{
  "app": {
    "name": "Mokabla",
    "url": "https://www.mokabla.com",
    "description": "Real interview questions from companies in Egypt, organised by company. Access is sold per company for 30 days."
  },
  "page": {
    "kind": "company",
    "title": "Company · cyshield",
    "humanPath": "/en/c/cyshield",
    "humanOnly": false
  },
  "identity": {
    "class": "declared",
    "agent": "ClaudeBot",
    "operator": "Anthropic",
    "verified": false,
    "reason": "The user agent is ClaudeBot (Anthropic), which identifies itself as an AI agent.",
    "signals": [
      "Known agent user agent"
    ],
    "claimable": false
  },
  "state": {
    "company": {
      "slug": "cyshield",
      "name_en": "CyShield",
      "name_ar": "سايشيلد",
      "kind": "local",
      "tier": 2,
      "question_count": 21,
      "last_reported_at": "2026-11-01T22:54:21.491188Z",
      "url": "https://www.mokabla.com/en/c/cyshield",
      "agent": {
        "page": "https://www.mokabla.com/agent/en/c/cyshield",
        "questions": "https://www.mokabla.com/agent/_call/list_questions?company=cyshield",
        "company": "https://www.mokabla.com/agent/_call/get_company?company=cyshield"
      },
      "website": "https://cyshield.com",
      "facets": {
        "domain": [
          {
            "slug": "ml",
            "name_en": "Machine Learning",
            "name_ar": "تعلم الآلة",
            "kind": "domain",
            "count": 8
          },
          {
            "slug": "fundamentals",
            "name_en": "CS Fundamentals",
            "name_ar": "أساسيات كمبيوتر ساينس",
            "kind": "domain",
            "count": 3
          },
          {
            "slug": "coding",
            "name_en": "Coding",
            "name_ar": "برمجة",
            "kind": "domain",
            "count": 2
          },
          {
            "slug": "behavioral",
            "name_en": "Behavioral",
            "name_ar": "أسئلة سلوكية",
            "kind": "domain",
            "count": 2
          },
          {
            "slug": "frontend",
            "name_en": "Frontend",
            "name_ar": "واجهات أمامية",
            "kind": "domain",
            "count": 2
          },
          {
            "slug": "security",
            "name_en": "Security",
            "name_ar": "أمن المعلومات",
            "kind": "domain",
            "count": 2
          },
          {
            "slug": "sql",
            "name_en": "SQL",
            "name_ar": "SQL وقواعد البيانات",
            "kind": "domain",
            "count": 1
          },
          {
            "slug": "mobile",
            "name_en": "Mobile",
            "name_ar": "تطبيقات موبايل",
            "kind": "domain",
            "count": 1
          },
          {
            "slug": "data",
            "name_en": "Data",
            "name_ar": "بيانات",
            "kind": "domain",
            "count": 1
          },
          {
            "slug": "oop-design",
            "name_en": "OOP Design",
            "name_ar": "التصميم الكائني",
            "kind": "domain",
            "count": 1
          },
          {
            "slug": "networking",
            "name_en": "Networking",
            "name_ar": "شبكات",
            "kind": "domain",
            "count": 1
          },
          {
            "slug": "product",
            "name_en": "Product",
            "name_ar": "برودكت",
            "kind": "domain",
            "count": 1
          }
        ],
        "stage": [
          {
            "slug": "technical",
            "name_en": "Technical Interview",
            "name_ar": "انترفيو تقني",
            "kind": "stage",
            "count": 14
          },
          {
            "slug": "onsite",
            "name_en": "Onsite",
            "name_ar": "انترفيو في المقر",
            "kind": "stage",
            "count": 2
          },
          {
            "slug": "take-home",
            "name_en": "Take-home Task",
            "name_ar": "تاسك في البيت",
            "kind": "stage",
            "count": 2
          },
          {
            "slug": "phone",
            "name_en": "Phone Screen",
            "name_ar": "مكالمة هاتفية",
            "kind": "stage",
            "count": 1
          },
          {
            "slug": "hr",
            "name_en": "HR Interview",
            "name_ar": "انترفيو HR",
            "kind": "stage",
            "count": 1
          },
          {
