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The references behind the analysis.

Standards, research papers, public records, and technical documentation remain directly inspectable. Duplicate URLs are removed; source notes stay attached to their original reference.

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Unique references
148
Publisher domains
55
Technical articles
61

01Publisher directory

Open only the publisher you need. Each record links to the original public source in a new tab.

013gpp.org2
  1. 013GPP AI/ML for NG-RAN and 5G-Advanced toward 6GRAN intelligence, data collection, model training, model inference, slicing, CCO, mobility, and network energy use.
  2. 023GPP Release 20, 5G-Advanced and 6G studiesRelease 20 keeps 5G-Advanced moving while starting formal 6G study work, with June 2026 architecture milestones.
02aa.com.tr1
  1. 01Anadolu Agency: Turkiye unveils quantum roadmap for defense industryNews report on Turkiye's defense-industry quantum roadmap, platform opening, and related programme announcements.
03ai-ran.org1
  1. 01AI-RAN Alliance: AI-native RAN from white papers to validationIndustry framing for AI-native RAN design, validation, and 6G-era network intelligence.
04ai.mil1
  1. 01DoD Chief Digital and AI Office Responsible AI resourcesCDAO Responsible AI Toolkit page with lifecycle, governance, and assurance materials for AI capability development.
05arxiv.org14
  1. 01Computing neutrino cross sections from Euclidian responsesFlux-averaged cross sections from Euclidean-response moments without Laplace inversion.
  2. 02Grand challenges in the applications of quantum computersApplication-driven framing for useful quantum computation across chemistry, materials, optimization, and science.
  3. 03O-16 electroweak response functions from first principlesCoupled-cluster/LIT electroweak responses with Bayesian uncertainty analysis.
  4. 04Optimized binning for response function reconstructionAdaptive Chebyshev-bin reconstruction and analytical reconstruction uncertainty.
  5. 05QANTIS foundational study PDFPrimary source for the rare-observation yield and short closed-loop Tiger results.
  6. 06QANTIS hardware-calibrated sequential POMDP belief updates (arXiv:2607.06760)Official arXiv abstract for the controlled IBM Heron case study of a calibrated rare-evidence belief-update service.
  7. 07QANTIS hardware-calibrated sequential POMDP paper (PDF)Full 10-page paper with the service contract, claim hierarchy, hardware controls, calibration results, and operating boundaries.
  8. 08QANTIS: hardware-validated quantum POMDP planning and MTDA (arXiv:2603.00785)The original public QANTIS paper covering quantum decision-making under uncertainty with hardware-validated experiments.
  9. 09Qiskit HumanEval: evaluating quantum code generationResearch benchmark for functional correctness in generated Qiskit programs.
  10. 10QuanBench+: benchmarking LLMs for quantum code generationResearch benchmark illustrating why generated quantum code still requires functional verification.
  11. 11Quantum error mitigation for Fourier moment computationFourier moments for nuclear EFT on IBM superconducting devices.
  12. 12Quantum-classical framework for many-fermion response functionsO-19 response computation with realistic internucleon interactions and a test probe.
  13. 13Spectral density reconstruction with Chebyshev polynomialsChebyshev reconstruction with finite-resolution error estimates.
  14. 14Workflow-centered reproducibility for quantum computingResearch record on treating quantum reproducibility as a workflow and provenance problem.
06aws.amazon.com3
  1. 01AWS AgentCore Gateway, February 2026
  2. 02AWS AgentCore policy, March 2026
  3. 03AWS AgentCore updates, April 2026
07bancaditalia.it1
  1. 01Banca d'Italia: G7 central banks publish first report on quantum technologiesCentral-bank announcement of the G7 quantum technologies report for financial-sector participants.
08bankofcanada.ca1
  1. 01G7 central banks quantum technologies report, June 2026G7 central banks reference report on quantum technology opportunities, risks, and preparation for the financial sector.
09blog.google1
  1. 01Google REPLIQA quantum biology initiative, May 2026Google Quantum AI and Google.org research programme for quantum-enabled questions in life sciences.
10bundesbank.de1
  1. 01Bundesbank: quantum technologies and the financial sectorFinancial-sector preparation guidance covering quantum computing, quantum communication, quantum sensing, and quantum security.
11cisa.gov2
  1. 01CISA product categories for post-quantum cryptography adoptionJanuary 2026 guidance for hardware and software categories that use or transition to PQC standards.
  2. 02CISA, NSA, and NIST — Quantum-Readiness: Migration to Post-Quantum CryptographyOfficial August 17, 2023 factsheet on roadmaps, cryptographic inventories, long-lived data, risk prioritization, and vendor engagement.
