task_id stringlengths 10 58 | split stringclasses 1
value | domain stringclasses 4
values | prompt stringlengths 998 1.74k | public_data unknown | public_data_delivery stringclasses 3
values | image stringclasses 3
values | budget dict | source_dataset stringclasses 3
values | source_revision stringclasses 3
values | reward_contract stringclasses 3
values | modification stringclasses 3
values | family stringclasses 7
values | source_image stringclasses 1
value |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
off3_ar_recon-L1 | train | business | Our accounts receivable ledger needs reconciling before the month closes.
/root/invoices.csv lists each invoice with its customer and amount in dollars. /root/payments.csv lists every payment received, one row per payment, with the invoice it pays. An invoice's balance is its amount minus all payments against it; it c... | {} | Fresh procedural CSV/JSON/notes files are written at reset; this row contains no instance answers. | ghcr.io/sagace-labs/sagace-rlenv-math-budget-20261018@sha256:cb095f31c2b5c3cec17f4fe652eca89dc9d53a0bc4e627805afa1acb1d4ac490 | {
"reset_wall_s": 300,
"rollout_wall_s": 902,
"verifier_wall_s": 600,
"tool_wall_s": 110,
"tool_calls_total": 32,
"tool_calls_per_minute": 60,
"completion_tokens": 4096,
"context_tokens": 8192,
"memory_gib": 2,
"cpu_floor_vcpus": 1,
"workspace_gib": 10
} | dnakhla/terminal-desk | 1b83db27916c3c62dc46e6c6e5c8f95dc2b88a9c | Binary: correct required artifact and at most three exec/write_file actions; evaluate excluded. | Original generator/verifier/gate unchanged; existing work limit announced neutrally in instructions. | null | null |
loans-medium | train | finance | # Month-end loan provisions
The CFO writes: "Please prepare the July 2026 month-end loan-loss provisions as at 2026-07-31. Note that loans L-1756, L-1905 and L-2013 were written off last month, so leave them out."
- The loan book is in /app/data/loans.csv, installments and payments in /app/data/payments.csv, and the ... | {} | A new seeded synthetic dossier is generated on reset; this is one exact public example instruction. Input data and hidden expected values are not part of this row. | ghcr.io/sagace-labs/sagace-rlenv-math-budget-20261018@sha256:d8d7168b73c15e7d16951dbd5165154abba466b50f0e53dc5d6c1e69d0a0c8c7 | {
"reset_wall_s": 180,
"rollout_wall_s": 900,
"verifier_wall_s": 300,
"tool_wall_s": 120,
"tool_calls_total": 12,
"tool_calls_per_minute": 60,
"completion_tokens": 4096,
"context_tokens": 8192,
"memory_gib": 4,
"cpu_floor_vcpus": 2,
"workspace_gib": 10
} | arshy/workbench | ae82d68c0870de634e1366c91a0f2dda4cafaf46 | Protected-check failure:0; all checks pass:0.9+0.1*steps_left/12; otherwise0.5*checks_passed/checks_total; rounded4decimals. | Common TB2 facade and fail-closed privilege guard. Original generators/reward formula retained; existing checks enforce already-public loan-list order and per-run reflow status/null labels without changing check count or reward components. | loans | ghcr.io/moarshy/workbench@sha256:90ad6f254133c5cbc9989f9149d8fb3a0e05cbf787e13b4a78298bbd2e7575f6 |
math-breadth-analysis_exact-constrained-quadratic-extremum | train | mathematics | For real x,y with x>=0, y>=0 and x+2*y<=4, find the maximum of 8*x+14*y-x^2-2*x*y-3*y^2. Write answer.json containing exactly {"value":"integer or exact rational p/q"}. Finite decimal numbers/strings and integer p/q strings are accepted as exact rationals; booleans and null are invalid. Computation is permitted but not... | {} | Fixed selected mathematical problem; public_data.json and prompt.txt in isolated workspace. | ghcr.io/sagace-labs/sagace-rlenv-math-budget-20261018@sha256:7a5a672971b5ca3e22fa6d31880c6ba53468fa46a9bb0dd0d43143ed0329262d | {
"reset_wall_s": 180,
"rollout_wall_s": 900,
"verifier_wall_s": 120,
"tool_wall_s": 20,
"tool_calls_total": 16,
"tool_calls_per_minute": 60,
"completion_tokens": 4096,
"context_tokens": 8192,
"memory_gib": 2,
"cpu_floor_vcpus": 2,
"workspace_gib": 2
} | Codcordance/concordance-maths-v1.1 | 8f6735c4672a885c5eddf880ed3c4f699104738f | Binary exact mathematical answer under the original selected verifier. | Original mathematical problem/verifier; new TB2 exec/write_file/evaluate artifact interface. | math-breadth-analysis_exact | null |
reflow-hard | train | industrial | # Reflow profile audit
Process engineering needs an audit of today's reflow oven runs on line 3.
