Real-world RL gyms
for frontier AI agents

Train agents that learn from experience, not just examples. We deliver configurable RL worlds with dense rewards, domain-specific tools, and verifiable outcomes.
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90%
AI responses improved
8x
Faster time to production
70ms
Latency
Problem

Models need real-world experiences, not just examples.

Agents miss
reasoning context.

Examples teach agents “what”. Experiences teach them “why” and “when”.

Agents fail under enterprise constraints.

Sandboxes don’t mirror production. Real systems have approval chains, compliance gates, and stateful context that accumulates over time.

Models can’t learn nuanced behavior.

Sparse rewards hide incremental progress.

No alignment to
real outcomes.

Single-task tests ignore multi-step reality. Real workflows require maintaining context across sessions, balancing competing goals, and respecting safety guardrails.
"Launch of Apriel-1.5-15B-Thinker - ServiceNow's SLM that thinks big. Multimodal reasoner delivering results on par with much larger models like DeepSeek R1m Mistral-medium and Gemini Flash 2.5 - at just one-tenth the size.

A huge thank you to my incredible team for making this possible and to our partners Collinear AI for the amazing collaboration."
Srinivas Sunkara
VP - Applied Research
ServiceNow

Red-team

Employ adversarial testing to proactively catch and mitigate AI hallucinations and unsafe content before your customers do with the widest risk taxonomy on the market

Automated red-teaming and vulnerability assessments for real-world scenarios, scaling up to handle extensive model evaluations tailored to your safety needs.

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Highlights

How you can benefit from Collinear Red-team

Collinear Red-team simulates compliance, prompt injection, data leakage, and edge case scenarios
at scale to uncover and remediate vulnerabilities before they reach your users.

Accelerate Deployment

  • Reduce compliance incidents by 3x
  • Cut Quality Assessment and Red-Teaming time by 90%
  • Go to market 3x faster.

Turn every breach into a stronger defense

Stay one step ahead of vulnerabilities by using Collinear Red Team to:
  • Automatically generate targeted synthetic data from failed attacks
  • Strengthen your AI through focused retraining
Solution

Introducing Collinear Environments

Multi-user RL worlds with authentic tools, stateful workflows, and
complete high-fidelity agent trajectories.

Environments

Multi-user virtual organization with realistic roles (Engineer, Support, Analyst) collaborating on shared projects (releases, patient intake, order fulfillment), mirroring real workflows, multi-turn interactions, permissions, and policies to produce stateful context over time.

Tools

Production-grade tool ecosystems, with APIs and MCP-compatible interfaces for Jira, Confluence, ServiceNow, EMR, Shopify, and airline/hotel systems, enabling realistic tool use and data access.

Tasks

Multi-step objectives mirroring real operational goals, including sprint planning, triaging incidents, updating documentation, processing patient data, or managing bookings and returns.

Verifiers

Automated evaluators that check the environment’s final state, confirming if tasks were completed, data linked, policies followed, and progress achieved. Dense rewards provide interpretable, domain-specific feedback.
Outcomes

Learn faster.
Generalize further. Reason better.

5× faster convergence in complex tool-use environments
3× higher generalization across unseen domains
Lower compute cost per training cycle via dense rewards
Policy-safe exploration across real business workflows

Domain-specific RL Gyms

Coding
‍

380 Tasks
Sprint planning across linked issues, bug triage with dependency tracking, and spec documentation that maintains integrity across Jira and Confluence.

Tools: 

  • Github
  • Bash
  • Python
  • Poetry

Sample Tasks: 

  • Resolve open Github issues
  • Implement a new API endpoint
  • Write unit tests

Sample NPCs:

  • Product Manager
  • Staff SWE
  • Engineering Manager

Software & Product Development

220 tasks
Sprint planning across linked issues, bug triage with dependency tracking, and spec documentation that maintains integrity across Jira and Confluence.

Tools: 

  • Jira
  • Confluence
  • Slack

‍

Sample Tasks: 

  • Write user stories with clear acceptance criteria
  • Calculate sprint story points
  • Link Jira Epic to the right Confluence PRD

Sample NPCs:

  • Product Manager
  • Staff SWE
  • Engineering Manager

ITSM / Enterprise Operations

140 tasks
Sprint planning across linked issues, bug triage with dependency tracking, and spec documentation that maintains integrity across Jira and Confluence.

Tools: 

  • ServiceNow
  • Jira

‍

‍

Sample Tasks: 

  • Classify a new incident by severity and category
  • Locate relevant knowledge base articles
  • Determine likely root cause and orchestrate remediation next steps

Sample NPCs:

  • Service Desk Agent
  • Affected user
  • Service Owner

Human Resources

150 Tasks
Sprint planning across linked issues, bug triage with dependency tracking, and spec documentation that maintains integrity across Jira and Confluence.

Tools: 

  • Workday
  • SAP SuccessFactors
  • Slack

Sample Tasks: 

  • Review new applicants for an open role
  • Evaluate employee PTO requests
  • Resolve employee benefits questions

Sample NPCs:

  • Employee
  • Hiring Manager
  • HR Business Partner

Sales & Procurement

110 Tasks
Sprint planning across linked issues, bug triage with dependency tracking, and spec documentation that maintains integrity across Jira and Confluence.

Tools: 

  • Salesforce CRM
  • SAP Ariba

‍

Sample Tasks: 

  • Classify an inbound lead into the correct segment
  • Build a quote with the correct SKUs and pricing allowed by policy
  • Assemble a vendor scorecard using provided KPIs

Sample NPCs:

  • Account Executive
  • Solution Engineer
  • Procurement Manager

Customer Support

220 tasks
Sprint planning across linked issues, bug triage with dependency tracking, and spec documentation that maintains integrity across Jira and Confluence.

Tools: 

  • Zendesk
  • Salesforce CRM

‍

Sample Tasks: 

  • Classify and route new support tickets
  • Approve or deny refunds within policy
  • Prevent potential customer churn through retention offers

Sample NPCs:

  • Customer
  • Tier 2 Support Specialist
  • Escalations Manager

Healthcare

170 tasks
Sprint planning across linked issues, bug triage with dependency tracking, and spec documentation that maintains integrity across Jira and Confluence.

Tools: 

  • OpenEMR

‍

Sample Tasks: 

  • Retrieve authorized patient data
  • Verify insurance eligibility for a scheduled appointment
  • Resolve discrepancies between patient-reported systems and existing problem list

Sample NPCs:

  • Patient
  • Scheduler
  • Care Coordinator

Finance

120 tasks
Sprint planning across linked issues, bug triage with dependency tracking, and spec documentation that maintains integrity across Jira and Confluence.

Tools: 

  • SAP 4/HANA
  • SAP Concur

Sample Tasks: 

  • Classify an incoming invoice into the correct expense category
  • Produce a department spend report
  • Create financial projections based on incoming receivables

Sample NPCs:

  • Budget owner
  • Procurement partner
  • RevOps manager

Don’t fall behind in the AI race.

 Get ahead with Collinear for better AI from development to production.

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Stop launch-and-pray AI.

Simulations catch failures before your customers do.

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