The Thinking Network Series
The Thinking Network
A documented journey in building autonomous intelligence from the ground up, written for the THT community who asked to understand AI from the inside out. No computer science degree required. Just curiosity and a willingness to travel.
Some of you have been asking about AI. Not the surface-level questions. The real ones. How does it actually work, what is it doing underneath, and is there a way to understand it that doesn't require taking someone else's word for it.
This series is the answer. Not a course. Not a tutorial. A real-time documented journey through building a carrier-grade AI research environment from the ground up, on commodity hardware, using open source tooling. The failures are honest. The progress is real. The understanding you take away is yours.
The Field Work
Installment 1: The Invitation. The foundational prompt to build an autonomous intelligence from the ground up using a four-node diamond topology running on repurposed hardware.

Installment 2: Network Virtualization & The Workshop. Setting up the digital workshop using Ubuntu, Docker, and Containerlab to host the Nokia SR Linux operating system

Installment 3: Bare-Metal Linux Infrastructure for AI Networks. Changing the workshop floor by migrating to Garuda Linux to establish a precise, predictable host operating system.

Installment 4: Containerlab & The Fabric Deploy. Transforming a single source-of-truth configuration script into thirteen running containers and eight virtual links in thirty seconds.

Installment 5: IS-IS Routing & The Network Underlay. Configuring one of the oldest backbone protocols so the routers flood the link-state database and independently calculate the shortest path.

Installment 6: The BGP Overlay & EVPN Services. Building the iBGP full-mesh overlay and EVPN layer to carry service routes and establish the control plane levers for traffic engineering.

Installment 7: Automated Network Health Audits. Executing a programmatic 17-point health validation to ensure the control plane is stable before exposing it to the intelligence layer.
Coming Soon
Installment 8: The Sensing Layer & Streaming Telemetry. Replacing legacy static polling with a high-frequency gNMI streaming telemetry pipeline to create a continuous operational nervous system.
Coming Soon
Installment 9: Reactive BGP Automation & SR Linux. Constructing a reactive, closed-loop actuator that monitors Prometheus metrics and autonomously alters BGP Local Preference to mitigate immediate SLA breaches.
Coming Soon
Installment 10: Predictive Routing with Machine Learning. Moving beyond simple thresholds by training a local linear regression model on rolling telemetry data to forecast congestion and proactively steer traffic before a breach occurs.
Coming Soon
Installment 11: AI Trust Layers & Explainable Networking. Defining a mathematical Trust Index Formula based on accuracy, reliability, and explainability to establish a safety threshold for autonomous operations.
Coming Soon
Installment 12: Live AI Telemetry & Automated Fallbacks. Wiring the trust monitor to live data and executing a Chaos Engineering test to prove the network autonomously suspends AI authority during a sensing failure.
Coming Soon