12creativecommons.org1
  1. 01Creative Commons Attribution 4.0 InternationalCC BY 4.0 license linked from the arXiv record for version 1 of arXiv:2607.06760.
13csrc.nist.gov9
  1. 01NIST CSWP 39upd1 — Considerations for Achieving Crypto AgilityFinal NIST white paper updated June 29, 2026 on replacing and adapting cryptography while preserving security and operations.
  2. 02NIST FIPS 203: ML-KEMFinal standard for ML-KEM, the module-lattice key-encapsulation mechanism used for quantum-resistant key establishment.
  3. 03NIST FIPS 204: ML-DSAFinal standard for ML-DSA, the module-lattice digital signature algorithm.
  4. 04NIST FIPS 205: SLH-DSAFinal standard for SLH-DSA, the stateless hash-based digital signature algorithm.
  5. 05NIST IR 8547 — Transition to Post-Quantum Cryptography StandardsInitial Public Draft published November 12, 2024; use its transition model as draft guidance, not a final rule.
  6. 06NIST IR 8610 — additional digital signatures round-two status reportFinal May 14, 2026 report advancing nine candidates to a third evaluation round; advancement is not standardization.
  7. 07NIST Post-Quantum Cryptography projectCurrent NIST project record separating finalized PQC standards from algorithms and guidance still in development.
  8. 08NIST selects HQC for standardizationOfficial March 11, 2025 selection notice; HQC was selected for a future standard and was not a final FIPS as of July 20, 2026.
  9. 09NIST SP 800-227 — Recommendations for Key-Encapsulation MechanismsFinal September 2025 guidance on KEM definitions, secure use, applications, and composition.
14darpa.mil4
  1. 01DARPA CLARA high-assurance AI programCompositional learning-and-reasoning program for high-assurance AI systems of systems.
  2. 02DARPA DICE Q&A, June 2026June 2026 Q&A for the DICE broad agency announcement.
  3. 03DARPA DICE: decentralized AI through controlled emergenceDecentralized coordination and local inference control for resilient heterogeneous AI agent collectives.
  4. 04DARPA RACER robotic autonomy programmeRobotic Autonomy in Complex Environments with Resiliency programme for off-road autonomy, perception, and resilient control.
15datatracker.ietf.org2
  1. 01IETF TLS WG — hybrid ECDHE-MLKEM key agreement for TLS 1.3Active Internet-Draft; version 05 was published May 26, 2026 with intended Proposed Standard status. The IESG had approved it and RFC Editor processing was in progress, but it was not yet an RFC on July 20, 2026.
  2. 02IETF TLS WG — ML-KEM post-quantum key agreement for TLS 1.3Active Internet-Draft; version 08 was published June 24, 2026 with intended Informational status. It was in Working Group Last Call with a revised draft needed on July 20, 2026.
16deepmind.google2
  1. 01Google DeepMind AI Control Roadmap, 2026Research roadmap for monitoring and mitigating risks from autonomous AI systems.
  2. 02Google DeepMind multi-agent AI safety research, June 2026Funding call and research agenda for sandboxes, network science, infrastructure security, and population-level oversight.
17developer.apple.com2
  1. 01Apple Foundation Models framework
  2. 02Apple Foundation Models updates, March 2026
18developer.nvidia.com1
  1. 01NVIDIA CUDA-Q quantum development platformHybrid quantum-classical programming across QPU, GPU, and CPU resources.
19developers.googleblog.com1
  1. 01Google Agentic Resource Discovery specification, June 2026Open specification for helping agents discover, use, and verify resources across websites and APIs.
20diana.nato.int1
  1. 01NATO DIANA — Multidomain Autonomy of Uncrewed SystemsOfficial public challenge brief describing resilient autonomy, cooperative sensing, decentralised mission management, interoperable systems, and civilian as well as defence contexts.
21digital-strategy.ec.europa.eu2
  1. 01EU coordinated roadmap for transition to post-quantum cryptographyJune 2026 NIS Cooperation Group roadmap for synchronized PQC transition across EU Member States.
  2. 02European Quantum Communication Infrastructure (EuroQCI)European Commission programme for terrestrial and space-based quantum communication infrastructure.
22docs.aws.amazon.com1
  1. 01Amazon Braket Hybrid JobsOfficial model for managed hybrid jobs, devices, queues, metrics, and persisted outputs.
23easa.europa.eu1
  1. 01EASA civil drones and U-spaceEuropean civil drone regulatory surface covering categories, safety rules, and U-space operations.
24faa.gov1
  1. 01FAA Unmanned Aircraft SystemsU.S. operating, safety, registration, Remote ID, and advanced-operation reference surface for civil UAS programmes.
