataset into the 1290-dim schema — Engineering whitepaper and technical research analysis.
Install i
Install i-have-adhd — Engineering whitepaper and technical research analysis.
License | Technical Whitepaper
License — Engineering whitepaper and technical research analysis.
Private Project Memory
Private Project Memory — OMEGA — Engineering whitepaper and technical research analysis.
Meta
Meta-Edge ↔ swarph-gateway identity-token contract (v1) — Engineering whitepaper and technical research analysis.
Attribute Pool Outputs | Technical Whitepaper
Attribute Pool Outputs — Engineering whitepaper and technical research analysis.
PREREG
PREREG-0001 —
PRODUCT.md
PRODUCT.md — Playground Workbench — Engineering whitepaper and technical research analysis.
PROVEN
PROVEN — the portfolio truth layer (concept v0, science-claude) — Engineering whitepaper and technical research analysis.
Persona 1M Build Results | Technical Whitepaper
Persona 1M Build Results — Engineering whitepaper and technical research analysis.
Security Policy | Technical Whitepaper
Security Policy — Engineering whitepaper and technical research analysis.
i
i-have-adhd — Engineering whitepaper and technical research analysis.
Spawn → tmux session (Windows)
Spawn → tmux session (Windows) — spec, plan & handoff — Engineering whitepaper and technical research analysis.
The Ten
The Ten — PROVEN
THE TEN
THE TEN — SPECIMENS (the full evidence, preserved verbatim) — Engineering whitepaper and technical research analysis.
swarph timeline
swarph timeline — the collaborative continuous-learning memory of the mesh — Engineering whitepaper and technical research analysis.
Upstream Attribution | Technical Whitepaper
Upstream Attribution — Engineering whitepaper and technical research analysis.
swarph spawn on Windows
swarph spawn on Windows — known issues + workarounds — Engineering whitepaper and technical research analysis.
Agent | Technical Whitepaper
Agent — Engineering whitepaper and technical research analysis.
Agentic Mesh Architecture | Swarph AI Whitepaper
Technical whitepaper on Agentic Mesh Architecture. Architecture, mathematical modeling, and production implementation.
Agentic Workflow Automation & Mesh Topologies
Learn how agentic workflow automation goes beyond simple task execution, enabling AI agents to autonomously plan, adapt, and drive complex business outcomes.
Choosing a Persona Agent and Model | Technical Whitepaper
Choosing a Persona Agent and Model — Engineering whitepaper and technical research analysis.
AI Agent Memory & Multi
Explore how AI agent memory works across an agnostic mesh, allowing different LLMs to share semantic context, persist state, and collaborate.
Ai Agent Orchestration | Swarph AI Whitepaper
Technical whitepaper on Ai Agent Orchestration. Architecture, mathematical modeling, and production implementation.
GPU usage
GPU usage — Amazon 100K persona extraction (reference run) — Engineering whitepaper and technical research analysis.
Amazon Reviews 2023 User Pool Stats | Technical Whitepaper
Amazon Reviews 2023 User Pool Stats — Engineering whitepaper and technical research analysis.
Amazon Top 10K Rich Persona Reviewer IDs | Technical Whitepaper
Amazon Top 10K Rich Persona Reviewer IDs — Engineering whitepaper and technical research analysis.
Annotate Task | Technical Whitepaper
Annotate Task — Engineering whitepaper and technical research analysis.
Conversations | Technical Whitepaper
Conversations — Engineering whitepaper and technical research analysis.
Attributes | Technical Whitepaper
Attributes — Engineering whitepaper and technical research analysis.
Asymmetric Non Blocking Mesh Topology | Technical Whitepaper
Whitepaper on asymmetric non blocking mesh topology. Deep mathematical analysis, system architecture, performance benchmarks, and production code implem...
Authoring bundle | Technical Whitepaper
Authoring bundle — Engineering whitepaper and technical research analysis.
