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Pipeline run

9684dec3-ff6c-407d-a11c-3fe8e7f8d265

Pipeline LLM cost (USD)
API 1: $0.0062 API 2: $0.0000 API 3: $0.0000 Total: $0.0062

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
Nature of work · Database Administration
Owns daily ops for 80+ production PostgreSQL clusters: performance tuning, schema migrations, backup/PITR rehearsals, monitoring, and on-call incident response, plus replication/failover and capacity planning.
""own day-to-day database operations, performance tuning, schema migrations, and on-call response""
Tech stack maturity
Modern Cloud Native
The stack centers on Terraform, AWS RDS, S3, Vault, Datadog, and Grafana, which are characteristic of a modern cloud-native DevOps environment with infrastructure as code and managed cloud services.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
0.00 / 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):
Evidence — skills matched in JD (37)
PostgreSQL Streaming Replication Logical Decoding EXPLAIN ANALYZE VACUUM Autovacuum pg_dump pg_basebackup WAL Archiving S3 Point-in-Time Recovery Liquibase Flyway Datadog pg_stat_statements auto_explain Grafana shared_buffers work_mem max_connections checkpoint_timeout OLTP Role-Based Access Control Row-Level Security HashiCorp Vault +12
Skill cluster (7 dimension groups, role-scoped)
Observability and Incident Triage
Datadog Grafana
Cloud Platforms
S3
Configuration Management
Ansible
Infrastructure as Code
Terraform
Relational Database Usage
PostgreSQL
Secrets and Identity Automation
HashiCorp Vault
Cross-cutting / unaligned
Streaming Replication Logical Decoding EXPLAIN ANALYZE VACUUM Autovacuum pg_dump pg_basebackup WAL Archiving Point-in-Time Recovery Liquibase Flyway pg_stat_statements auto_explain shared_buffers work_mem max_connections checkpoint_timeout OLTP Role-Based Access Control Row-Level Security Linux Ubuntu RHEL Shell Scripting PgBouncer Patroni repmgr pg_repack AWS RDS Amazon Aurora
Show KRA description ↓
Lead PostgreSQL DBA responsible for the operational health of 80+ production PostgreSQL clusters across our customer data platform. You will own day-to-day database operations, performance tuning, schema migrations, and on-call response. - Administer PostgreSQL 14/15 clusters, including streaming replication, logical decoding, and failover orchestration - Perform query plan analysis with EXPLAIN ANALYZE, tune indexes, optimize VACUUM and autovacuum parameters - Manage backup strategy: pg_dump, pg_basebackup, WAL archiving to S3, and point-in-time recovery rehearsals - Plan and execute schema migrations using Liquibase or Flyway with zero-downtime techniques (online ALTER TABLE) - Monitor PostgreSQL with Datadog, pg_stat_statements, auto_explain, and custom Grafana dashboards - Tune server parameters: shared_buffers, work_mem, max_connections, checkpoint_timeout for OLTP workloads - Implement role-based access control, row-level security, and integrate with HashiCorp Vault for secret rotation - Lead capacity planning, storage growth forecasting, and Postgres version upgrade roadmaps - Respond to on-call pages for database incidents, conduct root cause analysis, and write post-mortems - 6+ years administering production PostgreSQL at scale - Deep expertise in query optimization, replication, and backup/recovery on PostgreSQL - Strong Linux sysadmin skills (Ubuntu/RHEL), shell scripting - Experience with PgBouncer, Patroni, repmgr, pg_repack - Familiar with Terraform, Ansible, and AWS RDS/Aurora

Signals

Skill devops-engineer
0.16
Alias
KRA full-stack-engineer
0.57

Post-classification

Centroidupdated · n=38
Alias collision log
New-role queue
New skills captured29
New KRA captured