25federalregister.gov1
  1. 01FAA BVLOS UAS proposed rule record, 2026Federal Register record for normalizing beyond-visual-line-of-sight UAS operations and related safety framework comments.
26github.com2
  1. 01Microsoft Quantum Development Kit repositoryPrimary open-source repository for the Quantum Development Kit and its current resource-estimation tooling.
  2. 02QANTIS Community Edition repositoryPrimary public software repository for the QANTIS Community Edition.
27gov.uk1
  1. 01UK MOD — JSP 936 Dependable AI in DefenceOfficial lifecycle direction for safe, robust, effective AI-enabled capabilities with appropriate human oversight, governance, development, and assurance.
28gsma.com2
  1. 01GSMA Post Quantum Telco Network Impact AssessmentTelecom dependencies and migration timelines for responsible quantum-safe transition.
  2. 02GSMA post-quantum cryptography document libraryTelecom-focused PQC publications, including implementation and prototype guidance updated in 2026.
29ibm.com3
  1. 01IBM Quantum hardware and roadmapRoadmap toward near-term advantage and large-scale fault-tolerant quantum computing.
  2. 02IBM Quantum Roadmap 2026Profiling, verification, debugging, and quantum-classical workload tooling for 2026 and beyond.
  3. 03IBM Quantum technology and roadmap
30ifr.org1
  1. 01International Federation of Robotics World RoboticsIndustrial and service robot market data, density, installation, and regional trend reference.
31initiatives.weforum.org1
  1. 01World Economic Forum Quantum in Financial Services initiativeIndustry initiative focused on quantum computing applications, readiness, and collaboration in financial services.
32investor.nvidia.com2
  1. 01NVIDIA physical AI models, January 2026
  2. 02NVIDIA physical AI, March 2026
33kuantum.ssb.gov.tr2
  1. 01SSB Quantum Algorithm CompetitionPublic competition surface for quantum algorithms and ecosystem participation.
  2. 02SSB Quantum Program Introduction and Turkiye Quantum Platform openingJune 2026 SSB event connecting defense industry, academia, private sector, and quantum technology providers.
34kuantumyarismasi.ssb.gov.tr1
  1. 01SSB Quantum Algorithm Competition application centerOfficial application portal for the 2026 competition: team formation, identity-verified member forms, and submission.
35learn.microsoft.com3
  1. 01Microsoft — Azure Quantum overviewOfficial platform overview describing QDK development, provider targets, and assumption-driven quantum resource estimation.
  2. 02Microsoft Quantum resource estimator output dataOfficial guide to physical-qubit, runtime, error, instruction, and magic-state-factory outputs and Pareto-optimal results.
  3. 03Microsoft Quantum resource estimator overviewOfficial description of application, architecture, error-correction, factory, and error-budget models used to estimate fault-tolerant resources.
36nato.int3
  1. 01NATO — Rapid Adoption Action PlanOfficial productisation context emphasizing problem-led demand signals, iterative co-development, TEVV, integration, and operational experimentation.
  2. 02NATO — Summary of the Autonomy Implementation PlanOfficial principles covering responsible use, interoperability, explainability, traceability, reliability, governability, experimentation, and trust.
  3. 03NATO revised Artificial Intelligence strategyResponsible use, interoperability, assurance, and defence AI adoption principles.
37nccoe.nist.gov1
  1. 01NIST NCCoE — Migration to Post-Quantum CryptographyCurrent project page for cryptographic discovery, inventory, interoperability testing, and migration practice work.
38newsroom.ibm.com2
  1. 01IBM and U.S. Department of Commerce announce Anderon quantum foundryMay 2026 IBM and U.S. Department of Commerce Letter of Intent for America's first purpose-built quantum foundry, supported by a proposed CHIPS award.
  2. 02IBM quantum computing investment, June 2026Five-year investment across R&D, manufacturing, M&A, and ecosystem expansion for fault-tolerant quantum systems.
39nist.gov4
  1. 01NIST — AI Risk Management FrameworkVoluntary framework for incorporating trustworthiness into AI design, development, use, and evaluation through governance and continuous risk management.
  2. 02NIST AI Agent Standards Initiative, February 2026AI agent interoperability and security priorities, including identity, authorization, monitoring, and logging.
  3. 03NIST finalized post-quantum cryptography standardsFIPS 203, 204, and 205 establish the first finalized U.S. PQC standards.
  4. 04NIST selects HQC as an additional PQC algorithmNIST selected HQC as an additional backup algorithm for post-quantum encryption.
