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ENV-FIN-102 · Credit Analysis & Private Credit

Credit & Covenant. Apply contractual credit terms correctly to borrower financials and reach auditable conclusions.

Credit agreements, amendments, borrower financials, covenant certificates and lender correspondence, where the right answer depends on interlocking definitions, amendments, calculation conventions and reporting dates.

Custom buildCredit Analysis · Legal Document Reasoning · Covenant Monitoring

Overview. What the environment trains, and the work it's built around.

Core competency

Apply contractual credit terms correctly to borrower financials and reach auditable conclusions.

  • Finding the operative provisions across an agreement and its amendments
  • Reconstructing covenant EBITDA, leverage and coverage under the agreement's definitions
  • Assessing breaches, cure rights and waivers
  • Monitoring a portfolio of borrowers for reporting and headroom exceptions
  • Escalating ambiguity instead of resolving it silently

Built around the work of

Credit Analyst · Loan Portfolio Analyst · Private Credit Associate

Simulated systems

  • Credit document repository
  • Borrower reporting
  • Covenant calculator
  • Monitoring dashboard

Sample task

Northbridge Credit has submitted its latest quarterly financial statements and covenant certificate. The original credit agreement establishes a maximum leverage ratio of 4.5×. A subsequent amendment changes certain definitions and covenant thresholds. Determine which contractual provisions govern the current reporting period, independently reconstruct the leverage calculation, and assess whether the borrower complies with its obligations. Document the relevant provisions and flag any unresolved ambiguity.

Specification. The environment, field by field.

spec · env/credit-covenant.yamlENV-FIN-102
product_type:
Executable RL training and evaluation environment
category:
Credit Analysis · Legal Document Reasoning · Covenant Monitoring
commercial_model:
Environment development and validated task packages
environment_id:
ENV-FIN-102
target_roles:
Credit Analyst · Loan Portfolio Analyst · Private Credit Associate
core_competencies:
  • Finding the operative provisions across an agreement and its amendments
  • Reconstructing covenant EBITDA, leverage and coverage under the agreement's definitions
  • Assessing breaches, cure rights and waivers
  • Monitoring a portfolio of borrowers for reporting and headroom exceptions
  • Escalating ambiguity instead of resolving it silently
data:
Synthetic borrowers with credit agreements, amendments, quarterly financials, compliance certificates and lender correspondence. Licensed documents can be added where an engagement allows it.
simulated_systems:
Credit document repository · Borrower reporting · Covenant calculator · Monitoring dashboard
interfaces:
Structured credit tool API · Long-document search and extraction · Python for calculations
interaction:
Stateful, multistep tool use across long legal documents and financial data, with a simulated credit committee for escalations.
state:
Versioned credit documents, borrower financials, covenant cases and monitoring records. Each episode starts from an isolated, seeded snapshot.
disturbances:
Amendments with limited effective periods, unsigned drafts, capped add-backs, certificates that disagree with the financials and exhausted cure rights.
task_families:
  • TASK-FIN-102-01 · Credit agreement & amendment interpretation
  • TASK-FIN-102-02 · Financial covenant reconstruction
  • TASK-FIN-102-03 · Breach, waiver & cure investigation
  • TASK-FIN-102-04 · Credit portfolio monitoring
evaluation:
Operative provisions, definitions, ratios and determinations reconstructed independently from the contract and the borrower's records.
reward:
Deterministic checks on provisions, ratios and determinations, plus rubric scoring of the written memo and escalation.
training_use:
RL training, held-out evaluation and SFT on reference analyses.
deployment:
Containerized, isolated execution, with a customer-controlled deployment option.
licensing:
Commercial use rights. Exclusivity, ownership and any third-party data licenses are agreed for each engagement.

Workflow coverage. What agents do, and what the verifier checks.

  • Workflow

    Agreement interpretation

    Example tasks

    Determine which provisions govern a test date across an agreement and its amendments.

    What is verified

    The operative document, clause and effective period are identified correctly.

  • Workflow

    Covenant calculation

    Example tasks

    Rebuild covenant EBITDA and leverage from the financials.

    What is verified

    Add-back caps, cash netting and the threshold are applied as defined.

  • Workflow

    Breach and cure

    Example tasks

    Assess a breach and whether an equity cure is available.

    What is verified

    Cure amount, cure limits and the remaining options are stated correctly.

  • Workflow

    Portfolio monitoring

    Example tasks

    Review certificates across borrowers and flag exceptions.

    What is verified

    Late reports, thin headroom and breaches are flagged to the right list.

Task families. Each family has its own datasheet: prompt, verification criteria and failure modes.

Agent tools. What the agent can call.

The agent searches and extracts from long credit documents, retrieves borrower financials, computes ratios and records its conclusions in covenant cases and monitoring reports.

tools · env/credit-covenantJSON-schema tools
  • search_credit_documents
  • get_agreement
  • get_amendments
  • get_borrower_financials
  • extract_covenant_terms
  • calculate_financial_ratio
  • update_covenant_case
  • request_credit_review
  • submit_monitoring_report

Verification methodology. Checked against state the verifier computes itself.

The operative agreement and amendment, covenant definitions and effective dates, the reporting period, allowable adjustments, ratios and headroom, and the breach, cure or waiver determination, all reconstructed independently from the contract and the borrower's records.

The verifier checks

  1. 01The operative agreement and amendments are identified for the test date.
  2. 02Covenant definitions and effective dates are applied as written.
  3. 03The reporting period and its trailing-twelve-month figures are correct.
  4. 04Add-backs and other adjustments respect their caps.
  5. 05Ratios and headroom are recomputed from the borrower's records.
  6. 06The breach, cure or waiver determination follows from the recomputed figures and the agreement.
  7. 07Unresolved ambiguity is flagged or escalated.

Reward

Matching the borrower's covenant certificate earns nothing if the certificate is wrong. Ground truth comes from the contract and the financial records, never from numbers the agent or the borrower supplied.

Scores zero on

  • Applying superseded terms after an amendment
  • A compliance determination that contradicts the reconstructed ratio
  • Concluding without flagging or escalating an unresolved ambiguity

Included deliverables. What you receive, and what we agree before we build.

Delivered with the environment

  • Containerized environment with seeded credit documents and borrower data
  • Validated task instances with reference analyses
  • Verifier code and expert rubrics
  • Agent traces and failure-mode analysis across repeated runs
  • Technical datasheet and integration documentation

Agreed before development

  • Agreement styles and covenant packages to model
  • Calculation conventions and tolerance thresholds
  • Escalation rules for ambiguity
  • Execution limits per episode
  • Any third-party document licenses

Every environment is built to order. Tell us which workflow you need to train or evaluate, and where you are in the process.

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