{
 "features_resolved": {
  "snapshot_any": false,
  "snapshot_mem": false,
  "fork": false,
  "pause_resume": false,
  "persistent_disk": false,
  "whole_disk": false,
  "persist_scope": null,
  "volumes": false,
  "auto_stop_idle": false,
  "long_sessions": true,
  "custom_image": null,
  "image_snapshot": false,
  "image_oci": false,
  "vm_isolation": null,
  "docker_inside": false,
  "nested_virt": false,
  "root": null,
  "systemd": null,
  "browser": false,
  "desktop": false,
  "computer_use": false,
  "code_interpreter": null,
  "browser_control": null,
  "desktop_control": null,
  "browser_and_desktop": false,
  "anti_bot": false,
  "captcha_solving": false,
  "residential_ip": null,
  "agent_harnesses": false,
  "ssh": false,
  "public_ipv4": false,
  "inbound_https": false,
  "custom_domain": null,
  "raw_tcp_inbound": null,
  "egress_allowlist": false,
  "open_internet": null,
  "static_egress_ip": false,
  "private_network": null,
  "self_host": false,
  "byoc": false,
  "open_source": false,
  "soc2": false,
  "hipaa": false,
  "sso": false,
  "gpu": false,
  "arm64": false,
  "windows": false,
  "macos": false,
  "lang_python": false,
  "lang_node": false,
  "lang_go": null,
  "lang_rust": null,
  "lang_java": null,
  "gpu_desktop": null,
  "credential_injection": null,
  "egress_http_rules": false,
  "wake_on_request": false,
  "live_resize": false,
  "fork_running": false,
  "memory_snapshot_fork": false,
  "webhooks": null,
  "scheduled_wakeups": null,
  "audit_logs": null,
  "eu_data_residency": false,
  "zero_data_retention": null,
  "scoped_api_keys": null,
  "spend_limits": null,
  "mcp_server": false,
  "usage_api": false,
  "snapshot_auto": false,
  "snapshot_on_demand": false,
  "harness_api": false,
  "own_agent_api": false,
  "fast_boot": null,
  "strong_isolation": null,
  "ingress_rules": false,
  "guest_firewall": false,
  "secret_proxy": false,
  "secret_proxy_any": false,
  "volume_attach": false,
  "volume_shared": false,
  "sidecar": null,
  "fuse": null,
  "kernel_features": null,
  "burst": null
 },
 "company": {
  "id": "vibrant-labs",
  "checked": "2026-09-30",
  "company": "Vibrant Labs (Exploding Gradients Inc.)",
  "ownership": {
   "value": "independent",
   "parent": null,
   "source": "https://vibrantlabs.com/research/hello-world",
   "quote": "Founded by Shahul ES and Jithin James, the creators of Ragas, Vibrant Labs benchmarks and builds environments for long-horizon agents. Backed by YCombinator, Heavybit, PioneerFund, and Hike Ventures."
  },
  "stage": {
   "value": "pre-seed",
   "source": "https://vibrantlabs.com/research/hello-world",
   "quote": "We were accepted into YCombinator on that premise and received a $2.5M pre-seed round to build whatever comes next.",
   "confidence": "high",
   "note": "The company (originally Exploding Gradients / Ragas) previously raised a small seed noted by Tracxn (~$500K, 2024); the $2.5M pre-seed announced Nov 2025 under the Vibrant Labs rebrand is the last priced round found."
  },
  "accelerators": [
   {
    "name": "Y Combinator",
    "batch": "Winter 2024",
    "source": "https://www.ycombinator.com/companies/vibrant-labs",
    "quote": "WINTER 2024 ACTIVE",
    "confidence": "high",
    "via": "research"
   }
  ],
  "total_funding_usd": {
   "value": 2500000,
   "status": "confirmed",
   "basis": "company blog post announcing the pre-seed round amount; no later round found",
   "source": "https://vibrantlabs.com/research/hello-world",
   "quote": "We were accepted into YCombinator on that premise and received a $2.5M pre-seed round to build whatever comes next."