Captured for admin review

Streaming Replication primary DevOps Engineer pending
Logical Decoding primary DevOps Engineer pending
EXPLAIN ANALYZE primary DevOps Engineer pending
VACUUM primary DevOps Engineer pending
Autovacuum primary DevOps Engineer pending
pg_dump primary DevOps Engineer pending
pg_basebackup primary DevOps Engineer pending
WAL Archiving primary DevOps Engineer pending
Point-in-Time Recovery primary DevOps Engineer pending
Liquibase primary DevOps Engineer pending
Flyway primary DevOps Engineer pending
pg_stat_statements primary DevOps Engineer pending
auto_explain primary DevOps Engineer pending
shared_buffers primary DevOps Engineer pending
work_mem primary DevOps Engineer pending
max_connections primary DevOps Engineer pending
checkpoint_timeout primary DevOps Engineer pending
OLTP primary DevOps Engineer pending
Role-Based Access Control primary DevOps Engineer pending
Linux primary DevOps Engineer pending
Ubuntu primary DevOps Engineer pending
RHEL primary DevOps Engineer pending
Shell Scripting primary DevOps Engineer pending
PgBouncer primary DevOps Engineer pending
Patroni primary DevOps Engineer pending
repmgr primary DevOps Engineer pending
pg_repack primary DevOps Engineer pending
AWS RDS primary DevOps Engineer pending
Amazon Aurora primary DevOps Engineer pending
Status: extract_from_jd_done Created: 2026-05-21T17:42:27.189279Z Updated: 2026-05-21T17:42:28.788527Z
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

No chosen role stored for this run.

Job description

Job Title: PostgreSQL Database Administrator
Company: DataBank Holdings
Location: Hyderabad, India
Experience: 6+ years

About the Role:
Lead PostgreSQL DBA responsible for the operational health of 80+ production PostgreSQL clusters across our customer data platform. You will own day-to-day database operations, performance tuning, schema migrations, and on-call response.

Key Responsibilities:
- Administer PostgreSQL 14/15 clusters, including streaming replication, logical decoding, and failover orchestration
- Perform query plan analysis with EXPLAIN ANALYZE, tune indexes, optimize VACUUM and autovacuum parameters
- Manage backup strategy: pg_dump, pg_basebackup, WAL archiving to S3, and point-in-time recovery rehearsals
- Plan and execute schema migrations using Liquibase or Flyway with zero-downtime techniques (online ALTER TABLE)
- Monitor PostgreSQL with Datadog, pg_stat_statements, auto_explain, and custom Grafana dashboards
- Tune server parameters: shared_buffers, work_mem, max_connections, checkpoint_timeout for OLTP workloads
- Implement role-based access control, row-level security, and integrate with HashiCorp Vault for secret rotation
- Lead capacity planning, storage growth forecasting, and Postgres version upgrade roadmaps
- Respond to on-call pages for database incidents, conduct root cause analysis, and write post-mortems

Required Qualifications:
- 6+ years administering production PostgreSQL at scale
- Deep expertise in query optimization, replication, and backup/recovery on PostgreSQL
- Strong Linux sysadmin skills (Ubuntu/RHEL), shell scripting
- Experience with PgBouncer, Patroni, repmgr, pg_repack
- Familiar with Terraform, Ansible, and AWS RDS/Aurora

Skills from this JD

Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.

