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Finance Agent Sample Set

Build financial work that survives changed inputs.

14 tasks · 6 finance workflows · 2 reference solutions + agent traces · v2.7.1

Source artifacts, linked workbooks, and structured outputs for financial-agent evaluation. Test end-to-end consistency, input responsiveness, and numerical causality under task-specific scoring.

Inspect the work. Trace the failure. Measure the result.

Sample Gallery · Contact · Evaluation terms

Evidence before credit

Evaluation flow: task and artifacts, recorded execution, frozen submission, natural score constrained by hard-cap gates, and an auditable result.

final_score = min(natural_score, applicable_score_ceiling)

Public files support artifact inspection. The complete verifier, replay runtime, and scoring receipts belong to the reviewer package.

Retained results

14 tasks × 3 retained slots × 2 models. Scores / 100.

Cohort caveat: Sol was selected for valid submissions with natural score < 50. Astra had no score threshold and allowed invalid-submission replacement before freeze. These are historical sample outcomes, not an unbiased model ranking or evidence of training lift.

Task-level score distribution

Task-level final scores: Sol mean 16.36, with 0 of 14 full-credit tasks; Astra mean 37.80, with 1 of 14 full-credit tasks.

Each observation is a task mean over three slots; headline means weight tasks equally. Full credit = 100. Click either results figure for full resolution.

Score by workflow

Mean final score across six finance workflows; Astra workflow means range from 24.21 to 62.50 and Sol means from 9.34 to 28.50.

84 slot scores · Aggregation and selection

Inspect typical failure cases

Astra's retained-slot median is 25/100; 18 of 42 slots score exactly 25. These two cases show common failure patterns: numerical causality and financial controls.

Case Final score Failure pattern Inspect
DCF Mall · slot 01 25.00 Numerical causality; 25-point cap Reference · Model · Trace
M&A 0040 · slot 02 38.64 Financial controls; natural score below 49-point cap Reference · Model · Trace

DCF Mall sits at the cohort median; slot 01 breaks its score tie. M&A 0040 slot 02 is the financial-control-failure case closest to the cohort mean (37.80). This is purposive case selection, not a statistically representative sample. Selection and provenance · All 42 Astra slots.

Reference workbooks are separate from model submissions. JSON answers accompany both. Traces retain agent actions and observations; bootstrap prompts and run metadata are omitted. Historical scores are unchanged.

Browse all 14 tasks

DCF & operations · LBO & SEC retrieval · Cash flow · Loan tape · M&A & funding · IRR & comparables

Open task instructions and submission notes

Start with instruction.md, then the task's data and output contracts. /app paths refer to the container environment; SEC retrieval tasks need network access. Public validators check submission interfaces, not complete scoring.

Task files are byte-identical to the v2.7.1 candidate package. File manifest and hashes.

Access and contact

Broader task sets, training access, or a scoped evaluation pilot: J4redleung@gmail.com.

Technical evaluation is permitted under Evaluation Sample Terms. Training, fine-tuning, redistribution, and commercial use beyond internal evaluation require written permission.

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