  },
  "last_round": {
   "type": "pre-seed",
   "amount_usd": 2500000,
   "date": "2025-11",
   "leads": [],
   "status": "confirmed",
   "source": "https://vibrantlabs.com/research/hello-world",
   "quote": "Ragas Team Emerges from Stealth as Vibrant Labs with $2.5M pre-seed round to Build Simulation Environments for Long-Horizon Agents"
  },
  "investors": [
   "Y Combinator",
   "Heavybit",
   "Pioneer Fund",
   "Hike Ventures"
  ],
  "portfolio_listings": [
   {
    "source": "byFounders",
    "company": "Vibrant",
    "batch": "April 2022",
    "how": "name"
   },
   {
    "source": "gener8tor",
    "company": "Vibrant",
    "batch": "IU Health Incubator at IU LAB Pre-Accelerator Powered by gener8tor Summer 2025",
    "how": "name"
   },
   {
    "source": "Heavybit",
    "company": "Vibrant Labs",
    "batch": null,
    "how": "domain"
   }
  ],
  "revenue": {
   "value": null,
   "status": "unknown"
  },
  "employees": {
   "value": 6,
   "source": "https://www.ycombinator.com/companies/vibrant-labs"
  },
  "note": "Vibrant Labs is the rebrand (Nov 2025, out of stealth) of the Ragas open-source eval team, legally Exploding Gradients Inc.; same website domain (vibrantlabs.com) and founders (Jithin James, Shahul ES) confirmed on the YC directory page (W24, Active, San Francisco), matching the card's hint."
 },
 "id": "vibrant-labs",
 "name": "Vibrant Labs",
 "url": "https://vibrantlabs.com/",
 "category": "agent-sandbox",
 "isolation": null,
 "modes": [
  {
   "key": "native",
   "label": "Native service",
   "flags": [
    "alt"
   ],
   "os": [
    "linux"
   ],
   "regions": null,
   "gpu_only": false,
   "features": {},
   "pricing": "resource",
   "vcpu_h": null,
   "ram_gib_h": null,
   "cpu_basis": "alloc",
   "ram_basis": "alloc",
   "active_floor": 0,
   "ram_per_vcpu": [
    null,
    null
   ],
   "ram_fixed_per_vcpu": null,
   "vcpu_options": null,
   "min_vcpu": null,
   "max_vcpu": null,
   "max_ram_gib": null,
   "sizes": null,
   "pool_tiers": null,
   "requires_always_on": false,
   "always_on_month_per_instance": null,
   "commit_note": null,
   "min_billed_seconds": null,
   "granularity_s": null,
   "start_fee": null,
   "boot_overhead_s": null,
   "multiplier": 1,
   "windows_vcpu_h": null,
   "gpu": null,
   "note": "Hardware and complete resource tariff unverified."