            "slug": "final",
            "name_en": "Final Round",
            "name_ar": "الانترفيو النهائي",
            "kind": "stage",
            "count": 1
          }
        ],
        "role": [
          {
            "slug": "role-ml",
            "name_en": "ML Engineer",
            "name_ar": "مهندس تعلم آلة",
            "kind": "role",
            "count": 8
          },
          {
            "slug": "swe",
            "name_en": "Software Engineer",
            "name_ar": "مهندس برمجيات",
            "kind": "role",
            "count": 2
          },
          {
            "slug": "backend",
            "name_en": "Backend Engineer",
            "name_ar": "مهندس باك إند",
            "kind": "role",
            "count": 2
          },
          {
            "slug": "role-frontend",
            "name_en": "Frontend Engineer",
            "name_ar": "مهندس فرونت إند",
            "kind": "role",
            "count": 2
          },
          {
            "slug": "data-eng",
            "name_en": "Data Engineer",
            "name_ar": "مهندس بيانات",
            "kind": "role",
            "count": 2
          },
          {
            "slug": "data-sci",
            "name_en": "Data Scientist",
            "name_ar": "عالم بيانات",
            "kind": "role",
            "count": 2
          },
          {
            "slug": "role-mobile",
            "name_en": "Mobile Engineer",
            "name_ar": "مهندس موبايل",
            "kind": "role",
            "count": 1
          },
          {
            "slug": "qa",
            "name_en": "QA Engineer",
            "name_ar": "مهندس اختبار",
            "kind": "role",
            "count": 1
          },
          {
            "slug": "product-manager",
            "name_en": "Product Manager",
            "name_ar": "برودكت مانجر",
            "kind": "role",
            "count": 1
          }
        ]
      }
    },
    "questions": [
      {
        "slug": "classical-ml-screening",
        "title": "Classical ML: Overfitting, Nulls and Outliers",
        "difficulty": "medium",
        "tags": [
          "ml",
          "technical",
          "data-sci",
          "role-ml"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 1,
        "last_reported_at": "2026-07-01T18:48:59.275300Z",
        "url": "https://www.mokabla.com/en/c/cyshield/classical-ml-screening",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/cyshield/classical-ml-screening",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=cyshield&question=classical-ml-screening"
        }
      },
      {
        "slug": "lora-and-llm-evaluation",
        "title": "LoRA, Full Fine Tuning and LLM Metrics",
        "difficulty": "hard",
        "tags": [
          "ml",
          "technical",
          "role-ml"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.833,
        "last_reported_at": "2026-11-01T22:54:21.491188Z",
        "url": "https://www.mokabla.com/en/c/cyshield/lora-and-llm-evaluation",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/cyshield/lora-and-llm-evaluation",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=cyshield&question=lora-and-llm-evaluation"
        }
      },
      {
        "slug": "hr-call-and-first-three-months",
        "title": "The HR Call and Your First Three Months",
        "difficulty": "easy",
        "tags": [
          "behavioral",
          "hr"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.833,
        "last_reported_at": "2026-09-20T16:49:06.616776Z",
        "url": "https://www.mokabla.com/en/c/cyshield/hr-call-and-first-three-months",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/cyshield/hr-call-and-first-three-months",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=cyshield&question=hr-call-and-first-three-months"
        }
      },
      {
        "slug": "transformer-attention-and-qkv",
        "title": "Transformer Attention: Q, K and V",
        "difficulty": "hard",
        "tags": [
          "ml",
          "technical",
          "role-ml"
        ],
        "is_free": true,
        "locked": false,
        "frequency": 0.667,
        "last_reported_at": "2026-09-12T20:48:54.370147Z",
        "url": "https://www.mokabla.com/en/c/cyshield/transformer-attention-and-qkv",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/cyshield/transformer-attention-and-qkv",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=cyshield&question=transformer-attention-and-qkv"