PostgreSQL Primary No API 2 row (run stopped after API 1 or history missing)
Streaming Replication Primary No API 2 row (run stopped after API 1 or history missing)
Logical Decoding Primary No API 2 row (run stopped after API 1 or history missing)
EXPLAIN ANALYZE Primary No API 2 row (run stopped after API 1 or history missing)
VACUUM Primary No API 2 row (run stopped after API 1 or history missing)
Autovacuum Primary No API 2 row (run stopped after API 1 or history missing)
pg_dump Primary No API 2 row (run stopped after API 1 or history missing)
pg_basebackup Primary No API 2 row (run stopped after API 1 or history missing)
WAL Archiving Primary No API 2 row (run stopped after API 1 or history missing)
S3 Primary No API 2 row (run stopped after API 1 or history missing)
Point-in-Time Recovery Primary No API 2 row (run stopped after API 1 or history missing)
Liquibase Primary No API 2 row (run stopped after API 1 or history missing)
Flyway Primary No API 2 row (run stopped after API 1 or history missing)
Datadog Primary No API 2 row (run stopped after API 1 or history missing)
pg_stat_statements Primary No API 2 row (run stopped after API 1 or history missing)
auto_explain Primary No API 2 row (run stopped after API 1 or history missing)
Grafana Primary No API 2 row (run stopped after API 1 or history missing)
shared_buffers Primary No API 2 row (run stopped after API 1 or history missing)
work_mem Primary No API 2 row (run stopped after API 1 or history missing)
max_connections Primary No API 2 row (run stopped after API 1 or history missing)
checkpoint_timeout Primary No API 2 row (run stopped after API 1 or history missing)
OLTP Primary No API 2 row (run stopped after API 1 or history missing)
Role-Based Access Control Primary No API 2 row (run stopped after API 1 or history missing)
Row-Level Security Primary No API 2 row (run stopped after API 1 or history missing)
HashiCorp Vault Primary No API 2 row (run stopped after API 1 or history missing)
Linux Primary No API 2 row (run stopped after API 1 or history missing)
Ubuntu Primary No API 2 row (run stopped after API 1 or history missing)
RHEL Primary No API 2 row (run stopped after API 1 or history missing)
Shell Scripting Primary No API 2 row (run stopped after API 1 or history missing)
PgBouncer Primary No API 2 row (run stopped after API 1 or history missing)
Patroni Primary No API 2 row (run stopped after API 1 or history missing)
repmgr Primary No API 2 row (run stopped after API 1 or history missing)
pg_repack Primary No API 2 row (run stopped after API 1 or history missing)
Terraform Primary No API 2 row (run stopped after API 1 or history missing)
Ansible Primary No API 2 row (run stopped after API 1 or history missing)
AWS RDS Primary No API 2 row (run stopped after API 1 or history missing)
Amazon Aurora Primary No API 2 row (run stopped after API 1 or history missing)

Library artifacts (this run)