  }
 ],
 "storage": {
  "included_disk_gib": null,
  "disk_gib_month": null,
  "disk_billed_when_stopped": null,
  "snapshot_gib_month": null,
  "paused_ram_billed": null
 },
 "network": {
  "egress_free_gib": null,
  "egress_gib": null,
  "ipv4_month": null,
  "ipv4_available": null
 },
 "plans": [
  {
   "name": "Custom / unverified",
   "fee": null,
   "flags": [
    "sales"
   ],
   "fee_is_credit": false,
   "included_usd": null,
   "per_seat": null,
   "concurrency": null,
   "max_session_h": null,
   "max_vcpu": null,
   "max_ram_gib": null,
   "sizes_allowed": null,
   "note": ""
  }
 ],
 "free": {
  "monthly_credit": null,
  "one_time_credit": null
 },
 "features": {
  "linux": null,
  "windows": false,
  "macos": false,
  "arm64": false,
  "gpu": false,
  "snapshot": "none",
  "pause_resume": false,
  "fork": false,
  "persistent_disk": false,
  "volumes": null,
  "auto_stop_idle": false,
  "max_session_h": null,
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  "docker_inside": false,
  "nested_virt": false,
  "root": null,
  "systemd": null,
  "browser": false,
  "desktop": false,
  "computer_use": false,
  "code_interpreter": null,
  "agent_harnesses": false,
  "ssh": false,
  "public_ipv4": false,
  "inbound_https": false,
  "custom_domain": null,
  "raw_tcp_inbound": null,
  "egress_allowlist": false,
  "static_egress_ip": false,
  "private_network": null,
  "self_host": false,
  "byoc": false,
  "open_source": false,
  "soc2": false,
  "hipaa": false,
  "sso": false,
  "gpu_types": [],
  "regions": null,
  "lang_python": false,
  "lang_node": false,
  "lang_go": null,
  "lang_rust": null,
  "lang_java": null,
  "gpu_desktop": null,
  "credential_injection": null,
  "egress_http_rules": false,
  "wake_on_request": false,
  "live_resize": false,
  "fork_running": false,
  "memory_snapshot_fork": false,
  "webhooks": null,
  "scheduled_wakeups": null,
  "audit_logs": null,
  "eu_data_residency": false,
  "zero_data_retention": null,
  "scoped_api_keys": null,
  "spend_limits": null,
  "mcp_server": false,
  "image_oci": false,
  "anti_bot": false,
  "captcha_solving": false,
  "snapshot_auto": false,
  "snapshot_on_demand": false,
  "volume_attach": false,
  "volume_shared": false,
  "harness_api": false,
  "own_agent_api": false,
  "ingress_rules": false,
  "guest_firewall": false,
  "secret_proxy": false,
  "max_session_unlimited": true,
  "usage_api": false
 },
 "perf": {
  "cpu_runs_s": null,
  "cold_start_ms": null,
  "burst_tti_ms": null,
  "dax_s": null
 },
 "caveats": [
  "Vibrant Labs (Exploding Gradients Inc., the Ragas team) sells autoscaled RL post-training DATA (tasks, environments, verifiers) for frontier agents — tool-use and computer-use modalities — not rentable compute. No pricing (404), no docs, no API.",
  "Null values mean unknown, not free/unlimited. No model-token cost, tax or unverified ancillary charge included.",
  "Native browser/device/task/credit prices with unknown CPU/RAM are deliberately non-priceable. Check regime before interpreting any partial resource estimate."
 ],
 "sources": [
  "https://www.ycombinator.com/companies/vibrant-labs",
  "https://vibrantlabs.com/"
 ],
 "audit_2026_09_29": {
  "applied": 1,
  "source": "checked against the provider's live pricing and docs pages",
  "reviewed": 1
 },
 "feature_evidence": {
  "image_oci": {
   "value": false,
   "source": "https://www.ycombinator.com/companies/vibrant-labs",
   "quote": "We work on methods to autonomously scaling evals/environments for post-training agents.",
   "note": "not offered: outside the product's scope",
   "checked": "2026-09-30"
  },
  "docker_inside": {
   "value": false,
   "source": "https://www.ycombinator.com/companies/vibrant-labs",
   "quote": "We work on methods to autonomously scaling evals/environments for post-training agents.",
   "note": "not offered: outside the product's scope",
   "checked": "2026-09-30"
  },
  "nested_virt": {
   "value": false,