Autonomous Codegraph Brief Synthesis Generative Answer Engine Optimization | Technical Whitepaper
Autonomous Codegraph Brief Synthesis Generative Answer Engine Optimization — Engineering whitepaper and technical research analysis.
Autonomous Workflow Security | Swarph AI Whitepaper
Technical whitepaper on Autonomous Workflow Security. Architecture, mathematical modeling, and production implementation.
swarph board
swarph board — operational reference for cells — Engineering whitepaper and technical research analysis.
Accessing the swarph brain from a mesh cell | Technical Whitepaper
Accessing the swarph brain from a mesh cell — Engineering whitepaper and technical research analysis.
Candidate Pool Normalization Method | Technical Whitepaper
Candidate Pool Normalization Method — Engineering whitepaper and technical research analysis.
Changelog | Technical Whitepaper
Changelog — Engineering whitepaper and technical research analysis.
Claude activity digest
Claude activity digest — last 14d — Engineering whitepaper and technical research analysis.
Claude activity digest
Claude activity digest — last 14d — Engineering whitepaper and technical research analysis.
Claude activity digest
Claude activity digest — last 14d — Engineering whitepaper and technical research analysis.
Claude activity digest
Claude activity digest — last 14d — Engineering whitepaper and technical research analysis.
Claude activity digest
Claude activity digest — last 14d — Engineering whitepaper and technical research analysis.
Claude activity digest
Claude activity digest — last 14d — Engineering whitepaper and technical research analysis.
Claude activity digest
Claude activity digest — last 14d — Engineering whitepaper and technical research analysis.
Claude activity digest
Claude activity digest — last 14d — Engineering whitepaper and technical research analysis.
Claude activity digest
Claude activity digest — last 14d — Engineering whitepaper and technical research analysis.
Companies House API
Companies House API — setup + usage — Engineering whitepaper and technical research analysis.
Configuration | Technical Whitepaper
Configuration — Engineering whitepaper and technical research analysis.
Product brief
Product brief — Hasbro Gaming Candy Land Kingdom of Sweet Adventures Board Game for Kids, Easter Gifts for Boys and Girls, Ages 3 & Up (Amazon Exclusive) — Engineering whitepaper and technical research analysis.
MatrAIx Persona 1M Public Release | Technical Whitepaper
MatrAIx Persona 1M Public Release — Engineering whitepaper and technical research analysis.
Deepseek V4 Architecture | Swarph AI Whitepaper
Technical whitepaper on Deepseek V4 Architecture. Architecture, mathematical modeling, and production implementation.
Deprecations | Technical Whitepaper
Deprecations — Engineering whitepaper and technical research analysis.
AI News Digest | Technical Whitepaper
AI News Digest — Engineering whitepaper and technical research analysis.
Drop_S5_Ultra | Technical Whitepaper
Drop_S5_Ultra — Engineering whitepaper and technical research analysis.
Enterprise B2B Lead Contagion Multi Tenant Attribution Mesh | Technical Whitepaper
Enterprise B2B Lead Contagion Multi Tenant Attribution Mesh — Engineering whitepaper and technical research analysis.
Chatbot eval artifacts (platform
Chatbot eval artifacts (platform-managed) — Engineering whitepaper and technical research analysis.
Persona Full DAG Quality Report | Technical Whitepaper
Persona Full DAG Quality Report — Engineering whitepaper and technical research analysis.
GetSite per
GetSite per-button tracking via GTM + GA4 — Engineering whitepaper and technical research analysis.
Gpt 56 Sol Astra Architecture | Technical Whitepaper
Gpt 56 Sol Astra Architecture — Engineering whitepaper and technical research analysis.
Camp Class
Camp Class — inferential design review (science-claude) — Engineering whitepaper and technical research analysis.
Gridiron Draft Signal
Gridiron Draft Signal — Spec v0 — Engineering whitepaper and technical research analysis.