No artifact rows for this run.
nano JD Parser — gpt-4.1-nano click to toggle
RolePostgreSQL Database Administrator
CompanyDataBank Holdings
Experience6+ years
DomainIT Services & Consulting
Location Hyderabad, India
JD type pass
Show raw JSON
{
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  "about_company": null,
  "certifications": [],
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  "ctc": null,
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  "roles_and_responsibilities": [
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      "source_marker": {
        "first_5_words": "Lead PostgreSQL DBA responsible for",
        "last_5_words": "and on-call response."
      },
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      },
      "text": "- Administer PostgreSQL 14/15 clusters, including streaming replication, logical decoding, and failover orchestration\n- Perform query plan analysis with EXPLAIN ANALYZE, tune indexes, optimize VACUUM and autovacuum parameters\n- Manage backup strategy: pg_dump, pg_basebackup, WAL archiving to S3, and point-in-time recovery rehearsals\n- Plan and execute schema migrations using Liquibase or Flyway with zero-downtime techniques (online ALTER TABLE)\n- Monitor PostgreSQL with Datadog, pg_stat_statements, auto_explain, and custom Grafana dashboards\n- Tune server parameters: shared_buffers, work_mem, max_connections, checkpoint_timeout for OLTP workloads\n- Implement role-based access control, row-level security, and integrate with HashiCorp Vault for secret rotation\n- Lead capacity planning, storage growth forecasting, and Postgres version upgrade roadmaps\n- Respond to on-call pages for database incidents, conduct root cause analysis, and write post-mortems",
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      },
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      "word_count": 56
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
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      "is_primary": true,
      "skill_name": "PostgreSQL"
    },
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    },
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      "skill_name": "Grafana"
    },
    {
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    },
    {
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    },
    {
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      "skill_name": "Row-Level Security"
    },
    {
      "is_primary": true,
      "skill_name": "HashiCorp Vault"
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    {
      "is_primary": true,
      "skill_name": "Linux"
    },
    {
      "is_primary": true,
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    },
    {
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      "skill_name": "RHEL"
    },
    {
      "is_primary": true,
      "skill_name": "Shell Scripting"
    },
    {
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      "skill_name": "Patroni"
    },
    {
      "is_primary": true,
      "skill_name": "repmgr"
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    },
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      "is_primary": true,
      "skill_name": "Terraform"
    },
    {
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      "skill_name": "Ansible"
    },
    {
      "is_primary": true,
      "skill_name": "AWS RDS"
    },
    {
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      "skill_name": "Amazon Aurora"
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  "nano_parsed": {
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  "stage3_signals": {
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          },
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            "similarity": 0.628
          },
          {
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            "similarity": 0.5248
          },
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          },
          {
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            "similarity": 0.5455
          },
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          },
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        "slug": "cloud-architect",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "DevOps Engineer",
        "kra_matches": null,
        "matched_count": 6,
        "matched_skills": [
          "Ansible",
          "Datadog",
          "Grafana",
          "HashiCorp Vault",
          "S3",
          "Terraform"
        ],
        "role_id": 10,
        "score": 0.1622,
        "slug": "devops-engineer",
        "total_count": 37
      },
      {
        "display_name": "Cloud Architect",
        "kra_matches": null,
        "matched_count": 4,
        "matched_skills": [
          "Ansible",
          "Datadog",
          "Grafana",
          "Terraform"
        ],
        "role_id": 9,
        "score": 0.1081,
        "slug": "cloud-architect",
        "total_count": 37
      },
      {
        "display_name": "Backend Developer",
        "kra_matches": null,
        "matched_count": 3,
        "matched_skills": [
          "Grafana",
          "PostgreSQL",
          "S3"
        ],
        "role_id": 1,
        "score": 0.0811,
        "slug": "backend-engineer",
        "total_count": 37
      },
      {
        "display_name": "ML Engineer",
        "kra_matches": null,
        "matched_count": 2,
        "matched_skills": [
          "S3",
          "Terraform"
        ],
        "role_id": 3,
        "score": 0.0541,
        "slug": "ml-engineer",
        "total_count": 37
      },
      {
        "display_name": "Data Engineer",
        "kra_matches": null,
        "matched_count": 2,
        "matched_skills": [
          "Row-level security",
          "S3"
        ],
        "role_id": 2,
        "score": 0.0541,
        "slug": "data-engineer",
        "total_count": 37
      }
    ]
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "F",
    "chosen_role": {
      "display_name": "DevOps Engineer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 10,
      "score": 0.548,
      "slug": "devops-engineer",
      "total_count": null
    },
    "confidence": 0.92,