        }
      },
      {
        "slug": "ai-assessment-and-review-interview",
        "title": "AI Assessment and the Review Interview",
        "difficulty": "medium",
        "tags": [
          "ml",
          "role-ml",
          "take-home"
        ],
        "is_free": true,
        "locked": false,
        "frequency": 0.667,
        "last_reported_at": "2026-09-04T22:48:57.178067Z",
        "url": "https://www.mokabla.com/en/c/cyshield/ai-assessment-and-review-interview",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/cyshield/ai-assessment-and-review-interview",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=cyshield&question=ai-assessment-and-review-interview"
        }
      },
      {
        "slug": "rag-evaluation-chunking-and-tokenization",
        "title": "RAG Evaluation, Chunking and Tokenization",
        "difficulty": "hard",
        "tags": [
          "ml",
          "technical",
          "role-ml"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.5,
        "last_reported_at": "2026-09-20T17:48:56.475744Z",
        "url": "https://www.mokabla.com/en/c/cyshield/rag-evaluation-chunking-and-tokenization",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/cyshield/rag-evaluation-chunking-and-tokenization",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=cyshield&question=rag-evaluation-chunking-and-tokenization"
        }
      },
      {
        "slug": "forecasting-task-and-recommenders",
        "title": "Forecasting Task and Recommender Systems",
        "difficulty": "medium",
        "tags": [
          "ml",
          "data-sci",
          "role-ml",
          "take-home"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.5,
        "last_reported_at": "2026-08-21T16:49:00.063833Z",
        "url": "https://www.mokabla.com/en/c/cyshield/forecasting-task-and-recommenders",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/cyshield/forecasting-task-and-recommenders",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=cyshield&question=forecasting-task-and-recommenders"
        }
      },
      {
        "slug": "senior-backend-knowledge-check",
        "title": "Senior Backend Knowledge Check",
        "difficulty": "hard",
        "tags": [
          "oop-design",
          "technical",
          "backend",
          "fundamentals"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.5,
        "last_reported_at": "2026-07-28T21:49:00.821052Z",
        "url": "https://www.mokabla.com/en/c/cyshield/senior-backend-knowledge-check",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/cyshield/senior-backend-knowledge-check",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=cyshield&question=senior-backend-knowledge-check"
        }
      },
      {
        "slug": "two-easy-problems-one-with-maths",
        "title": "Two Easy Problems, One With Maths",
        "difficulty": "easy",
        "tags": [
          "coding",
          "technical",
          "swe",
          "backend"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.5,
        "last_reported_at": "2026-07-19T15:49:01.537642Z",
        "url": "https://www.mokabla.com/en/c/cyshield/two-easy-problems-one-with-maths",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/cyshield/two-easy-problems-one-with-maths",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=cyshield&question=two-easy-problems-one-with-maths"
        }
      },
      {
        "slug": "javascript-output-and-closures",
        "title": "JavaScript Output Snippets and Closures",
        "difficulty": "medium",
        "tags": [
          "coding",
          "frontend",
          "technical",
          "role-frontend"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.5,
        "last_reported_at": "2026-06-26T18:49:03.013530Z",
        "url": "https://www.mokabla.com/en/c/cyshield/javascript-output-and-closures",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/cyshield/javascript-output-and-closures",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=cyshield&question=javascript-output-and-closures"
        }
      },
      {
        "slug": "low-resource-speech-and-llm-from-scratch",
        "title": "Low Resource Speech and Building an LLM",
        "difficulty": "hard",
        "tags": [
          "ml",
          "onsite",
          "role-ml"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.5,
        "last_reported_at": "2026-03-10T11:48:58.653890Z",