Handoff Brief
Handoff Brief — Exam Study Tool (personal build) — Engineering whitepaper and technical research analysis.
OMEGA (hedge
OMEGA (hedge-fund-mcp) — Release Highlights & Notes — Engineering whitepaper and technical research analysis.
High Frequency Agentic Market Telemetry Stochastic Volatility Risk Budgeting | Technical Whitepaper
High Frequency Agentic Market Telemetry Stochastic Volatility Risk Budgeting — Engineering whitepaper and technical research analysis.
Highlight | Technical Whitepaper
Highlight — Engineering whitepaper and technical research analysis.
Repo highlights scan
Repo highlights scan — triaged for shared-memory seeding — Engineering whitepaper and technical research analysis.
HubSpot CMS tagging
HubSpot CMS tagging — `content.lyreco.com/create-my-lyreco-account` — Engineering whitepaper and technical research analysis.
HubSpot form
HubSpot form-submit debug tracker — Engineering whitepaper and technical research analysis.
Industry
Industry-Related Persona Attributes — Engineering whitepaper and technical research analysis.
Instruction | Technical Whitepaper
Instruction — Engineering whitepaper and technical research analysis.
Large
Large-scale runs — Engineering whitepaper and technical research analysis.
claude
claude-service on Linux — install notes — Engineering whitepaper and technical research analysis.
Llm | Technical Whitepaper
Llm — Engineering whitepaper and technical research analysis.
Llm_Trajectory | Technical Whitepaper
Llm_Trajectory — Engineering whitepaper and technical research analysis.
Mesh | Technical Whitepaper
Whitepaper on mesh. Deep mathematical analysis, system architecture, performance benchmarks, and production code implementation.
Multi
Technical whitepaper on Multi-Provider Ai Memory. Architecture, mathematical modeling, and production implementation.
Nemotron Domain Test User Selection Summary | Technical Whitepaper
Nemotron Domain Test User Selection Summary — Engineering whitepaper and technical research analysis.
Nemotron Domain User Characteristics | Technical Whitepaper
Nemotron Domain User Characteristics — Engineering whitepaper and technical research analysis.
Nemotron Survey Use
Nemotron Survey Use-Case Users — Engineering whitepaper and technical research analysis.
The Mesh Was Always Family | Swarph AI Whitepaper
Technical whitepaper on The Mesh Was Always Family. Architecture, mathematical modeling, and production implementation.
Output_Schema | Technical Whitepaper
Output_Schema — Engineering whitepaper and technical research analysis.
Pack Intake Standard
Pack Intake Standard — how the Custodian adjudicates candidates — Engineering whitepaper and technical research analysis.
Packages | Technical Whitepaper
Packages — Engineering whitepaper and technical research analysis.
Persona Schema Theoretical Basis and Attribute Construction Plan | Technical Whitepaper
Persona Schema Theoretical Basis and Attribute Construction Plan — Engineering whitepaper and technical research analysis.
Amazon Persona Inference Pilot: 2 Users | Technical Whitepaper
Amazon Persona Inference Pilot: 2 Users — Engineering whitepaper and technical research analysis.
Persona Pipeline | Technical Whitepaper
Persona Pipeline — Engineering whitepaper and technical research analysis.
Playground REST API | Technical Whitepaper
Playground REST API — Engineering whitepaper and technical research analysis.
SPEC
SPEC — PR Evidence Monitor (`pr_evidence` pack) — Engineering whitepaper and technical research analysis.
Privacy Policy | Technical Whitepaper
Privacy Policy — Engineering whitepaper and technical research analysis.
Project Status: OMEGA Swarm Mesh | Technical Whitepaper
Project Status: OMEGA Swarm Mesh — Engineering whitepaper and technical research analysis.
Prompt | Technical Whitepaper
Prompt — Engineering whitepaper and technical research analysis.
Prospect Look
Prospect Look-alike Communities — v1 (2026-05-18) — Engineering whitepaper and technical research analysis.
