Quantum · AI · Post-Quantum Security量子 · AI · 後量子安全
Services for Quantum Advantage & Cryptographic Resilience量子優勢與密碼韌性服務
QTQB delivers execution-focused programs across hybrid quantum computing, classical AI integration, and post-quantum cryptography—so teams can evaluate advantage, reduce operational risk, and plan secure migration without hype-driven roadmaps.
QTQB 提供涵蓋混合量子計算、古典 AI 整合與後量子密碼的可執行專案，協助團隊評估優勢、降低營運風險，並以務實路線規劃安全遷移。
QT-Flow | Quantum Portfolio Optimization
Design hybrid quantum-classical allocation pipelines for equities, futures, and digital assets. We formulate mean-variance, risk-parity, and multi-objective problems as quantum-compatible optimizers (QAOA-style / VQE-inspired encodings and classical warm-starts), then benchmark against production baselines.
為股票、期貨與數位資產設計混合量子–古典配置管線。將均值–方差、風險平價與多目標問題轉為量子相容優化形式（QAOA 風格 / VQE 啟發編碼與古典暖啟動），並對照生產基準評測。
Technical scope技術範圍
- Market data ingestion, feature engineering, and covariance / factor model construction行情導入、特徵工程與共變異 / 因子模型建構
- Hybrid optimizers: classical solvers + quantum-inspired / variational layers混合優化器：古典求解器 + 量子啟發 / 變分層
- Constraint handling: turnover, liquidity, sector, leverage, ESG flags約束處理：換手、流動性、產業、槓桿、ESG 標記
- Walk-forward backtests, stress scenarios, and IC / Sharpe attribution reports滾動回測、壓力情境與 IC / Sharpe 歸因報告
- Investment-committee ready explainability of quantum vs classical deltas面向投委會的量子 vs 古典差異可解釋報告
QML · Portfolio Construction · Risk ModelingQML · 投組建構 · 風險建模
QB-Shield | Post-Quantum Crypto Security
Assess wallet, signing, custody, and messaging stacks for quantum-relevant exposure. We prioritize harvest-now-decrypt-later risk, long-lived public keys (ECDSA / EdDSA / RSA), and define NIST-aligned migration paths using lattice-based PQC and hybrid classical+PQC designs.
評估錢包、簽章、託管與通訊棧的量子相關曝險。優先處理「先收集後解密」、長生命週期公鑰（ECDSA / EdDSA / RSA），並以格基 PQC 與古典+PQC 混合設計規劃符合 NIST 的遷移路徑。
Technical scope技術範圍
- Cryptographic inventory: algorithms, key sizes, certificate lifetimes, HSM / MPC roles密碼資產盤點：演算法、金鑰長度、憑證生命週期、HSM / MPC 角色
- Bitcoin / crypto signature surface analysis (UTXO reuse, address reuse, multi-sig, custody hops)比特幣 / 加密簽章面分析（UTXO 重用、地址重用、多簽、託管跳躍）
- PQC algorithm selection: ML-KEM (Kyber), ML-DSA (Dilithium), hybrid TLS patternsPQC 演算法選型：ML-KEM（Kyber）、ML-DSA（Dilithium）、混合 TLS 模式
- Crypto-agility architecture: dual-stack signing, key ceremony updates, rollback policy加密敏捷架構：雙棧簽章、金鑰儀式更新、回滾政策
- Governance playbook for security, legal, and operations stakeholders面向資安、法務與營運的治理手冊
NIST PQC · Custody · Crypto-AgilityNIST PQC · 託管 · 加密敏捷
Quantum Readiness Audits量子就緒性稽核
A structured assessment that separates near-term hybrid quantum ROI from long-horizon research bets, while scoring cryptographic and operational quantum risk. Ideal for CIOs, CTOs, and risk committees who need an evidence-based 90-day plan.
結構化評估，區分短期混合量子 ROI 與長期研究賭注，同時評分密碼與營運層量子風險。適合需要有證據基礎 90 天計畫的 CIO、CTO 與風險委員會。
What you receive交付內容
- Use-case ranking by feasibility, data readiness, and business impact依可行性、資料就緒度與商業影響排序的用例清單
- Capability gap analysis: talent, data, tooling, security controls能力缺口分析：人才、資料、工具、安全控制
- Quantum threat heatmap for keys, archives, and vendor dependencies金鑰、封存資料與供應商依賴的量子威脅熱圖
- 90-day action roadmap with pilot scope and success metrics含試點範圍與成功指標的 90 天行動路線圖
Strategy · Risk · Roadmap策略 · 風險 · 路線圖
Hybrid QML Workshops混合量子機器學習工作坊
Hands-on enablement that demystifies qubits, noise, hybrid training loops, and PQC migration decisions for executives, quants, product managers, and engineers—using finance and crypto examples rather than abstract physics alone.
實作賦能課程，以金融與加密場景（而非抽象物理）幫助管理層、量化、產品與工程理解 qubit、雜訊、混合訓練迴路與 PQC 遷移決策。
Curriculum highlights課程重點
- Quantum fundamentals for decision makers: superposition, entanglement, noise, NISQ limits決策者量子基礎：疊加、糾纏、雜訊、NISQ 限制
- Finance / crypto deep dives: allocation, anomaly detection, signature risk金融 / 加密深度解析：配置、異常檢測、簽章風險
- Live lab walkthroughs with simulators and optional hardware backends以模擬器與可選硬體後端進行實機實驗室導覽
- Team enablement plan: roles, tooling stack, and governance checkpoints團隊賦能計畫：角色、工具棧與治理檢查點
Training · Enablement · Hands-on培訓 · 賦能 · 實作
Need a tailored technical proposal?需要客製技術提案？
Book a discovery call. We will map the right quantum, AI, or post-quantum security scope for your team.預約探索會議，我們會為你的團隊對應合適的量子、AI 或後量子安全範圍。
Book a Free Call預約諮詢