- The process handbook is in /app/docs (read every document there; definitions and limits come only from the handbook).
- Thermocouple readings are in /app/data/thermocouples.csv; run details are in /app/data/runs.csv.
- ... | {} | A new seeded synthetic dossier is generated on reset; this is one exact public example instruction. Input data and hidden expected values are not part of this row. | ghcr.io/sagace-labs/sagace-rlenv-math-budget-20261018@sha256:d8d7168b73c15e7d16951dbd5165154abba466b50f0e53dc5d6c1e69d0a0c8c7 | {
"reset_wall_s": 180,
"rollout_wall_s": 900,
"verifier_wall_s": 300,
"tool_wall_s": 120,
"tool_calls_total": 12,
"tool_calls_per_minute": 60,
"completion_tokens": 4096,
"context_tokens": 8192,
"memory_gib": 4,
"cpu_floor_vcpus": 2,
"workspace_gib": 10
} | arshy/workbench | ae82d68c0870de634e1366c91a0f2dda4cafaf46 | Protected-check failure:0; all checks pass:0.9+0.1*steps_left/12; otherwise0.5*checks_passed/checks_total; rounded4decimals. | Common TB2 facade and fail-closed privilege guard. Original generators/reward formula retained; existing checks enforce already-public loan-list order and per-run reflow status/null labels without changing check count or reward components. | reflow | ghcr.io/moarshy/workbench@sha256:90ad6f254133c5cbc9989f9149d8fb3a0e05cbf787e13b4a78298bbd2e7575f6 |
off3_ar_recon-L2 | train | business | You are closing the month for the receivables team.
/root/invoices.csv lists invoices with customer and amount in dollars. /root/payments.csv lists payments in the order received; each memo names one or more invoices. First apply the credit notes in /root/credit_notes.csv, each reducing its invoice's balance (not belo... | {} | Fresh procedural CSV/JSON/notes files are written at reset; this row contains no instance answers. | ghcr.io/sagace-labs/sagace-rlenv-math-budget-20261018@sha256:cb095f31c2b5c3cec17f4fe652eca89dc9d53a0bc4e627805afa1acb1d4ac490 | {
"reset_wall_s": 300,
"rollout_wall_s": 902,
"verifier_wall_s": 600,
"tool_wall_s": 110,
"tool_calls_total": 32,
"tool_calls_per_minute": 60,
"completion_tokens": 4096,
"context_tokens": 8192,
"memory_gib": 2,
"cpu_floor_vcpus": 1,
"workspace_gib": 10
} | dnakhla/terminal-desk | 1b83db27916c3c62dc46e6c6e5c8f95dc2b88a9c | Binary: correct required artifact and at most three exec/write_file actions; evaluate excluded. | Original generator/verifier/gate unchanged; existing work limit announced neutrally in instructions. | null | null |
math-breadth-exact-valuation-binomial | train | mathematics | Find the largest nonnegative integer k such that 12^k divides the binomial coefficient C(180,72). Write answer.json containing exactly {"value":"integer or exact rational p/q"}. Finite decimal numbers/strings and integer p/q strings are accepted as exact rationals; booleans and null are invalid. Computation is permitte... | {} | Fixed selected mathematical problem; public_data.json and prompt.txt in isolated workspace. | ghcr.io/sagace-labs/sagace-rlenv-math-budget-20261018@sha256:7a5a672971b5ca3e22fa6d31880c6ba53468fa46a9bb0dd0d43143ed0329262d | {
"reset_wall_s": 180,
"rollout_wall_s": 900,
"verifier_wall_s": 120,
"tool_wall_s": 20,
"tool_calls_total": 16,
"tool_calls_per_minute": 60,
"completion_tokens": 4096,
"context_tokens": 8192,
"memory_gib": 2,
"cpu_floor_vcpus": 2,
"workspace_gib": 2
} | Codcordance/concordance-maths-v1.1 | 8f6735c4672a885c5eddf880ed3c4f699104738f | Binary exact mathematical answer under the original selected verifier. | Original mathematical problem/verifier; new TB2 exec/write_file/evaluate artifact interface. | math-breadth-exact | null |
loans-hard | train | finance | # Month-end loan provisions
The CFO writes: "Please prepare the July 2026 month-end loan-loss provisions as at 2026-07-31. Note that loans L-2392, L-3393 and L-3675 were written off last month, so leave them out."