   "source": "https://www.ycombinator.com/companies/vibrant-labs",
   "quote": "We work on methods to autonomously scaling evals/environments for post-training agents.",
   "note": "not offered: outside the product's scope",
   "checked": "2026-09-30"
  },
  "desktop": {
   "value": false,
   "source": "https://www.ycombinator.com/companies/vibrant-labs",
   "quote": "We work on methods to autonomously scaling evals/environments for post-training agents.",
   "note": "not offered: outside the product's scope",
   "checked": "2026-09-30"
  },
  "browser": {
   "value": false,
   "source": "https://www.ycombinator.com/companies/vibrant-labs",
   "quote": "We work on methods to autonomously scaling evals/environments for post-training agents.",
   "note": "not offered: outside the product's scope",
   "checked": "2026-09-30"
  },
  "computer_use": {
   "value": false,
   "source": "https://www.ycombinator.com/companies/vibrant-labs",
   "quote": "We work on methods to autonomously scaling evals/environments for post-training agents.",
   "note": "not offered: outside the product's scope; Vibrant Labs produces computer-use RL data/environments, it does not provide a computer-use API itself",
   "checked": "2026-09-30"
  },
  "anti_bot": {
   "value": false,
   "source": "https://vibrantlabs.com/",
   "quote": null,
   "note": "not offered: outside the product's scope",
   "checked": "2026-09-30"
  },
  "captcha_solving": {
   "value": false,
   "source": "https://vibrantlabs.com/",
   "quote": null,
   "note": "not offered: outside the product's scope",
   "checked": "2026-09-30"
  },
  "ssh": {
   "value": false,
   "source": "https://www.ycombinator.com/companies/vibrant-labs",
   "quote": "We work on methods to autonomously scaling evals/environments for post-training agents.",
   "note": "not offered: outside the product's scope",
   "checked": "2026-09-30"
  },
  "snapshot_auto": {
   "value": false,
   "source": "https://vibrantlabs.com/",
   "quote": null,
   "note": "not offered: outside the product's scope",
   "checked": "2026-09-30"
  },
  "snapshot_on_demand": {
   "value": false,
   "source": "https://vibrantlabs.com/",
   "quote": null,
   "note": "not offered: outside the product's scope",
   "checked": "2026-09-30"
  },
  "fork": {
   "value": false,
   "source": "https://vibrantlabs.com/",
   "quote": null,
   "note": "not offered: outside the product's scope",
   "checked": "2026-09-30"
  },
  "fork_running": {
   "value": false,
   "source": "https://vibrantlabs.com/",
   "quote": null,
   "note": "not offered: outside the product's scope",
   "checked": "2026-09-30"
  },
  "memory_snapshot_fork": {
   "value": false,
   "source": "https://vibrantlabs.com/",
   "quote": null,
   "note": "not offered: outside the product's scope",
   "checked": "2026-09-30"
  },
  "pause_resume": {
   "value": false,
   "source": "https://vibrantlabs.com/",
   "quote": null,
   "note": "not offered: outside the product's scope",
   "checked": "2026-09-30"
  },
  "wake_on_request": {
   "value": false,
   "source": "https://vibrantlabs.com/",
   "quote": null,
   "note": "not offered: outside the product's scope",
   "checked": "2026-09-30"
  },
  "persistent_disk": {
   "value": false,
   "source": "https://vibrantlabs.com/",
   "quote": null,
   "note": "not offered: outside the product's scope",
   "checked": "2026-09-30"
  },
  "volume_attach": {
   "value": false,
   "source": "https://vibrantlabs.com/",
   "quote": null,
   "note": "not offered: outside the product's scope",
   "checked": "2026-09-30"
  },
  "volume_shared": {
   "value": false,
   "source": "https://vibrantlabs.com/",
   "quote": null,
   "note": "not offered: outside the product's scope",
   "checked": "2026-09-30"
  },
  "auto_stop_idle": {
   "value": false,
   "source": "https://vibrantlabs.com/",
   "quote": null,
   "note": "not offered: outside the product's scope",
   "checked": "2026-09-30"
  },
  "live_resize": {
   "value": false,
   "source": "https://vibrantlabs.com/",