        "url": "https://www.mokabla.com/en/c/cyshield/low-resource-speech-and-llm-from-scratch",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/cyshield/low-resource-speech-and-llm-from-scratch",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=cyshield&question=low-resource-speech-and-llm-from-scratch"
        }
      },
      {
        "slug": "object-detection-and-cnn-backbones",
        "title": "YOLO, Faster R-CNN and CNN Backbones",
        "difficulty": "medium",
        "tags": [
          "ml",
          "technical",
          "role-ml"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.5,
        "last_reported_at": "2026-01-27T21:48:57.924336Z",
        "url": "https://www.mokabla.com/en/c/cyshield/object-detection-and-cnn-backbones",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/cyshield/object-detection-and-cnn-backbones",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=cyshield&question=object-detection-and-cnn-backbones"
        }
      },
      {
        "slug": "git-fetch-versus-pull-and-indexes",
        "title": "git pull vs git fetch, and Indexed Tables",
        "difficulty": "easy",
        "tags": [
          "technical",
          "swe",
          "fundamentals"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.5,
        "last_reported_at": "2025-12-23T20:49:02.428977Z",
        "url": "https://www.mokabla.com/en/c/cyshield/git-fetch-versus-pull-and-indexes",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/cyshield/git-fetch-versus-pull-and-indexes",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=cyshield&question=git-fetch-versus-pull-and-indexes"
        }
      },
      {
        "slug": "find-the-duplicate-rows",
        "title": "Find the Duplicate Rows",
        "difficulty": "easy",
        "tags": [
          "sql",
          "technical",
          "data-eng"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.5,
        "last_reported_at": "2025-11-28T12:49:08.788606Z",
        "url": "https://www.mokabla.com/en/c/cyshield/find-the-duplicate-rows",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/cyshield/find-the-duplicate-rows",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=cyshield&question=find-the-duplicate-rows"
        }
      },
      {
        "slug": "security-tool-you-have-used",
        "title": "A Security Tool You Have Actually Used",
        "difficulty": "medium",
        "tags": [
          "security",
          "phone"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.5,
        "last_reported_at": "2025-04-04T11:49:05.883314Z",
        "url": "https://www.mokabla.com/en/c/cyshield/security-tool-you-have-used",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/cyshield/security-tool-you-have-used",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=cyshield&question=security-tool-you-have-used"
        }
      },
      {
        "slug": "soc-analyst-osi-and-controls",
        "title": "SOC Analyst: OSI vs TCP/IP and Security Controls",
        "difficulty": "medium",
        "tags": [
          "networking",
          "security",
          "technical"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.5,
        "last_reported_at": "2023-10-25T14:49:05.159856Z",
        "url": "https://www.mokabla.com/en/c/cyshield/soc-analyst-osi-and-controls",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/cyshield/soc-analyst-osi-and-controls",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=cyshield&question=soc-analyst-osi-and-controls"
        }
      },
      {
        "slug": "on-prem-big-data-stack",
        "title": "On Prem Big Data: Hadoop, Spark, Kafka, Trino, NiFi",
        "difficulty": "hard",
        "tags": [
          "data",
          "technical",
          "data-eng"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.333,
        "last_reported_at": "2026-05-27T22:49:08.073018Z",
        "url": "https://www.mokabla.com/en/c/cyshield/on-prem-big-data-stack",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/cyshield/on-prem-big-data-stack",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=cyshield&question=on-prem-big-data-stack"
        }
      },
      {
        "slug": "html-css-and-angular-round",
        "title": "HTML, CSS and Angular in 75 Minutes",
        "difficulty": "medium",
        "tags": [
          "frontend",
          "technical",
          "role-frontend"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.333,
        "last_reported_at": "2026-03-14T17:49:03.922445Z",