- The loan book is in /app/data/loans.csv, installments and payments in /app/data/payments.csv, and the ... | {} | A new seeded synthetic dossier is generated on reset; this is one exact public example instruction. Input data and hidden expected values are not part of this row. | ghcr.io/sagace-labs/sagace-rlenv-math-budget-20261018@sha256:d8d7168b73c15e7d16951dbd5165154abba466b50f0e53dc5d6c1e69d0a0c8c7 | {
"reset_wall_s": 180,
"rollout_wall_s": 900,
"verifier_wall_s": 300,
"tool_wall_s": 120,
"tool_calls_total": 12,
"tool_calls_per_minute": 60,
"completion_tokens": 4096,
"context_tokens": 8192,
"memory_gib": 4,
"cpu_floor_vcpus": 2,
"workspace_gib": 10
} | arshy/workbench | ae82d68c0870de634e1366c91a0f2dda4cafaf46 | Protected-check failure:0; all checks pass:0.9+0.1*steps_left/12; otherwise0.5*checks_passed/checks_total; rounded4decimals. | Common TB2 facade and fail-closed privilege guard. Original generators/reward formula retained; existing checks enforce already-public loan-list order and per-run reflow status/null labels without changing check count or reward components. | loans | ghcr.io/moarshy/workbench@sha256:90ad6f254133c5cbc9989f9149d8fb3a0e05cbf787e13b4a78298bbd2e7575f6 |
fin3_loan_schedule-L3 | train | business | Servicing needs a fixed schedule: ticket /root/data/ticket.txt names loan LN-4326. The loan book /root/data/loans.csv, /root/data/extra_payments.csv and /root/data/rate_resets.csv cover every loan.
1. Payment = annuity payment on the principal over the term at monthly rate annual rate / 1200.
2. Each month: interest =... | {} | Fresh procedural CSV/JSON/notes files are written at reset; this row contains no instance answers. | ghcr.io/sagace-labs/sagace-rlenv-math-budget-20261018@sha256:cb095f31c2b5c3cec17f4fe652eca89dc9d53a0bc4e627805afa1acb1d4ac490 | {
"reset_wall_s": 300,
"rollout_wall_s": 902,
"verifier_wall_s": 600,
"tool_wall_s": 110,
"tool_calls_total": 32,
"tool_calls_per_minute": 60,
"completion_tokens": 4096,
"context_tokens": 8192,
"memory_gib": 2,
"cpu_floor_vcpus": 1,
"workspace_gib": 10
} | dnakhla/terminal-desk | 1b83db27916c3c62dc46e6c6e5c8f95dc2b88a9c | Binary: correct required artifact and at most three exec/write_file actions; evaluate excluded. | Original generator/verifier/gate unchanged; existing work limit announced neutrally in instructions. | null | null |
math-reasoning-challenger-exact-projective-trace | train | mathematics | A nonsingular real matrix M=[[a,b],[c,d]] defines F(x)=(a*x+b)/(c*x+d) wherever the denominator is nonzero. It is known that F is defined at 0 and 1, F(0)=1, F(1)=2, and the limit of F(x) as x tends to positive infinity is 3. Also det(M)=6. Find trace(M^4), where M^4 is the fourth matrix power. Write answer.json contai... | {} | Fixed selected mathematical problem; public_data.json and prompt.txt in isolated workspace. | ghcr.io/sagace-labs/sagace-rlenv-math-budget-20261018@sha256:7a5a672971b5ca3e22fa6d31880c6ba53468fa46a9bb0dd0d43143ed0329262d | {
"reset_wall_s": 180,
"rollout_wall_s": 900,
"verifier_wall_s": 120,
"tool_wall_s": 20,
"tool_calls_total": 16,
"tool_calls_per_minute": 60,
"completion_tokens": 4096,
"context_tokens": 8192,
"memory_gib": 2,
"cpu_floor_vcpus": 2,
"workspace_gib": 2
} | Codcordance/concordance-maths-v1.1 | 8f6735c4672a885c5eddf880ed3c4f699104738f | Binary exact mathematical answer under the original selected verifier. | Original mathematical problem/verifier; new TB2 exec/write_file/evaluate artifact interface. | math-reasoning-challenger-exact | null |
downtime-medium | train | industrial | # Line downtime report
Plant engineering needs the unplanned downtime of production line A for the night shift of 2026-09-10.
