Physics-native consulting · advanced energy systems

Your lab,
with an operating system.

Nornec deploys physics-aware agents that run experiments, detect regime shifts, and steer instruments — so your R&D team stops babysitting hardware and starts making decisions. Every engagement is principal-led and grounded in first principles.

24/7 instrument monitoring Physics-aware anomaly detection Human-in-the-loop governance
TENSOR / Lab Control Loop ● LIVE
Measure
PMT · Timepix3 · spectrometer · PLC
Interpret
Anomaly model · regime classifier · physics gate
Decide
Continue · pause · sweep parameter · alert
Act
Setpoint update · next run · data hand-off
runs: 8,421 anomalies: 134 reviewed mode: autonomous
24/7
Autonomous lab loops
P1
Principal-led engagements
4-loop
Measure → Interpret → Decide → Act

Engineering judgment

Grounded in first principles.

Nornec is a boutique, principal-led consultancy for advanced and emerging energy systems. When a technology sits at the edge of what's proven, we tell you what the physics actually permits — and what it doesn't — before the engineering and the money follow.

Principal-led Physics-native Norway · EU

The principal

Sindre Zeiner-Gundersen

A physicist working at the frontier of energy science — pulsed plasma electrolysis, hydrogen Rydberg matter, and the systems built on top of them. Nornec exists so that work reaches clients without being diluted through layers of a firm.

  • PhD candidate, University of Iceland
  • Technical Advisor, Joi Scientific
  • Founder, Aidevo AS

Approach

We reason from the laws down, not the brochure up.

Advanced energy attracts confident claims. Our method is to start where the physics is non-negotiable and only then ask what the engineering and economics can deliver.

01 — Conservation first

Mass and energy set the ceiling

A claim that needs a free lunch is settled before any modelling begins — no exceptions made for novelty.

02 — Calibrated to reality

Model against real plant and lab data

Kinetics, emissions, capture and cost are modelled against real data. The uncertainty is named, not hidden.

03 — Written to survive scrutiny

Every conclusion carries its reasoning

Every conclusion is structured to hold up in front of a due-diligence team, a board, or a funding agency.

What we build

Lab operating systems,
not dashboards.

Most labs collect data. Ours acts on it. We design agent loops that understand the physics of the experiment — so they know when a signal is real, when an instrument is drifting, and when the next run should stop before it wastes a campaign.

Autonomous Lab Operating System

Physics-aware agents that run experiments, detect regime shifts, and steer instruments around the clock.

Physics-aware control

Agents reason from conservation laws, signal statistics, and instrument physics — not just thresholds. They know when to keep running and when to call a human.

Human-in-the-loop governance

Autonomous where safe, escalated where it matters. Every claim, decision, and parameter change is logged and reviewable.

Engagement models

Three ways to make your lab autonomous.

Fixed-scope packages. No slideware — we ship working control logic, agent prompts, and a runbook your team owns.

Package 01

Lab Audit

A 48-hour review of your instrumentation, data flow, and decision points. We map where agents can take over — and where humans must stay in charge.

  • Instrument topology map
  • Agent-readiness scorecard
  • 90-day roadmap
Enquire →
Most selected
Package 02

Agent Deployment

We build, deploy, and hand over one autonomous loop for your experiment — measurement, interpretation, decision, and actuation — integrated with your existing hardware.

  • Custom agent loop
  • Instrument integration
  • Runbook + hand-off training
Enquire →
Package 03

Lab OS Retainer

Standing principal access and continuous agent improvement. We tune models, add new loops, and keep the system aligned with your research programme.

  • Monthly agent sprints
  • Priority support
  • Roadmap co-development
Enquire →

Consulting services

Scoped engagements, fixed in advance.

Clear deliverables and scope fixed in advance — so the conversation stays about the physics, and pricing follows once the problem is understood.

S—01

Technical review

An independent physics read on a technology, claim, or process design. What's sound, what's borderline, what fails.

S—02

Feasibility & systems study

Full feasibility for an energy system or sub-system — thermodynamics, kinetics, integration and economics, with sensitivities.

S—03

Pre-FEED & investor package

Investment-grade documentation for advanced energy projects, built to withstand external technical due diligence.

S—04

Technical advisory retainer

Standing access to principal-level judgment across an evolving programme of work, claims and decisions.

Domains

Where we work.

Concentrated in advanced and emerging energy — the areas where first-principles reasoning earns its keep.

Hydrogen production
Plasma electrolysis
Ammonia & methanol
Carbon capture
Waste-to-energy
Nuclear fission
Fusion concepts
Emerging energy claims

Case: TENSOR

An autonomous research station for pulsed plasma electrolysis.

TENSOR monitors hydrogen R&D experiments from a local Ollama cluster, reading instrument streams, proposing next runs, and escalating anomalies to the principal. It runs when the lab is empty.

  • 01 Multi-channel ingestion: PMT, Timepix3, power supplies, PLCs
  • 02 Physics-aware anomaly model with falsification gate
  • 03 Self-directed run queue and escalation protocol
Read the TENSOR architecture →
TENSOR live view ● RUNNING
PMT count rate
1.24 × 10⁴ cps
↗ within regime
Pulse energy
142.6 mJ
↔ nominal
Active decision queue
Increase repetition rate to 12 Hz AUTO
Flag PMT burst at t=14,023 s for review HUMAN
Archive run #0841 to Supabase DONE
last agent cycle: 7 s ago model: gpt-oss:120b @ local cluster

Energy systems

Still grounded in process physics.

Lab autonomy sits on top of the same first-principles discipline that powers our energy and process work. We don't sell software — we bring the physics into the loop.

Nuclear Infrastructure Technical Due Diligence

SMR validation, data-center-nuclear interconnect DD, advanced reactor design review.

Frontier Energy R&D Advisory

Fusion program technical advisory, plasma diagnostics architecture, IP/patent strategy.

Technical Due Diligence — Complex Low-Carbon Infrastructure

Bespoke DD on multi-vendor, multi-technology low-carbon projects.

Two instruments, one discipline

Nornec is the judgment. Aidevo is the engine.

Nornec delivers principal-led consulting. Aidevo AS — the companion firm — productises the same physics into an admissibility kernel and a shelf of feasibility engines, for when the work calls for software rather than a study.

The reasoning is identical; only the form changes. Engagements move between the two as the problem demands.

Visit Aidevo →

“If a claim sounds too good, that's the one to send.”

Tell us what you're evaluating. We'll tell you what the physics permits — directly, and in writing.

szg@nornec.com →

Let the agents run overnight.

Book a 30-minute diagnostic call. We'll tell you where your lab is ready for autonomy — and where it isn't.

Book a call →