Messaging API protocol | Technical Whitepaper
Messaging API protocol — Engineering whitepaper and technical research analysis.
Full DAG Quality Control | Technical Whitepaper
Full DAG Quality Control — Engineering whitepaper and technical research analysis.
Price Sensitivity Survey
Price Sensitivity Survey — Hasbro Gaming Candy Land Kingdom — Engineering whitepaper and technical research analysis.
Quickstart | Technical Whitepaper
Quickstart — Engineering whitepaper and technical research analysis.
Reporting and evaluation | Technical Whitepaper
Reporting and evaluation — Engineering whitepaper and technical research analysis.
Research | Technical Whitepaper
Research — Engineering whitepaper and technical research analysis.
PROVEN
PROVEN — Result Contract v0 — Engineering whitepaper and technical research analysis.
PROVEN
PROVEN — Result Contract v1 — Engineering whitepaper and technical research analysis.
Stable runtime boundary | Technical Whitepaper
Stable runtime boundary — Engineering whitepaper and technical research analysis.
Playground Runtime Runbook | Technical Whitepaper
Playground Runtime Runbook — Engineering whitepaper and technical research analysis.
Full DAG Sampling Method | Technical Whitepaper
Full DAG Sampling Method — Engineering whitepaper and technical research analysis.
Security | Technical Whitepaper
Security — Engineering whitepaper and technical research analysis.
Customer segmentation framework + product recommendation seeds
Customer segmentation framework + product recommendation seeds — FR + GB, 180-day window — Engineering whitepaper and technical research analysis.
Self
Technical whitepaper on Self-Healing Ai Swarm Networks. Architecture, mathematical modeling, and production implementation.
Session_Log | Technical Whitepaper
Session_Log — Engineering whitepaper and technical research analysis.
Shared core metrics | Technical Whitepaper
Shared core metrics — Engineering whitepaper and technical research analysis.
User guidelines | Technical Whitepaper
User guidelines — Engineering whitepaper and technical research analysis.
Structured output quick reference | Technical Whitepaper
Structured output quick reference — Engineering whitepaper and technical research analysis.
swarph.ai deploy runbook | Technical Whitepaper
swarph.ai deploy runbook — Engineering whitepaper and technical research analysis.
Swarph Bench Tool | Swarph AI Whitepaper
Technical whitepaper on Swarph Bench Tool. Architecture, mathematical modeling, and production implementation.
Swarph as substrate
Swarph as substrate — atoms / cells / OS-as-host — Engineering whitepaper and technical research analysis.
Tadaaah.ai: Autonomous AI Services & Workflow Automation for Small & Medium Enterprises | Technical Whitepaper
Whitepaper on tadaaah.ai AI services for small & medium enterprises. Deep mathematical analysis, system architecture, performance benchmarks, and produc...
Application task structure | Technical Whitepaper
Application task structure — Engineering whitepaper and technical research analysis.
Hasbro Gaming Candy Land Kingdom Price Sensitivity Survey | Technical Whitepaper
Hasbro Gaming Candy Land Kingdom Price Sensitivity Survey — Engineering whitepaper and technical research analysis.
PROVEN
PROVEN — `swarph_shared.triage`: the producer layer — Engineering whitepaper and technical research analysis.
Validation | Technical Whitepaper
Validation — Engineering whitepaper and technical research analysis.
Web interaction modes | Technical Whitepaper
Web interaction modes — Engineering whitepaper and technical research analysis.
Claude Code Web App
Claude Code Web App — Mesh Vertex Install — Engineering whitepaper and technical research analysis.
The Weekly Council of the Ten
The Weekly Council of the Ten — design (v0) — Engineering whitepaper and technical research analysis.
claude
claude-service on Windows — install notes — Engineering whitepaper and technical research analysis.
Zero
Technical whitepaper on Zero-Latency Agent Mesh Protocol. Architecture, mathematical modeling, and production implementation.