- The plant documentation is in /app/handbook, including amendments. Use it for the definition of unplanned downtime, the per-shift downtime limit that applies on that date, and any rules abou... | {} | A new seeded synthetic dossier is generated on reset; this is one exact public example instruction. Input data and hidden expected values are not part of this row. | ghcr.io/sagace-labs/sagace-rlenv-math-budget-20261018@sha256:d8d7168b73c15e7d16951dbd5165154abba466b50f0e53dc5d6c1e69d0a0c8c7 | {
"reset_wall_s": 180,
"rollout_wall_s": 900,
"verifier_wall_s": 300,
"tool_wall_s": 120,
"tool_calls_total": 12,
"tool_calls_per_minute": 60,
"completion_tokens": 4096,
"context_tokens": 8192,
"memory_gib": 4,
"cpu_floor_vcpus": 2,
"workspace_gib": 10
} | arshy/workbench | ae82d68c0870de634e1366c91a0f2dda4cafaf46 | Protected-check failure:0; all checks pass:0.9+0.1*steps_left/12; otherwise0.5*checks_passed/checks_total; rounded4decimals. | Common TB2 facade and fail-closed privilege guard. Original generators/reward formula retained; existing checks enforce already-public loan-list order and per-run reflow status/null labels without changing check count or reward components. | downtime | ghcr.io/moarshy/workbench@sha256:90ad6f254133c5cbc9989f9149d8fb3a0e05cbf787e13b4a78298bbd2e7575f6 |
fin3_invoice_fraud-L3 | train | business | Accounts payable must screen this month's invoices before they are paid. /root/data/invoices.csv has one invoice per row (invoice_no, vendor_id, po_number, amount) and /root/data/purchase_orders.csv lists the issued purchase orders (po_number, vendor_id, amount).
Check each invoice against these rules in order and rep... | {} | Fresh procedural CSV/JSON/notes files are written at reset; this row contains no instance answers. | ghcr.io/sagace-labs/sagace-rlenv-math-budget-20261018@sha256:cb095f31c2b5c3cec17f4fe652eca89dc9d53a0bc4e627805afa1acb1d4ac490 | {
"reset_wall_s": 300,
"rollout_wall_s": 902,
"verifier_wall_s": 600,
"tool_wall_s": 110,
"tool_calls_total": 32,
"tool_calls_per_minute": 60,
"completion_tokens": 4096,
"context_tokens": 8192,
"memory_gib": 2,
"cpu_floor_vcpus": 1,
"workspace_gib": 10
} | dnakhla/terminal-desk | 1b83db27916c3c62dc46e6c6e5c8f95dc2b88a9c | Binary: correct required artifact and at most three exec/write_file actions; evaluate excluded. | Original generator/verifier/gate unchanged; existing work limit announced neutrally in instructions. | null | null |
math-structural-euler-trail | train | mathematics | Return a vertex sequence for a directed Euler trail from start to end, using every listed directed edge exactly once. Vertices may repeat. Any valid trail accepted. Use the supplied data. Write answer.json containing {"indices":[integer,...]}. Integer entries follow the ordering specified above. Graph vertex and edge i... | {
"edges": [
[
0,
1
],
[
1,
2
],
[
2,
0
],
[
0,
3
],
[
3,
1
],
[
1,
4
],
[
4,
3
],
[
3,
2
],
[
2,
4
]
],
"end": 4,
"start": 0,
"ve... | Fixed selected mathematical problem; public_data.json and prompt.txt in isolated workspace. | ghcr.io/sagace-labs/sagace-rlenv-math-budget-20261018@sha256:7a5a672971b5ca3e22fa6d31880c6ba53468fa46a9bb0dd0d43143ed0329262d | {
"reset_wall_s": 180,
"rollout_wall_s": 900,
"verifier_wall_s": 120,
"tool_wall_s": 20,
"tool_calls_total": 16,
"tool_calls_per_minute": 60,
"completion_tokens": 4096,
"context_tokens": 8192,
"memory_gib": 2,
"cpu_floor_vcpus": 2,
"workspace_gib": 2
} | Codcordance/concordance-maths-v1.1 | 8f6735c4672a885c5eddf880ed3c4f699104738f | Binary exact mathematical answer under the original selected verifier. | Original mathematical problem/verifier; new TB2 exec/write_file/evaluate artifact interface. | math/constructive_graph | null |
Concordance Mixed
Twelve selected OpenEnv tasks combining procedural business dossiers, industrial/finance workspaces, and exact mathematics. The three images share one TB2 action and observation schema. tasks.jsonl contains the exact locally replayed reset instructions, public metadata, image digests and requested budgets in submission order. Generated input files are delivered by reset, rather than stored as fixed examples here.
