
US officials push quantum manufacturing to hold lead over China
A quantum-primacy commission says China's factories and supply chains could erode US research and investment strengths.
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A quantum-primacy commission says China's factories and supply chains could erode US research and investment strengths.

Scott Aaronson says he does not fully follow the proof but accepts it after Lean autoformalization.
Noninterference and simulation-based definitions are proved equivalent, with verification via quantum Hoare logic and self-conjugation.
On two layers it scores 54.6% on MATH-500 versus 51.7% for a GPT-6 Astra edit and 7.9% for the base model.
LLM agents synthesize novel quantum programs in Lean and verify them, improving baselines by up to 290x.
The scheme uses GHZ state and achieves rate 3/N for forest graphs, more efficient than prior work, with capacity 4/6 for G=3K_2.

Equifax CISO Jeremy Koppen and others emphasize AI-driven operations, tailored risk ratings, and identity controls for enterprise AI agents in 2027.
New isometry-based framework extends Compressed Oracle method for space-bounded quantum adversaries.
A single-pass LCU keeps a gradient-variance lower bound, while interleaved Haar sampling can concentrate exponentially.
Assuming post-quantum LWE hardness, the protocol also yields classical verification of quantum sampling and remote state preparation.

Claude Mythos 5 autonomously designed quantum circuits that beat published designs, sometimes by an order of magnitude.
Learned models predict high-quality QAOA angles in one pass, matching slower per-instance solvers.
LLM-guided evolutionary search finds quantum circuits that cut Toffoli and qubit costs on seven of eight tasks.

Lawmakers are urged to speed the U.S. post-quantum cryptography transition before quantum computers break current encryption.

Cisco’s Quantum Network Controller prototype lets applications order entanglement on demand across a shared fabric.
Pareto quantum-kernel selection on real malware beaconing slightly beats a classical one-class SVM baseline.
Tight quantum query bounds show high XEB scores certify near-ideal randomness from untrusted samplers.
Proving quantum commitments exist unconditionally requires solving either the unitary synthesis problem or the BPP vs NEXP question, linking cryptographic assumptions to classical complexity open problems.
Quantum algorithms solve ternary vector subset-sum with fewer samples, backed by rigorous classical binary-error LWE methods.
Researchers propose verifiable quantum advantage using planted cubic IQP polynomials and a faster classical cross-entropy check.
A complexity paper characterizes two-message quantum proofs with short prover messages via state distinguishability.
A certified repair framework evaluates inexact and quantum linear solvers inside Kalman estimation, including a power-grid study.
Researchers apply QAOA on IBM Heron hardware to select ROP chains that escalate Linux privileges.
New lower bounds tie robust CDS randomness to communication complexity and inner-product routing entanglement to sign rank.
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