   "quote": null,
   "note": "not offered: outside the product's scope",
   "checked": "2026-09-30"
  },
  "agent_harnesses": {
   "value": false,
   "source": "https://www.ycombinator.com/companies/vibrant-labs",
   "quote": "We work on methods to autonomously scaling evals/environments for post-training agents.",
   "note": "not offered: outside the product's scope; no coding-harness sandboxes/templates offered",
   "checked": "2026-09-30"
  },
  "harness_api": {
   "value": false,
   "source": "https://www.ycombinator.com/companies/vibrant-labs",
   "quote": "We work on methods to autonomously scaling evals/environments for post-training agents.",
   "note": "not offered: outside the product's scope",
   "checked": "2026-09-30"
  },
  "own_agent_api": {
   "value": false,
   "source": "https://www.ycombinator.com/companies/vibrant-labs",
   "quote": "We work on methods to autonomously scaling evals/environments for post-training agents.",
   "note": "no public API found; product is sold as generated data/environments, not an agent API",
   "checked": "2026-09-30"
  },
  "mcp_server": {
   "value": false,
   "source": "https://vibrantlabs.com/",
   "quote": null,
   "note": "not offered: outside the product's scope; no docs/GitHub org found publishing an MCP server",
   "checked": "2026-09-30"
  },
  "public_ipv4": {
   "value": false,
   "source": "https://vibrantlabs.com/",
   "quote": null,
   "note": "not offered: outside the product's scope",
   "checked": "2026-09-30"
  },
  "inbound_https": {
   "value": false,
   "source": "https://vibrantlabs.com/",
   "quote": null,
   "note": "not offered: outside the product's scope",
   "checked": "2026-09-30"
  },
  "ingress_rules": {
   "value": false,
   "source": "https://vibrantlabs.com/",
   "quote": null,
   "note": "not offered: outside the product's scope",
   "checked": "2026-09-30"
  },
  "egress_allowlist": {
   "value": false,
   "source": "https://vibrantlabs.com/",
   "quote": null,
   "note": "not offered: outside the product's scope",
   "checked": "2026-09-30"
  },
  "egress_http_rules": {
   "value": false,
   "source": "https://vibrantlabs.com/",
   "quote": null,
   "note": "not offered: outside the product's scope",
   "checked": "2026-09-30"
  },
  "guest_firewall": {
   "value": false,
   "source": "https://vibrantlabs.com/",
   "quote": null,
   "note": "not offered: outside the product's scope; no rentable machine with root access exposed",
   "checked": "2026-09-30"
  },
  "secret_proxy": {
   "value": false,
   "source": "https://vibrantlabs.com/",
   "quote": null,
   "note": "not offered: outside the product's scope",
   "checked": "2026-09-30"
  },
  "static_egress_ip": {
   "value": false,
   "source": "https://vibrantlabs.com/",
   "quote": null,
   "note": "not offered: outside the product's scope",
   "checked": "2026-09-30"
  },
  "windows": {
   "value": false,
   "source": "https://vibrantlabs.com/",
   "quote": null,
   "note": "not offered: outside the product's scope",
   "checked": "2026-09-30"
  },
  "macos": {
   "value": false,
   "source": "https://vibrantlabs.com/",
   "quote": null,
   "note": "not offered: outside the product's scope",
   "checked": "2026-09-30"
  },
  "self_host": {
   "value": false,
   "source": "https://www.ycombinator.com/companies/vibrant-labs",
   "quote": "We work on methods to autonomously scaling evals/environments for post-training agents.",
   "note": "not offered: outside the product's scope; product is a data/environments service, not distributed software",
   "checked": "2026-09-30"
  },
  "byoc": {
   "value": false,
   "source": "https://vibrantlabs.com/",
   "quote": null,
   "note": "not offered: outside the product's scope",
   "checked": "2026-09-30"
  },
  "open_source": {
   "value": false,
   "source": "https://vibrantlabs.com/",
   "quote": null,
   "note": "no evidence the core Vibrant Labs product/environments are released under an OSI license; not offered",
   "checked": "2026-09-30"