Tasks and rewards
| Tasks | Work | Environment reward |
|---|---|---|
| off3_ar_recon-L1/L2 | Receivables reconciliation; L2 adds credits and payment ordering | 1 for the correct file within three exec/write_file actions; otherwise 0. evaluate is excluded from that work limit. |
| fin3_loan_schedule-L3 | Loan amortization, rate changes and posted extra payments | Same business rule. |
| fin3_invoice_fraud-L3 | Ordered invoice-fraud checks | Same business rule. |
| loans-medium/hard | Loan provisioning from records and policy amendments | Original Workbench rule below. |
| reflow-hard | Reflow temperature profiles and process limits | Original Workbench rule below. |
| downtime-medium | Sensor states, shift windows and dated amendments | Original Workbench rule below. |
| math-breadth-analysis_exact-constrained-quadratic-extremum | Exact constrained optimization | Binary exact answer. |
| math-breadth-exact-valuation-binomial | Number-theoretic valuation | Binary exact answer. |
| math-reasoning-challenger-exact-projective-trace | Projective matrix trace | Binary exact answer. |
| math-structural-euler-trail | Euler-trail structure | Binary exact answer. |
Workbench retains its upstream rule: an emitted protected-check failure gives 0; all checks passing gives 0.9 + 0.1 * steps_left/12; otherwise reward is 0.5 * checks_passed/checks_total, rounded to four decimals. Twelve actions include evaluation. Existing checks additionally enforce the already-public loan-list order and per-run reflow status/null requirements, with unchanged check counts and reward components. The prompt does not explicitly prohibit repeated IDs, so no separate uniqueness rule is added. Medium/hard loans and the two receivables levels are related tasks.
Client
Reset with the exact task_id, read the returned instructions and files, then send one JSON action per reply:
{"action_type":"exec","command":"ls"}
Use write_file with file_path and content to write text. Submit the requested output with {"action_type":"evaluate"}. Commands are synchronous and files persist within an episode. Business files live in /root, Workbench files in /app, and mathematics files in /home/alex/projects/mathematics. Each reset instruction states its native limits.
All requested tasks use 4096 completion tokens and 8192 context tokens. Exact outer reset/rollout/verifier/tool, call-rate, memory, CPU and workspace limits are recorded per row in budget; these differ by image. Image references are pinned by digest in the task rows and submission request.
Provenance and changes
- Terminal Desk, dnakhla: pinned source. Original procedural generators, verifier and three-work-action gate are retained. The added presentation states that work limit explicitly.
- Workbench, moarshy/arshy: pinned dataset, upstream project. The facade translates TB2 actions and refuses unsafe root fallback. Original generators and reward formula are retained. Existing checks are refined for explicitly required loan-list order and per-run reflow status/null labels.
- Sagace mathematics: pinned source dataset. Selected mathematical records and verifiers are retained, with a new TB2 artifact interface.
Immutable upstream image/source pins are in source-provenance.json; new adapter/runtime source is under src/. Component permissions and notices are in LICENSE.md, NOTICE.md, and licenses/.
This is an attributed selection with new interface/presentation changes. Historical public training signals motivated selection but are not fresh calibration of this mix, evidence of held-out transfer, or proof of learning gains under these budgets. No historical statistics are included in these task rows.
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