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Pipeline run

fa7f39d6-7ff8-495e-b958-b09b0734577a

Pipeline LLM cost (USD)

API 1: $0.0066 API 2: $0.0000 API 3: $0.0000 Total: $0.0066

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description

SPARSE JD sources · ai_index: jd · nature_of_work: no_kras · tech_stack_maturity: jd

Nature of work no kras

Vague JD — no KRAs present to derive a specific nature of work.

Tech stack maturity

Mainstream Modern

AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)

0.20 / 5

· Title match

✓ Has AI skill

· AI skill (primary)

· AI skill (secondary)

· On AI team

· Builds AI products

vocab breakdown (legacy)

Assistants (×1): —

Frameworks (×2): —

Models / concepts (×3): Transformers

Evidence — skills matched in JD (0)

No skills extracted

Skill cluster (0 dimension groups, role-scoped)

No dimension groups computed for this JD.

Signals

Skill —

—

Alias —

—

KRA react-frontend-developer

0.39

Post-classification

Centroidupdated · n=3

Alias collision log—

New-role queue—

New skills captured0

New KRA captured—

v3 pipeline · Observability / Monitoring Engineer

pending

0 · charter approved 2026-05-27T16:56:00.736190Z 38.6s

1 · anchor awaiting_review 2026-05-27T16:56:43.399181Z 16.2s

2 · dim_gen pending — —

3 · reconciler pending — —

4 · typing pending — —

5 · placement pending — —

6 · containment pending — —

7 · enrichment pending — —

8 · catalog_load pending — —

Status: completed Created: 2026-05-27T16:55:54.061170Z Updated: 2026-05-27T16:56:37.808769Z API 3 duration: 7484 ms

Flow Current 3-step pipeline

1 POST /skills/extract-from-jd

2 POST /skills/extract-details

3 POST /skills/final-role-output

Role Chosen role & resolution

Observability / Monitoring Engineer

CASE EXCEL_NEW

slug: observability-monitoring-engineer · id: 139 · source: db

JD title '' not in catalog; Excel taxonomy matched 'Observability / Monitoring Engineer' (confidence 0.80): The job description emphasizes transforming data into actionable insights and providing unified observability, which aligns closely with the responsibilities of an Observability / Monitoring Engineer.

Resolution: in_db — role exists in library; skill↔dim and role↔dim links saved when applicable.

New skills

Skill↔dim saved

Role↔dim saved

Skipped

Job description

Riverbed transforms data into actionable insights and accelerates performance so organizations can deliver a seamless digital experience and drive enterprise performance. Riverbed is the only company with the collective richness of telemetry from network to app to end user, that illuminates and then accelerates every digital interaction. Riverbed offers two industry-leading portfolios: Alluvio by Riverbed, a differentiated Unified Observability portfolio that unifies data, insights, and actions across IT, so customers can deliver seamless, secure digital experiences; and Riverbed Acceleration, providing fast, agile, secure acceleration of any app, over any network, to users anywhere.

Together with our thousands of partners, and market-leading customers globally - including 95% of the FORTUNE 100 -, we empower every click, every digital experience.

With a 20-year history of innovation, Riverbed is agile, yet proven, and we are disrupting the market with differentiated solutions that enable our customers to deliver secure, seamless digital experiences and accelerate enterprise performance While we are a ‘customer-first’ company, we are all about our people with a shared commitment to creating a global impact. We bring our best selves to work and pursue excellence, trust, and respect for one another. We welcome diversity and value and encourage transparency and open communication throughout the company. We strive to be an inclusive, fair, and enjoyable workplace for our people globally and care about their wellbeing. We are committed to our people, partners, and customers while supporting the communities where we work and live. It’s the Power of WE that binds us together.

We want people of all backgrounds to see themselves represented and included in our work, so we actively seek to diversify our team and bring more voices to the table. We understand that when people can be themselves, more is possible. We would love to have more people on board to join us on our journey to be better every day! So, come speak with us about career possibilities at Riverbed.

Riverbed is an equal employment opportunity/Affirmative Action (EEO/AA) employer and provides equal employment opportunities (EEO) to all employees and applicants for employment without regard to race, color, religion, sex, gender, sexual orientation, gender identity or expression, national origin, age, physical disability (including HIV and AIDS), mental disability, medical condition, pregnancy or child birth (including breast feeding), sexual orientation, genetics, genetic information, marital status, veteran status or any other basis protected by and in accordance with applicable federal, state and local laws.

