Is Over-optimisation a Thing?

Building the Mechanical Parrot


1 | Is The Lid of Pandoras Box Wide-Open?

Article illustration — is-over-optimisation-a-thing

In relation to both Quantum and AI, Pandora’s box is no longer ajar; it’s on the floor and the hinges have popped. Artificial intelligence is already rewriting business playbooks, now quantum computing is adding an after-burner to its power.

Innovation will not stop, a lot of money has been invested - The World is going Quantum.

Welcome to the Quantum Age. It’s started. You are in it. Lets get it working.


2 | Quantum - Why Bother?

Quantum is a gigantic leap forward in our technological evolution, as impactful as any in the past.

Teams that do not adapt will wither and die. Existing business models may be disrupted to a point where they are no longer relevant, markets will shift.

**Business Teams:**Receive a new type of computation on the table for previously unsolvable business problems. New avenues of innovation and exploration are enabled. Improved levels of optimisation, simulation and computation are now available.

Engineering: More qubits mean exploring millions of possibilities in one gulp, ideal for tough puzzles such as protein folding or super-charging route optimisation, we are only just starting at scratch and the possibilities.

Security Teams: The same physics that weakens today’s encryption also lets us build quantum-safe versions. We need a big security update, and have a Quantum Internet to build.

Product Teams: Product teams will look at Quantum enablement of applications, cross overs and benefits much in the same way that they are adapting and integrating AI into their product strategy and positioning roadmaps.

Marketing Teams: Expect the normal cycle of now With Quantum! New business messages, value propositions and catchphrase, but please no more “Quantum Leap” headlines.

Leadership Teams: Need clear counsel to separate noise from market shifting signals. There will be an increased hype level around Quantum, leadership should be encouraging up-skilling and early pilots now and encourage their teams to share use cases, benchmarks and ROI studies openly and collaboratively.

**Investors:**Anew incredibly disruptive technology cycle on the horizon where the right bets will drive skyrocketing returns.

Lawyers: Agreements to revisit, redefine and reset.


3 | Does Quantum Compute Actually Work?

Yes-it is early but real:

There are case studies, ROI studies, benchmarking studies starting to trickle in. It is not quite star trek yet but thats the long term direction. We need more Case Studies

  • Quantum for network planning
  • Quantum sensing
  • Quantum navigation systems

Therese are just three of the areas where quantum is working now, there are many more early stage deployments producing encouraging results.

Quantum computing may have power reduction benefits for large enterprises running certain types of computation, and AI - which means that the ROI may be as simple as an electricity bill calculation.

Quantum is still working out how it scale and move out of the labs into production over the next 36 months.

4 | How does Quantum work with AI?

  • AI for error-correction: Machine-learning models tune qubit stability.
  • Quantum for AI design: Quantum search speeds up neural-network training. Together, they form a positive feedback loop that accelerates both fields.

Together they are both highly powerful, highly disruptive, highly complimentary technologies, with potentially endless hybrid use cases as the technology improves.

Its early days, we are only seeing results in quite limited datasets, needs benchmarking and its early days - but we are starting to see results. Cassandre Notton from Quandella explains.


5 | Will Quantum Be A Cloud Switch-On?

In a large part. Yes.

Major providers already expose small quantum back-ends via the browser.

Expect to see “Quantum-enabled” checkbox in your favourite workflow engine and let the qubits grind through your toughest optimisation or simulation jobs.

Thats going to open up avenues of innovation in ways that we can’t quite yet imagine.

Right now we are working out what cloud pathways look like for effective activation.



7 | What does the road ahead look like?

  1. Next 6 months: Niche pilots reach ROI in Quantum, there are already a number of large scale projects running throughout the EU, Asia and Americas.
  2. 6–12 months: “Quantum-powered” badges decorate nearly every software site; industry benchmarks solidify as we work out where Quantum fits into corporate IT.
  3. 12–24 months: Quantum-secure networks scale—Europe targets a continent-wide backbone by 2030 organisations undergo a steep learning curve.
  4. 36 months: Fewer qubits per calculation plus bigger chips mean practical, mid-size workloads move to production.
  5. Risk - complicated and Increasing cybersecurity risk across all critical infrastructure. Senior stake holder should seek CISO and security teams engagement. CISOs can engage other CISOs at QSECDEF. Significant disruption risk worthy of board level discussion.

8 | What will the societal shockwaves be?

  • Longevity impact: Faster drug pipelines could stretch average lifespans, bringing significant expense extra birthday candles. Likely to have demographic impact.
  • Financial flux: Quantum-optimised trading may either smooth or spike volatility; regulators need fresh playbooks, benchmarks, watermarks and guidelines that still need figuring out. Early stage quantum financial modelling needs computation improvement, new algorithms and time to become effective at scale. If Quantum will ever have “at scale” impact to trading systems is under-evaluation, its likely that it will.
  • Finding a Balance: Countries that do not re-skill for AI and Quantum Technologies will be at economic, military and technological disadvantage.
  • Interface illusion: Chatbots with “personality packs” will mirror us so well they might trick our brains into believing they’re conscious.

Four of hundreds


9 | What Guard Rails Are Needed Around Quantum and AI Tech?

  1. Transparent labelling—users must know when they’re talking to silicon. There needs to be tighter regulation around human like interfaces to ensure they are non addictive, and non manipulative.
  2. Benchmark standards—clear weights-and-measures for qubit quality. Operating benchmarks for a vast number of new metrics, standards and performance measures across new technologies in Telecoms, Cyber, Compute, Networks and more.
  3. Quantum-safe security—Quantum security projects are incredibly complex, take longer than planned and already need to be underway. Cryptographic discovery is now an urgent project.

many more requirements still to be defined,


10 | How Can I Get Started With Quantum

  • Upskill teams-quantum literacy will be tomorrow’s spreadsheet fluency.
  • Run pilots now-hands-on beats hand-wringing. Identify and discuss use cases.
  • Simulate - Play with a simulator, train teams
  • Stay human-centric-keep the mechanical parrot on your shoulder, not at the steering wheel. Implement training for users and core stakeholders.

Speak. to our team at Quantum Security and Defence and let us connect you to relevant stakeholders.

Steven Vaile

Steven Vaile

Board technology advisor and QSECDEF co-founder. Writes on AI governance, quantum security, and commercial strategy for boards and deep tech founders.