    "is_new_role": false,
    "llm2_fired": true,
    "llm2_reasoning": "The role requires deep expertise in PostgreSQL operations, performance tuning, replication, backup/recovery and on-call incident response, which aligns closely with a DevOps Engineer\u2019s responsibilities rather than a Fullstack Developer\u2019s.",
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "LLM2 picked devops-engineer (confidence 0.92)"
  },
  "stage5_updates": {
    "centroid_n_after": 38,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": null,
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 1974,
        "role_display_name": "DevOps Engineer",
        "role_slug": "devops-engineer",
        "skill_name": "Streaming Replication",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 1975,
        "role_display_name": "DevOps Engineer",
        "role_slug": "devops-engineer",
        "skill_name": "Logical Decoding",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 1976,
        "role_display_name": "DevOps Engineer",
        "role_slug": "devops-engineer",
        "skill_name": "EXPLAIN ANALYZE",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 1977,
        "role_display_name": "DevOps Engineer",
        "role_slug": "devops-engineer",
        "skill_name": "VACUUM",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 1978,
        "role_display_name": "DevOps Engineer",
        "role_slug": "devops-engineer",
        "skill_name": "Autovacuum",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 1979,
        "role_display_name": "DevOps Engineer",
        "role_slug": "devops-engineer",
        "skill_name": "pg_dump",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 1980,
        "role_display_name": "DevOps Engineer",
        "role_slug": "devops-engineer",
        "skill_name": "pg_basebackup",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 1981,
        "role_display_name": "DevOps Engineer",
        "role_slug": "devops-engineer",
        "skill_name": "WAL Archiving",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 1982,
        "role_display_name": "DevOps Engineer",
        "role_slug": "devops-engineer",
        "skill_name": "Point-in-Time Recovery",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 1983,
        "role_display_name": "DevOps Engineer",
        "role_slug": "devops-engineer",
        "skill_name": "Liquibase",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 1984,
        "role_display_name": "DevOps Engineer",
        "role_slug": "devops-engineer",
        "skill_name": "Flyway",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 1985,
        "role_display_name": "DevOps Engineer",
        "role_slug": "devops-engineer",
        "skill_name": "pg_stat_statements",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 1986,
        "role_display_name": "DevOps Engineer",
        "role_slug": "devops-engineer",
        "skill_name": "auto_explain",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 1987,
        "role_display_name": "DevOps Engineer",
        "role_slug": "devops-engineer",
        "skill_name": "shared_buffers",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 1988,
        "role_display_name": "DevOps Engineer",
        "role_slug": "devops-engineer",
        "skill_name": "work_mem",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 1989,
        "role_display_name": "DevOps Engineer",
        "role_slug": "devops-engineer",
        "skill_name": "max_connections",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 1990,
        "role_display_name": "DevOps Engineer",
        "role_slug": "devops-engineer",
        "skill_name": "checkpoint_timeout",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 1991,
        "role_display_name": "DevOps Engineer",
        "role_slug": "devops-engineer",
        "skill_name": "OLTP",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 1992,
        "role_display_name": "DevOps Engineer",
        "role_slug": "devops-engineer",
        "skill_name": "Role-Based Access Control",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 1993,
        "role_display_name": "DevOps Engineer",
        "role_slug": "devops-engineer",
        "skill_name": "Linux",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 1994,
        "role_display_name": "DevOps Engineer",
        "role_slug": "devops-engineer",
        "skill_name": "Ubuntu",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 1995,
        "role_display_name": "DevOps Engineer",
        "role_slug": "devops-engineer",
        "skill_name": "RHEL",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 1996,
        "role_display_name": "DevOps Engineer",
        "role_slug": "devops-engineer",
        "skill_name": "Shell Scripting",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 1997,
        "role_display_name": "DevOps Engineer",
        "role_slug": "devops-engineer",
        "skill_name": "PgBouncer",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 1998,
        "role_display_name": "DevOps Engineer",
        "role_slug": "devops-engineer",
        "skill_name": "Patroni",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 1999,
        "role_display_name": "DevOps Engineer",
        "role_slug": "devops-engineer",
        "skill_name": "repmgr",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 2000,
        "role_display_name": "DevOps Engineer",
        "role_slug": "devops-engineer",
        "skill_name": "pg_repack",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 2001,
        "role_display_name": "DevOps Engineer",
        "role_slug": "devops-engineer",
        "skill_name": "AWS RDS",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 2002,
        "role_display_name": "DevOps Engineer",
        "role_slug": "devops-engineer",
        "skill_name": "Amazon Aurora",
        "status": "pending"
      }
    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": null
  }
}
API 2 — extract-details
{}
API 3 — final-role-output
{}

LLM Calls

Every model call made for this run, in pipeline order. Click a card to see the model's response.

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