Resources
/resources
A curated reading list of the presentations, projects, hardware and sensor stack referenced throughout the session — everything you need to go deeper into the Ruflo ecosystem.
Presentations
Slides and keynotes covered in the session.
Agentic Engineering: A New Dawn with Ruflo Meta-Harness
presentation.sparklingideas.co.uk
Sparkling Ideas keynote on the Ruflo meta-harness and the shift from prompt-driven to self-learning agentic engineering.
Ruflo Keynote
ruflo.ruv.io
Official Ruflo keynote walkthrough — vision, architecture, and the perpetual learning loop powering v3.
Agentic Engineering
The broader Agentics movement — community, education and shared practice around agentic engineering.
Agentics.org
agentics.org
Home of the Agentics movement — the organisation championing agentic engineering as a discipline, with programmes, resources and events.
The OIA Model — Open Intelligence Architecture
oia.agentics.org
Agentics' reference architecture for open intelligence systems — a layered model with cross-cutting horizontal spans and a public decision log, presented as a concise reader's digest.
Agentics Community
community.agentics.org
The Agentics community hub — discussions, working groups and peer learning across the agentic-engineering ecosystem.
Agentics — LinkedIn
linkedin.com
Agentics on LinkedIn — the official company page with announcements, programmes and ecosystem updates from the Agentics movement.
Ruflo Ecosystem
Core Ruflo project, documentation, and the surrounding ruv.net stack.
Ruflo — User Guide
github.com
Canonical USERGUIDE.md — the source this documentation site is built from. Deep reference for every Ruflo subsystem.
Ruflo — GitHub Repository
github.com
Main Ruflo monorepo: agents, swarm coordination, hooks, neural router, AgentDB integration and CLI.
ruv.net
ruv.net
Home of Reuven Cohen's agentic engineering work — the umbrella for Ruflo, agentic-flow, AgentDB and RuVector.
agentic-flow
ruv.net
The orchestration layer Ruflo builds on: flow-based composition of agents, tools and providers.
AgentDB
agentdb.ruv.io
Database purpose-built for agents — persistent memory, controllers, vector search, and audit trails.
AgentDB — Live Demo
agentdb.ruv.io
Interactive demo to explore AgentDB queries, memory controllers and agent state in real time.
RuVector
ruv.net
High-performance vector + graph engine powering Ruflo's semantic memory, SONA, attention and embeddings.
RuVector — GitHub
github.com
Source for the RuVector packages: attention, sona, graph-node, WASM plugins and the PostgreSQL bridge.
Hardware — Cognitum
Edge appliances that run the full Ruflo stack and mesh together as a distributed sensory + reasoning fabric.
Cognitum
cognitum.one
Cognitum — purpose-built hardware for running agentic systems at the edge.
Cognitum Appliance
cognitum.one
The Cognitum Appliance: a self-contained box running the entire Ruflo stack, ready to mesh with peers.
Cognitum × RuVector
cognitum.one
How Cognitum integrates RuVector for on-device vector memory and graph reasoning.
Cognitum Deck — Technical
cognitum.one
Technical deck: hardware architecture, on-device stack, and how Cognitum runs the full Ruflo runtime at the edge.
Cognitum Deck — Security
cognitum.one
Security deck: trust model, isolation, key management and what 'agentic compute' looks like with a defensible footprint.
Cognitum Deck — Agentic OS
cognitum.one
Agentic OS deck: Cognitum as an operating system for agents — scheduling, memory, sensors and mesh-native primitives.
Cognitum Deck — Enterprise
cognitum.one
Enterprise deck: deployment patterns, fleet management and the business case for Cognitum inside larger organisations.
Shared Brain
Shared, persistent intelligence across agents and organisations — Ruflo's shared-brain pattern can be deployed for H&M.
Wi-Fi Sensing
Use commodity Wi-Fi radios as a passive sensor — motion, presence, gestures — no cameras required.
Community & Events
Recurring live sessions to learn, build and hack on Ruflo with the community.
People to Follow
LinkedIn activity streams worth following for daily insight into the Ruflo / agentic-engineering world.
Sensor Microcontrollers
Cheap ESP32-class boards you can attach to a computer or a Cognitum node. Cognitum devices run the full Ruflo stack and share sensor data in a mesh.
ESP32-C6 Microcontroller — The Pi Hut
thepihut.com
Low-cost ESP32-C6 board — Wi-Fi 6, BLE 5 and 802.15.4. Great starter sensor node for mesh deployments.
ESP32 Boards — AZ-Delivery UK
az-delivery.uk
Broad catalogue of affordable ESP32 variants and sensor add-ons suitable for building custom sensory attachments.
Reuven Cohen — LinkedIn Posts
Selected posts from Ruflo's creator — field notes, predictions and big-picture takes. Grouped by theme.
Vision & Industry Takes
Dynamic min-cut might be the biggest AI breakthrough…
linkedin.com
Why dynamic min-cut could be one of the most consequential recent AI breakthroughs — and what it unlocks for routing, planning and agentic systems.
The most interesting thing about NVIDIA's…
linkedin.com
Reuven's read on what NVIDIA's latest moves actually signal for the agentic stack — not the GPU headline, but the platform shift underneath it.
The future of software development is not…
linkedin.com
Why the next era of software isn't humans-writing-code-faster but agents that learn, build and operate systems perpetually.
The real story of the next few years is harness…
linkedin.com
The argument that the meta-harness — not the model — is where the value, moat and engineering effort will live for the next several years.
Based on what I'm seeing, the going rate…
linkedin.com
A market snapshot from the field — what serious agentic-engineering work is currently worth, and what that implies for teams and budgets.
For whatever it's worth, I've been the #1…
linkedin.com
Reflection on holding the #1 spot in the space — what it actually means, what it doesn't, and the work behind the ranking.
Ruflo Progress & Milestones
Needless to say, we had an epic month
linkedin.com
Month-in-review of Ruflo's progress: shipped features, ecosystem growth, and the trajectory the project is on.
Introducing Ruflo Graph Intelligence Engine
linkedin.com
Launch post for the Ruflo Graph Intelligence Engine — graph-native reasoning over agent memory, embeddings and relationships, sitting alongside RuVector and AgentDB.
My Loop — 10M
linkedin.com
Crossing 10M on the perpetual-learning loop — what that number represents and why the loop is the central Ruflo primitive.
Wi-Fi Sensing & Ambient Intelligence
The latest RuView release introduces…
linkedin.com
Release notes for the newest RuView drop — what's new in the Wi-Fi CSI sensing toolkit and what it now unlocks.
Using passive Wi-Fi signals, we are no longer…
linkedin.com
How passive Wi-Fi sensing changes what 'a sensor' even is — presence, motion and behaviour from radios that already exist in every room.
Ambient intelligence is the next big thing
linkedin.com
The pitch for ambient intelligence as the next paradigm — environments that perceive, reason and act, beyond chat and apps.
Philosophy & Big Ideas
What if the soul was never mystical at all?
linkedin.com
A speculative essay re-framing 'the soul' as something structural and informational rather than supernatural — and what that means for machine intelligence.
Every morning lately feels a bit surreal…
linkedin.com
A reflective note on what it feels like to be in the middle of the agentic shift — the pace, the strangeness, and what it implies about where we're heading.