  },
  "hipaa": {
   "value": false,
   "source": "https://vibrantlabs.com/",
   "quote": null,
   "note": "not offered: outside the product's scope",
   "checked": "2026-09-30"
  },
  "eu_data_residency": {
   "value": false,
   "source": "https://vibrantlabs.com/",
   "quote": null,
   "note": "not offered: outside the product's scope; no regions/data-residency docs published",
   "checked": "2026-09-30"
  },
  "snapshot": {
   "value": "none",
   "source": "https://vibrantlabs.com/",
   "quote": "We are an applied research lab working on the next generation of data harvesting techniques.",
   "note": "not offered: outside the product's scope (data/environments provider, no rentable sandbox/VM with snapshot capability)",
   "checked": "2026-09-30"
  },
  "lang_python": {
   "value": false,
   "source": "https://vibrantlabs.com/",
   "quote": "Autoscaled RL data for frontier agents / Post-training data that scales without armies of human annotators",
   "note": "not offered: outside the product's scope (no rentable code-execution machines; product is post-training data/environments, not a runtime)",
   "checked": "2026-09-30"
  },
  "lang_node": {
   "value": false,
   "source": "https://vibrantlabs.com/",
   "quote": "Autoscaled RL data for frontier agents / Post-training data that scales without armies of human annotators",
   "note": "not offered: outside the product's scope (no rentable code-execution machines; product is post-training data/environments, not a runtime)",
   "checked": "2026-09-30"
  },
  "gpu": {
   "value": false,
   "source": "https://vibrantlabs.com/",
   "quote": "Autoscaled RL data for frontier agents / Post-training data that scales without armies of human annotators",
   "note": "not offered: outside the product's scope (no rentable machines of any kind, GPU or otherwise; the product is data/environments)",
   "checked": "2026-09-30"
  },
  "arm64": {
   "value": false,
   "source": "https://vibrantlabs.com/",
   "quote": "Autoscaled RL data for frontier agents / Post-training data that scales without armies of human annotators",
   "note": "not offered: outside the product's scope (no rentable machines of any architecture are sold)",
   "checked": "2026-09-30"
  },
  "max_session_h": {
   "value": "none",
   "source": "https://vibrantlabs.com/",
   "quote": "We are an applied research lab working on the next generation of data harvesting techniques.",
   "note": "not offered: outside the product's scope (no rentable sandbox/session product with a session time limit exists)",
   "checked": "2026-09-30"
  },
  "soc2": {
   "value": false,
   "source": "https://vibrantlabs.com/",
   "quote": "Autoscaled RL data for frontier agents / Post-training data that scales without armies of human annotators",
   "note": "no security/trust/compliance page found on the marketing site; product is not offered as compliance-relevant hosted infrastructure",
   "checked": "2026-09-30"
  },
  "sso": {
   "value": false,
   "source": "https://vibrantlabs.com/",
   "quote": "Autoscaled RL data for frontier agents / Post-training data that scales without armies of human annotators",
   "note": "no login/dashboard/docs found; not offered: outside the product's scope (no customer-facing product surface requiring SSO)",
   "checked": "2026-09-30"
  },
  "usage_api": {
   "value": false,
   "source": "https://vibrantlabs.com/",
   "quote": "Vibrant Labs sells autoscaled RL post-training DATA (tasks, environments, verifiers) for frontier agents — tool-use and computer-use modalities — not rentable compute. No pricing (404), no docs, no API.",
   "note": "granularity: none; cost: no; Not applicable: Vibrant Labs is a data/environments provider for post-training, not a compute sandbox/VM provider. No rentable machines or customer API exposed.",
   "confidence": "high",
   "checked": "2026-10-01"
  }
 },
 "locations": [],
 "locations_source": null,
 "locations_quote": null,
 "locations_checked": "2026-10-01"
}