40nvidia.com1
  1. 01NVIDIA Jetson Thor platform
41o-ran.org1
  1. 01O-RAN Alliance Release 5, June 2026AI/ML workflow services, RIC coordination, O-Cloud lifecycle management, TLS 1.3, Zero Trust, and AI/ML security controls.
42oir.nih.gov1
  1. 01NIH QIS and Quantum Sensing in Biology Interest GroupNIH interest group focused on quantum information science and quantum sensing in biological research.
43openai.com1
  1. 01OpenAI Responses API, March 2026
44openqasm.com1
  1. 01OpenQASM language specificationPrimary specification for the open quantum assembly language and its versioned semantics.
45pages.nist.gov1
  1. 01NIST NCCoE migration FAQLiving NIST migration resource, last updated June 30, 2026, organized around preparation, discovery, planning, testing, and validation.
46platform.openai.com1
  1. 01OpenAI agents platform
47pubmed.ncbi.nlm.nih.gov1
  1. 01What is quantum biology? PNAS/PubMed, 2026Perspective defining quantum biology as a field that links quantum effects to biological function.
48qflow.studio14
  1. 01QFlow Studio — visual quantum workflows from circuit to proofCurrent product overview for the canvas, generated source, runners, AI Builder, workflow record, and evidence path.
  2. 02QFlow Studio AcademyProduct surface for modules, runnable labs, attempts, instructor feedback, and certificate evidence.
  3. 03QFlow Studio Academy documentationDocumentation for learner and instructor flows, Code Lab, attempts, and evidence-backed progress.
  4. 04QFlow Studio component libraryDocumented circuit blocks, controls, and validation behavior available to visual workflows.
  5. 05QFlow Studio evidence packetsPublic Bell evidence example connecting source, route, run trace, counts, exports, reviewer note, and share boundary.
  6. 06QFlow Studio evidence-manifest documentationDocumented fields and privacy boundary for a reviewer-safe evidence record.
  7. 07QFlow Studio generated-code documentationProduct documentation for Qiskit, Cirq, and OpenQASM views linked to the visual workflow.
  8. 08QFlow Studio integration status matrixDated public status labels separating local, beta-submit, validation, preflight, credential-test, and planned routes.
  9. 09QFlow Studio lessons and Code LabProduct documentation for guided tasks, run checks, reset and save controls, exercises, and code-oriented learning examples.
  10. 10QFlow Studio Observatory documentationOfficial description of the Observatory workspace-health view, operational signals, and action queue.
  11. 11QFlow Studio product documentationPublic documentation index covering Studio, providers, runs, evidence, Academy, security, and APIs.
  12. 12QFlow Studio sample workflowsStatic public Bell, Grover, QAOA, and other examples; not presented as live provider jobs.
  13. 13QFlow Studio security and trust boundaryPublic description of private workspaces, provider credentials, permissions, and reviewer-safe sharing.
  14. 14QFlow Studio teacher workflowsProduct documentation explaining that teachers share the learner experience, hold an additional academic-source review permission, and use an admin-gated review surface.
49quantum.cloud.ibm.com30
  1. 01IBM Quantum — choose the right execution modeOfficial comparison of job, batch, and session behavior, including queue, drift, time, and usage tradeoffs.
  2. 02IBM Quantum — combine error mitigation optionsOfficial tutorial comparing unmitigated and selectively mitigated Estimator runs with explicit runtime options.
  3. 03IBM Quantum — error mitigation and suppression techniquesOfficial technical guide covering suppression, measurement mitigation, zero-noise extrapolation, probabilistic error amplification, and probabilistic error cancellation.
  4. 04IBM Quantum — estimate workload usageOfficial explanation of QPU usage accounting for jobs, batches, and sessions, including interactive and committed session time.
  5. 05IBM Quantum — Estimator inputs and outputsOfficial EstimatorV2 observable, parameter, precision, result, uncertainty, and metadata model.
  6. 06IBM Quantum — exact and noisy simulation with Qiskit AerOfficial distinction between exact simulation, explicit noise models, and real-hardware behavior.
  7. 07IBM Quantum — exact simulation with Qiskit SDK primitivesOfficial local reference-primitive workflow and its ideal, non-noisy boundary.
  8. 08IBM Quantum — Executor quickstartOfficial beta Executor workflow and its directed-execution boundary.
  9. 09IBM Quantum — install QiskitOfficial installation, virtual-environment, operating-system support, and troubleshooting guidance.
  10. 10IBM Quantum — introduction to Qiskit Runtime primitivesOfficial current definitions of EstimatorV2, SamplerV2, and the beta Executor primitive.
  11. 11IBM Quantum — maximum execution timeOfficial distinction between per-job QPU execution limits and batch or session time-to-live limits.
