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Cross-platform Python library for quantum computing, quantum machine learning, and quantum chemistry. Enables building and training quantum circuits with automatic differentiation, seamless integration with PyTorch/JAX/TensorFlow, and device-independent execution across simulators and quantum hardware (IBM, Amazon Braket, Google, Rigetti, IonQ, etc.). Use when working with quantum circuits, variat

Debug regex patterns with visual breakdowns, plain English explanations, test case generation, and flavor conversion. Use when user needs help with regular expressions or pattern matching.

Perform pairwise sequence alignment using Biopython Bio.Align.PairwiseAligner. Use when comparing two sequences, finding optimal alignments, scoring similarity, and identifying local or global matches between DNA, RNA, or protein sequences.

Autonomous deep-work agent loop for driving projects forward. Each invocation: reads project state, applies critical expert thinking, executes one focused unit of work, persists to notebook + PROJECT_STATE.md. Sets up /loop cron on first run (default 10m). Three-tier confidence gate (GREEN/YELLOW/RED) blocks action when human input is needed. Invoke ONLY via /liquid-cat-physics or 'lcp' — do NOT t

Go 1.26 architectural standards — memory-aligned structs, typed enums, interface design, goroutine safety, iterators, idiomatic errors, sqlx + //go:embed SQL pattern. Use when writing, reviewing, or scaffolding Go code.

Start the day with vault context, continuity from yesterday, and prioritized action items. Read or create today's daily note, carry forward unfinished tasks, surface active projects, and check inbox. USE WHEN good morning, start my day, daily, what's open, daily standup, what should I work on, morning routine, begin day, daily check-in, what's pending.

Use quando estiver pronto para documentar descobertas, gerar um relatório ou resumir resultados de análise binária. Ele compila as descobertas da análise em relatórios estruturados, correlacionando fatos de várias fases e gerando documentação com cadeias de evidências.

Oferece análise aprofundada de Apple Ads (anteriormente Apple Search Ads) para anunciantes de aplicativos móveis. Avalia a estrutura da campanha, saúde dos lances, Custom Product Pages, atribuição MMP, ritmo do orçamento, cobertura TAP, lances de Maximizar Conversões e benchmarks de CPA por país.

Write high-converting landing page copy using proven frameworks like PAS (Problem-Agitate-Solution), AIDA, and StoryBrand. Creates headlines, value propositions, CTAs, and full page sections optimized for conversion. Use when users need landing page copy, sales page content, or marketing website text.

Systematic root-cause debugging methodology. Use when encountering bugs that aren't immediately obvious: intermittent failures, multi-component issues, or bugs that have resisted quick fixes. NOT needed for simple typos or obvious one-line fixes. Triggers on "왜 안 되지", "can't figure out", "keeps failing".

Scans Cairo/StarkNet smart contracts for 6 critical vulnerabilities including felt252 arithmetic overflow, L1-L2 messaging issues, address conversion problems, and signature replay. Use when auditing StarkNet projects.

Evaluate research rigor. Assess methodology, experimental design, statistical validity, biases, confounding, evidence quality (GRADE, Cochrane ROB), for critical analysis of scientific claims.