Check us out on:
www.riverbed.com
@LifeAtRiverbed

Library artifacts (this run)

No artifact rows for this run.

nano JD Parser — gpt-4.1-nano click to toggle

JD type fail

Show raw JSON

{
  "JD_type": "fail",
  "archetype_override_applied": true,
  "archetype_override_matched_skills": [
    "Agile",
    "transforms",
    "Observability"
  ],
  "role_archetype": "Engineering"
}

API 1 — extract-from-jd click to toggle

{
  "final_skills": [],
  "jd_role": null,
  "nano_parsed": {
    "JD_type": "fail",
    "archetype_override_applied": true,
    "archetype_override_matched_skills": [
      "Agile",
      "transforms",
      "Observability"
    ],
    "role_archetype": "Engineering"
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "fa7f39d6-7ff8-495e-b958-b09b0734577a",
  "stage3_signals": {
    "alias_found": false,
    "alias_match_roles": [],
    "kra_match_roles": [
      {
        "display_name": "React Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "ensure accessibility and inclusive behavior",
            "sentence": "We strive to be an inclusive, fair, and enjoyable workplace for our people globally and care about their wellbeing.",
            "similarity": 0.4356
          },
          {
            "kra_text": "ensure accessibility and inclusive behavior",
            "sentence": "We welcome diversity and value and encourage transparency and open communication throughout the company.",
            "similarity": 0.3944
          },
          {
            "kra_text": "ensure accessibility and inclusive behavior",
            "sentence": "Riverbed is an equal employment opportunity/Affirmative Action (EEO/AA) employer and provides equal employment opportunities (EEO) to all employees and applicants for employment without regard to race, color, religion, sex, gender, sexual orientation, gender identity or expression, national origin, age, physical disability (including HIV and AIDS), mental disability, medical condition, pregnancy or child birth (including breast feeding), sexual orientation, genetics, genetic information, marital status, veteran status or any other basis protected by and in accordance with applicable federal, state and local laws.",
            "similarity": 0.3506
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 89,
        "score": 0.3935,
        "slug": "react-frontend-developer",
        "total_count": null
      },
      {
        "display_name": "Data Engineer",
        "kra_matches": [
          {
            "kra_text": "Implements data transformation, cleansing, deduplication, and enrichment logic to convert raw source data into analytics-ready curated datasets.",
            "sentence": "Riverbed transforms data into actionable insights and accelerates performance so organizations can deliver a seamless digital experience and drive enterprise performance.",
            "similarity": 0.4658
          },
          {
            "kra_text": "Develops batch and real-time streaming data pipelines using Apache Spark, Apache Kafka, Apache Flink, or Airflow for data movement and processing at scale.",
            "sentence": "Riverbed is the only company with the collective richness of telemetry from network to app to end user, that illuminates and then accelerates every digital interaction.",
            "similarity": 0.3534
          },
          {
            "kra_text": "Optimizes pipeline throughput, partitioning strategies, and query performance across cloud data warehouses like Snowflake, BigQuery, or Redshift.",
            "sentence": "Riverbed offers two industry-leading portfolios:\u00a0Alluvio by Riverbed, a differentiated Unified Observability portfolio that unifies data, insights, and actions across IT, so customers can deliver seamless, secure digital experiences; and\u00a0Riverbed Acceleration, providing fast, agile, secure acceleration of any app, over any network, to users anywhere.",
            "similarity": 0.3142
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 2,
        "score": 0.3778,
        "slug": "data-engineer",
        "total_count": null
      },
      {
        "display_name": "Backend Developer",
        "kra_matches": [
          {
            "kra_text": "Identifies and resolves backend performance bottlenecks through query optimization, indexing strategies, connection pooling, and distributed caching with Redis.",
            "sentence": "Riverbed transforms data into actionable insights and accelerates performance so organizations can deliver a seamless digital experience and drive enterprise performance.",
            "similarity": 0.4108
          },
          {
            "kra_text": "Integrates with third-party services, payment gateways, messaging queues like Kafka or RabbitMQ, and internal microservices via HTTP and event-driven patterns.",
            "sentence": "Riverbed is the only company with the collective richness of telemetry from network to app to end user, that illuminates and then accelerates every digital interaction.",
            "similarity": 0.3621
          },
          {
            "kra_text": "Adds structured logging, metrics, distributed tracing, and alerting to improve system observability and support production debugging.",
            "sentence": "Riverbed offers two industry-leading portfolios:\u00a0Alluvio by Riverbed, a differentiated Unified Observability portfolio that unifies data, insights, and actions across IT, so customers can deliver seamless, secure digital experiences; and\u00a0Riverbed Acceleration, providing fast, agile, secure acceleration of any app, over any network, to users anywhere.",
            "similarity": 0.3511
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 1,
        "score": 0.3746,
        "slug": "backend-engineer",
        "total_count": null
      },
      {
        "display_name": "Flutter Developer",
        "kra_matches": [
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "We welcome diversity and value and encourage transparency and open communication throughout the company.",
            "similarity": 0.3759
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "We want people of all backgrounds to see themselves represented and included in our work, so we actively seek to diversify our team and bring more voices to the table.",
            "similarity": 0.3753
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "We would love to have more people on board to join us on our journey to be better every day! So, come speak with us about career possibilities at Riverbed.",
            "similarity": 0.3644
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.3719,
        "slug": "flutter-developer",
        "total_count": null
      },
      {
        "display_name": "Svelte Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "backend data integration",
            "sentence": "Riverbed transforms data into actionable insights and accelerates performance so organizations can deliver a seamless digital experience and drive enterprise performance.",
            "similarity": 0.4048
          },
          {
            "kra_text": "backend data integration",
            "sentence": "Riverbed is the only company with the collective richness of telemetry from network to app to end user, that illuminates and then accelerates every digital interaction.",
            "similarity": 0.377
          },
          {
            "kra_text": "backend data integration",
            "sentence": "Riverbed offers two industry-leading portfolios:\u00a0Alluvio by Riverbed, a differentiated Unified Observability portfolio that unifies data, insights, and actions across IT, so customers can deliver seamless, secure digital experiences; and\u00a0Riverbed Acceleration, providing fast, agile, secure acceleration of any app, over any network, to users anywhere.",
            "similarity": 0.3135
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 92,
        "score": 0.3651,
        "slug": "svelte-frontend-developer",
        "total_count": null
      }
    ],
    "skill_match_roles": []
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "EXCEL_NEW",
    "chosen_role": {
      "display_name": "Observability / Monitoring Engineer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 139,
      "score": 0.8,
      "slug": "observability-monitoring-engineer",
      "total_count": null
    },
    "confidence": 0.8,
    "is_new_role": true,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [],
    "matched_kras": [],
    "matched_skills": [],
    "new_role_display_name": "Observability / Monitoring Engineer",
    "new_role_slug": "observability-monitoring-engineer",
    "queued": false,
    "reasoning": "JD title \u0027\u0027 not in catalog; Excel taxonomy matched \u0027Observability / Monitoring Engineer\u0027 (confidence 0.80): The job description emphasizes transforming data into actionable insights and providing unified observability, which aligns closely with the responsibilities of an Observability / Monitoring Engineer.",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 3,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": null,
    "new_skills_attached": [],
    "queue_entry_id": null,
    "v3_pipeline_triggered": true,
    "v3_role_slug": "observability-monitoring-engineer",
    "v3_run_id": "028ae0cc-572d-4957-86b5-6bed0ea4f2fd"
  }
}