        "url": "https://www.mokabla.com/en/c/cyshield/html-css-and-angular-round",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/cyshield/html-css-and-angular-round",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=cyshield&question=html-css-and-angular-round"
        }
      },
      {
        "slug": "api-performance-and-web-automation",
        "title": "API, Performance and Web Automation Testing",
        "difficulty": "medium",
        "tags": [
          "technical",
          "qa",
          "fundamentals"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.333,
        "last_reported_at": "2026-03-04T08:49:09.521261Z",
        "url": "https://www.mokabla.com/en/c/cyshield/api-performance-and-web-automation",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/cyshield/api-performance-and-web-automation",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=cyshield&question=api-performance-and-web-automation"
        }
      },
      {
        "slug": "android-live-coding-kotlin",
        "title": "Android Live Coding: Kotlin, jar vs aar",
        "difficulty": "hard",
        "tags": [
          "mobile",
          "onsite",
          "role-mobile"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.333,
        "last_reported_at": "2025-12-20T14:49:04.599332Z",
        "url": "https://www.mokabla.com/en/c/cyshield/android-live-coding-kotlin",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/cyshield/android-live-coding-kotlin",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=cyshield&question=android-live-coding-kotlin"
        }
      },
      {
        "slug": "pm-project-deep-dive",
        "title": "Product Manager: Your Projects, In Detail",
        "difficulty": "medium",
        "tags": [
          "behavioral",
          "final",
          "product",
          "product-manager"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.333,
        "last_reported_at": "2025-11-12T11:49:07.472469Z",
        "url": "https://www.mokabla.com/en/c/cyshield/pm-project-deep-dive",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/cyshield/pm-project-deep-dive",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=cyshield&question=pm-project-deep-dive"
        }
      }
    ],
    "total_questions": 21,
    "access": "Question bodies are paid content: a person buys 30 days of access per company (200 EGP or 200 points) in the human app. Agents get titles, tags and difficulty; bodies only for free questions."
  },
  "actions": [
    {
      "name": "list_questions",
      "description": "The questions reported at a company: titles, tags, difficulty, whether each is free or paid.",
      "permission": "allow",
      "sideEffect": "read",
      "input": {
        "company": "string",
        "page": "number?"
      },
      "href": "https://www.mokabla.com/agent/_call/list_questions?company=cyshield",
      "ready": true,
      "missing": []
    },
    {
      "name": "get_question",
      "description": "One question with its body. Bodies are paid content unless the question is free.",
      "permission": "allow",
      "sideEffect": "read",
      "input": {
        "company": "string",
        "question": "string"
      },
      "href": "https://www.mokabla.com/agent/_call/get_question?company=cyshield",
      "ready": false,
      "missing": [
        "question"
      ],
      "humanPath": "https://www.mokabla.com/en/pricing"
    },
    {
      "name": "get_company",
      "description": "One company: names, kind, tier, counts, facets.",
      "permission": "allow",
      "sideEffect": "read",
      "input": {
        "company": "string"
      },
      "href": "https://www.mokabla.com/agent/_call/get_company?company=cyshield",
      "ready": true,
      "missing": []
    },
    {
      "name": "buy_access",
      "description": "Buy 30 days of access to a company.",
      "permission": "block",
      "reason": "This action is for people only",
      "ruleId": "R1",
      "sideEffect": "payment",
      "input": {
        "company": "string"
      },
      "href": "https://www.mokabla.com/agent/_call/buy_access?company=cyshield",
      "ready": true,
      "missing": [],
      "humanPath": "https://www.mokabla.com/en/pricing"
    },
    {
      "name": "submit_question",
      "description": "Report a question you were asked in an interview.",
      "permission": "block",
      "reason": "This action is for people only",
      "ruleId": "R1",