  12. 12IBM Quantum — migrate to V2 primitivesOfficial V2 inputs, outputs, ISA requirements, and removal boundary for V1 interfaces.
  13. 13IBM Quantum — minimize job run timeOfficial guidance connecting shots, requested precision, mitigation settings, execution limits, time, and QPU consumption.
  14. 14IBM Quantum — monitor or cancel a jobOfficial workload-state, job-ID, result retrieval, execution-span, and monitoring guidance.
  15. 15IBM Quantum — monitoring, calibration, and benchmarkingOfficial explanation of device drift, calibration activity, daily benchmarking, and interpretation context.
  16. 16IBM Quantum — Qiskit development workflowOfficial map, optimize, execute, and post-process development pattern.
  17. 17IBM Quantum — Qiskit quickstartOfficial simulator-first quickstart for building and sampling a Bell circuit locally without an account or API key.
  18. 18IBM Quantum — Qiskit Runtime execution modesOfficial definitions and scheduling boundaries for job, batch, and session execution modes.
  19. 19IBM Quantum — Qiskit Runtime Jobs APIOfficial REST contract for job creation, listing, metrics, results, tags, and audit events.
  20. 20IBM Quantum — Qiskit Runtime local testing modeOfficial guidance for fake backends, Aer simulators, QPU snapshots, and local-testing limitations.
  21. 21IBM Quantum — retrieve and save job resultsOfficial guidance for preserving workload identifiers and result data beyond an active session.
  22. 22IBM Quantum — run a first circuit on hardwareOfficial Qiskit pattern for mapping, optimizing, executing, and analysing a first workload on an IBM QPU.
  23. 23IBM Quantum — run jobs in a batchOfficial current Batch examples, lifecycle, and time-to-live behavior.
  24. 24IBM Quantum — run jobs in a sessionOfficial current Session examples, access boundary, and lifecycle guidance.
  25. 25IBM Quantum — Sampler inputs and outputsOfficial SamplerV2 PUB structure, shot inputs, result data, and metadata behavior.
  26. 26IBM Quantum — view backend detailsOfficial guidance for backend availability, topology, calibration properties, operation errors, CLOPS, status, and pending jobs.
  27. 27IBM Quantum ComposerOfficial visual circuit-composition documentation and its source-format boundaries.
  28. 28IBM Quantum Learning — computer science classroom modulesOfficial undergraduate-oriented module collection with prerequisites, simulator options, curriculum placement, and guided quantum protocols and algorithms.
  29. 29IBM Quantum Learning — modulesOfficial classroom modules combining background, Qiskit code, practice questions, and optional video material.
  30. 30IBM Quantum Learning — quantum noise and error mitigationOfficial learning material for simulator and hardware experiments with measurement mitigation, twirling, and zero-noise extrapolation.
50quantumai.google2
  1. 01Google Quantum AI — Cirq documentationOfficial documentation for the independent Cirq Python framework.
  2. 02Google Quantum AI roadmapMilestones from error suppression and logical qubits toward useful, error-corrected quantum computation.
51repo.scoap3.org1
  1. 01Physics Letters B record for the O-19 response frameworkPublished 12 May 2026 in Physics Letters B, article 140538.
52researchobject.org1
  1. 01Workflow Run RO-Crate working profileCommunity profile for packaging workflow-run provenance and research objects.
53rfc-editor.org3
  1. 01IETF RFC 9794 — Terminology for Post-Quantum Traditional Hybrid SchemesInformational RFC published June 2025 defining PQ/T hybrid terminology and its security distinctions.
  2. 02IETF RFC 9935 — ML-KEM algorithm identifiers for X.509 PKIStandards Track RFC published March 2026 for ML-KEM public and private key representation in X.509 PKI.
  3. 03IETF RFC 9936 — Use of ML-KEM in CMSStandards Track RFC published March 2026 for using ML-KEM in Cryptographic Message Syntax recipient processing.
54w3.org1
  1. 01W3C PROV overviewOpen provenance model for entities, activities, agents, and their relationships.
55whitehouse.gov3
  1. 01OMB M-26-15: Execution of the Migration to Post-Quantum CryptographyJune 2026 federal execution memo for post-quantum cryptography migration planning and reporting.
  2. 02White House EO 14412: Securing the Nation Against Advanced Cryptographic AttacksJune 2026 U.S. executive order accelerating federal migration to quantum-resistant cryptography.
  3. 03White House EO 14413: Ushering in the Next Frontier of Quantum InnovationJune 2026 U.S. executive order on quantum technology leadership, commercialization, and industrial capacity.