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Notes from the
evidence side of quantum.

Short, opinionated pieces on how to tell a quantum claim from a quantum slogan — written by the team that grades them. No roadmaps to sell, no modality to defend. Just the questions we ask before any claim earns a verdict.

Insights · 2026

What we are reading, grading, and arguing about.

These pieces are our own opinion and general information — not advice. Nothing here is investment, financial, legal, tax, or medical advice. Figures marked Illustrative are examples to show method, not measured results or external statistics cited as fact.

Why "quantum advantage" needs a classical baseline

A speedup is a comparison. Without the thing you are comparing against, it is just a number.

"Quantum advantage" is a relative claim wearing the costume of an absolute one. A result is only an advantage over something — and that something is the best classical method, run on the same problem at the same size, by someone trying to win. Most of the claims we grade omit exactly this. The quantum side is specified in detail; the classical comparator is a strawman, an older algorithm, or simply absent. When that happens, we do not call it a weak advantage. We call it an unmeasured one, and the claim is flagged needs-baseline.

The discipline is concrete. Name the benchmark, fix the problem size, and state the classical baseline against which the quantum number was taken — ideally a tuned, current classical method, not the textbook one. If any of the three is missing, the strongest honest verdict is Monitor or Require further diligence, never Proceed. This is not pedantry. Classical algorithms keep improving, and several celebrated "advantages" have quietly narrowed or vanished once a sharper classical comparator showed up. A claim that cannot survive a serious baseline was never really making one.

Harvest-now, decrypt-later: scope PQC by data shelf-life, not headlines

The right trigger for post-quantum work is how long your secrets must stay secret — not when a quantum computer arrives.

The post-quantum conversation gets distorted by timeline arguments: when does a cryptographically relevant quantum computer arrive, and is it five years out or twenty? It is the wrong question to plan around. Under harvest-now, decrypt-later, an adversary records encrypted traffic today and decrypts it whenever the capability lands. So the exposure that matters is set now, by the shelf-life of the data — not by a date on a roadmap.

That reframes prioritization into something you can act on without predicting the future. Inventory what you protect, mark how long each secret must hold, and migrate the long-lived ones first — long-retention records, root keys, firmware-signing keys — toward the finalized NIST standards (FIPS 203 ML-KEM for key exchange, FIPS 204 ML-DSA and FIPS 205 SLH-DSA for signatures). Build crypto-agility so the next swap is configuration, not re-engineering. A secret that must stay confidential for a decade is already inside the window; the headline date is a distraction from that fact.

How to read a quantum roadmap without the hype

A roadmap is a set of promises. The useful skill is separating the falsifiable ones from the decorative ones.

Most quantum roadmaps mix two kinds of statements, and the trouble starts when readers treat them as one. The first kind is falsifiable: a qubit count, an error rate, a milestone with a date you could later check. The second is decorative: "transformative," "industry-leading," a logarithmic curve bending toward an unspecified breakthrough. Decorative claims are not lies — they are just not evidence. The first thing we do with a roadmap is sort every line into one bucket or the other.

Then we read the falsifiable lines against what they cost. Raw qubit count means little without an error rate and a notion of logical qubits; a demo means little without the problem size and whether a classical machine still does it faster. We weight past milestones the team actually hit over future ones they merely drew, and we treat a precise "not yet" as more credible than a confident "soon." A roadmap that hides its assumptions is not bullish — it is unreadable, and unreadable earns Require further diligence, not the benefit of the doubt.

TRL-honest diligence for dual-use quantum

In dual-use programs, the gap between a lab result and a fielded capability is the whole risk — so name the TRL and refuse to round it up.

Defense and dual-use buyers live with a specific failure mode: a genuine laboratory result gets read as a near-fielded capability, and a procurement decision rides on the difference. Technology Readiness Levels exist to stop exactly this, but only if applied honestly. A breakthrough at TRL 3 or 4 — validated in a controlled setting — is real and is also years and several un-de-risked steps away from a system that works in the field, at scale, under adversarial conditions. Conflating the two is the most expensive mistake in the category.

TRL-honest diligence means stating the level plainly, citing the evidence that supports it, and naming what each further level demands rather than assuming it follows. It means flagging where dual-use framing borrows credibility from a defense context the result has not actually earned. The honest output is often Monitor — promising, worth tracking, not yet deployable — and saying so is the value, not a hedge. A grade that rounds TRL up to please the reader is worse than no grade at all.

A note on how we grade. Where our platform attaches a score, it is a transparent, rule-based heuristic over features of the text — presence of a named baseline, a problem size, a citation, a labelled figure. It is not a sentiment score and not a statistically validated model; it is a checklist made explicit. Public verdicts use three words on purpose: Proceed, Monitor, or Require further diligence. Every customer-facing report is held in draft until an internal reviewer approves it — a gate enforced in software. We do not represent that an independent outside expert reviews every report, and for high-stakes decisions we recommend your own independent expert review in addition to ours.

Want these as briefs, not blog posts?

We do not run an email list or a capture form. If you have a specific claim, paper, program, or cryptographic estate in front of you, bring it to us at /#contact — we respond with scope and a fixed price. Everything on this page is our own opinion and general information, not advice.