      "sideEffect": "write",
      "input": {
        "company": "string",
        "title": "string"
      },
      "href": "https://www.mokabla.com/agent/_call/submit_question?company=cyshield",
      "ready": false,
      "missing": [
        "title"
      ],
      "humanPath": "https://www.mokabla.com/en/contribute/new"
    }
  ],
  "navigate": [
    {
      "label": "This company's questions, as data",
      "href": "https://www.mokabla.com/agent/_call/list_questions?company=cyshield"
    },
    {
      "label": "Next page of questions",
      "href": "https://www.mokabla.com/agent/_call/list_questions?company=cyshield&page=2"
    },
    {
      "label": "Back to all companies",
      "href": "https://www.mokabla.com/agent/en/companies"
    },
    {
      "label": "CyShield · page",
      "href": "https://www.mokabla.com/agent/en/c/cyshield"
    },
    {
      "label": "CyShield · company",
      "href": "https://www.mokabla.com/agent/_call/get_company?company=cyshield"
    },
    {
      "label": "Classical ML: Overfitting, Nulls and Outliers · page",
      "href": "https://www.mokabla.com/agent/en/c/cyshield/classical-ml-screening"
    },
    {
      "label": "Classical ML: Overfitting, Nulls and Outliers · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=cyshield&question=classical-ml-screening"
    },
    {
      "label": "LoRA, Full Fine Tuning and LLM Metrics · page",
      "href": "https://www.mokabla.com/agent/en/c/cyshield/lora-and-llm-evaluation"
    },
    {
      "label": "LoRA, Full Fine Tuning and LLM Metrics · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=cyshield&question=lora-and-llm-evaluation"
    },
    {
      "label": "The HR Call and Your First Three Months · page",
      "href": "https://www.mokabla.com/agent/en/c/cyshield/hr-call-and-first-three-months"
    },
    {
      "label": "The HR Call and Your First Three Months · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=cyshield&question=hr-call-and-first-three-months"
    },
    {
      "label": "Transformer Attention: Q, K and V · page",
      "href": "https://www.mokabla.com/agent/en/c/cyshield/transformer-attention-and-qkv"
    },
    {
      "label": "Transformer Attention: Q, K and V · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=cyshield&question=transformer-attention-and-qkv"
    },
    {
      "label": "AI Assessment and the Review Interview · page",
      "href": "https://www.mokabla.com/agent/en/c/cyshield/ai-assessment-and-review-interview"
    },
    {
      "label": "AI Assessment and the Review Interview · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=cyshield&question=ai-assessment-and-review-interview"
    },
    {
      "label": "RAG Evaluation, Chunking and Tokenization · page",
      "href": "https://www.mokabla.com/agent/en/c/cyshield/rag-evaluation-chunking-and-tokenization"
    },
    {
      "label": "RAG Evaluation, Chunking and Tokenization · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=cyshield&question=rag-evaluation-chunking-and-tokenization"
    },
    {
      "label": "Forecasting Task and Recommender Systems · page",
      "href": "https://www.mokabla.com/agent/en/c/cyshield/forecasting-task-and-recommenders"
    },
    {
      "label": "Forecasting Task and Recommender Systems · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=cyshield&question=forecasting-task-and-recommenders"
    },
    {
      "label": "Senior Backend Knowledge Check · page",
      "href": "https://www.mokabla.com/agent/en/c/cyshield/senior-backend-knowledge-check"
    },
    {
      "label": "Senior Backend Knowledge Check · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=cyshield&question=senior-backend-knowledge-check"
    },
    {
      "label": "Two Easy Problems, One With Maths · page",
      "href": "https://www.mokabla.com/agent/en/c/cyshield/two-easy-problems-one-with-maths"
    },
    {
      "label": "Two Easy Problems, One With Maths · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=cyshield&question=two-easy-problems-one-with-maths"
    },
    {
      "label": "JavaScript Output Snippets and Closures · page",
      "href": "https://www.mokabla.com/agent/en/c/cyshield/javascript-output-and-closures"
    },
    {
      "label": "JavaScript Output Snippets and Closures · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=cyshield&question=javascript-output-and-closures"
    },
    {
      "label": "Low Resource Speech and Building an LLM · page",