API 2 — extract-details

{
  "alias_matches": [],
  "candidate_roles": [],
  "chosen_role": {
    "display_name": "Observability / Monitoring Engineer",
    "id": 139,
    "rationale": "JD title \u0027\u0027 not in catalog; Excel taxonomy matched \u0027Observability / Monitoring Engineer\u0027 (confidence 0.80): The job description emphasizes transforming data into actionable insights and providing unified observability, which aligns closely with the responsibilities of an Observability / Monitoring Engineer.",
    "role_archetype": null,
    "slug": "observability-monitoring-engineer",
    "source": "db"
  },
  "dimensions": [],
  "input_final_skills": [],
  "input_llm_skills": [],
  "new_aliases_persisted": 0,
  "run_id": "fa7f39d6-7ff8-495e-b958-b09b0734577a",
  "skills_detail": [],
  "unmatched_skills": []
}

API 3 — final-role-output

{
  "chosen_role": {
    "display_name": "Observability / Monitoring Engineer",
    "id": 139,
    "rationale": "JD title \u0027\u0027 not in catalog; Excel taxonomy matched \u0027Observability / Monitoring Engineer\u0027 (confidence 0.80): The job description emphasizes transforming data into actionable insights and providing unified observability, which aligns closely with the responsibilities of an Observability / Monitoring Engineer.",
    "role_archetype": null,
    "slug": "observability-monitoring-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [],
  "llm_cost_api1_usd": null,
  "llm_cost_api2_usd": null,
  "llm_cost_api3_usd": null,
  "llm_cost_total_usd": null,
  "persistence": {
    "items": [],
    "new_skills_created": 0,
    "role_dimension_saved": 0,
    "skill_dimension_saved": 0,
    "skipped": 0
  },
  "planner_output": null,
  "run_id": "fa7f39d6-7ff8-495e-b958-b09b0734577a"
}