DOIL · open concept
The self-driving NOC

The network you have.
The network you want.
Close the gap.

Intent in, operations out. State the goal — AI agents plan it, prove it in simulation, and run it on the network.

The two ideas everything hangs on

The Reality Twin

Reality says what the network is. The digital twin says what it should be. The Reality Twin reasons across the two — with context from every operational app — and writes the situation down: "model says all-clear, RF says spoofed, SLA breaches in 18 minutes." That narrative is what the agents act on. Then it goes into the loop.

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Deterministic Autonomy

The only way you can actually build this. Put the intelligence where it matters — at build time, acting from experience and authority, reasoning hard while you can still verify it. Make operation the opposite — deterministic, secure, reliable, bounded; no runtime improvisation. A certification loop ties them: automations are synthesised, certified before they run, re-certified as they learn. Autonomy you can sign off on.

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More thinking

API-to-Agents

From APIs as integration points to agents as the operating layer.

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Persistent Context

Memory that accumulates institutional knowledge across operations.

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Developer Revolution

Context engineering and coordination between agent and human.

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All notes

The full set of essays.

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The DarkNOC showcase

The ideas above are built, not slideware. Two surfaces show the machinery whole.

Simulators

10 network twins. Bidirectional sync. TMF v5.0 signal flows. Conversational query. Not a digital twin — a Reality Twin: signals in, models in the middle, agents acting back out.

Enter the constellation →

Cockpit

Hangar, Altimeter, Radar, Flight Deck. A cockpit view of the network — composite indexes, compartment models, agent and simulator feeds on one pane of glass.

Step into the cockpit →
The open toolchain

DOIL is a language, so it ships like one — $ doilgen compile incident_replayer.doil --target=twin. Also in the open repo: the agent registry and a full professional IDE on Monaco (stable, interconnected, built for production).

DOIL compiler

Compiles .doil to React/Next.js UIs, LangGraph agents, Docker/K8s.

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DOIL wizard

Concept wizard: Basics → Tasks → MCP → LLM → Generate.

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VSCode extension

Syntax, IntelliSense, MCP-aware completion, compile on Ctrl+Shift+C.

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Test environment

Jest + RTL + LangGraph + K8s validation before anything runs.

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