      "href": "https://www.mokabla.com/agent/en/c/cyshield/low-resource-speech-and-llm-from-scratch"
    },
    {
      "label": "Low Resource Speech and Building an LLM · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=cyshield&question=low-resource-speech-and-llm-from-scratch"
    },
    {
      "label": "YOLO, Faster R-CNN and CNN Backbones · page",
      "href": "https://www.mokabla.com/agent/en/c/cyshield/object-detection-and-cnn-backbones"
    },
    {
      "label": "YOLO, Faster R-CNN and CNN Backbones · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=cyshield&question=object-detection-and-cnn-backbones"
    },
    {
      "label": "git pull vs git fetch, and Indexed Tables · page",
      "href": "https://www.mokabla.com/agent/en/c/cyshield/git-fetch-versus-pull-and-indexes"
    },
    {
      "label": "git pull vs git fetch, and Indexed Tables · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=cyshield&question=git-fetch-versus-pull-and-indexes"
    },
    {
      "label": "Find the Duplicate Rows · page",
      "href": "https://www.mokabla.com/agent/en/c/cyshield/find-the-duplicate-rows"
    },
    {
      "label": "Find the Duplicate Rows · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=cyshield&question=find-the-duplicate-rows"
    },
    {
      "label": "A Security Tool You Have Actually Used · page",
      "href": "https://www.mokabla.com/agent/en/c/cyshield/security-tool-you-have-used"
    },
    {
      "label": "A Security Tool You Have Actually Used · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=cyshield&question=security-tool-you-have-used"
    },
    {
      "label": "SOC Analyst: OSI vs TCP/IP and Security Controls · page",
      "href": "https://www.mokabla.com/agent/en/c/cyshield/soc-analyst-osi-and-controls"
    },
    {
      "label": "SOC Analyst: OSI vs TCP/IP and Security Controls · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=cyshield&question=soc-analyst-osi-and-controls"
    },
    {
      "label": "On Prem Big Data: Hadoop, Spark, Kafka, Trino, NiFi · page",
      "href": "https://www.mokabla.com/agent/en/c/cyshield/on-prem-big-data-stack"
    },
    {
      "label": "On Prem Big Data: Hadoop, Spark, Kafka, Trino, NiFi · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=cyshield&question=on-prem-big-data-stack"
    },
    {
      "label": "HTML, CSS and Angular in 75 Minutes · page",
      "href": "https://www.mokabla.com/agent/en/c/cyshield/html-css-and-angular-round"
    },
    {
      "label": "HTML, CSS and Angular in 75 Minutes · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=cyshield&question=html-css-and-angular-round"
    },
    {
      "label": "API, Performance and Web Automation Testing · page",
      "href": "https://www.mokabla.com/agent/en/c/cyshield/api-performance-and-web-automation"
    },
    {
      "label": "API, Performance and Web Automation Testing · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=cyshield&question=api-performance-and-web-automation"
    },
    {
      "label": "Android Live Coding: Kotlin, jar vs aar · page",
      "href": "https://www.mokabla.com/agent/en/c/cyshield/android-live-coding-kotlin"
    },
    {
      "label": "Android Live Coding: Kotlin, jar vs aar · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=cyshield&question=android-live-coding-kotlin"
    },
    {
      "label": "Product Manager: Your Projects, In Detail · page",
      "href": "https://www.mokabla.com/agent/en/c/cyshield/pm-project-deep-dive"
    },
    {
      "label": "Product Manager: Your Projects, In Detail · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=cyshield&question=pm-project-deep-dive"
    }
  ],
  "notices": [
    {
      "severity": "info",
      "message": "This classification is final for the session: it came from a strong signal, not a guess. The human pages are not served to agents."
    },
    {
      "severity": "info",
      "message": "Unverified agents are read-only. Signed requests (Web Bot Auth) are the path to write access."
    }
  ],
  "meta": {
    "requestId": "ag_839d45700727",
    "policyVersion": "mokabla-2026-11-03",
    "generatedAt": "2026-11-03T16:47:34.879Z",
    "jsonUrl": "https://www.mokabla.com/agent/en/c/cyshield?format=json",
    "manifestUrl": "https://www.mokabla.com/.well-known/agentgate.json",
    "humanUrl": "https://www.mokabla.com/en/c/cyshield",
    "humanClaimUrl": "https://www.mokabla.com/agent/_claim/human?to=%2Fen%2Fc%2Fcyshield"
  }
}