{"kind":"github.issue","format":"markdown","title":"Effort overview for Eval Sprint: improve validation loss under fixed budget","body":"# Effort: Eval Sprint: improve validation loss under fixed budget\n\n## Objective\n- Objective: `val_bpb`\n- Platform: `A100`\n- Budget seconds: `300`\n- Summary: Seeded eval / benchmark effort for short A100 loops that improve validation loss without broadening scope.\n\n## Proof Context\n- Best current result: `val_bpb` = `0.447392` from `nightly-window-smoke-anj58` with `1` claim signal.\n- Latest claim signal: `participant-contributor` left a `supported` claim: Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget.\n- Latest visible handoff: Left behind 2 runs, and 1 reproduction that the next participant can inspect and continue.\n\n## Current State\n- Attached workspaces: 300\n- Claims in effort scope: 204\n- Frontier members: 10\n- Updated at: `2026-03-18T17:53:36.234375+00:00`\n\n## Active Workspaces\n- `eval-sprint-demo-quadratic-verifier` (dded018b-949b-41b4-a0c4-93244c16ff9f) actor=participant-verifier, role=verifier, window=current, path=proxy, runs=2, claims=0, reproductions=1, updated=2026-03-18T17:53:38.549070+00:00\n- `eval-sprint-demo-quadratic-contributor` (4c697b06-8fe2-485a-95b0-aff81c284be8) actor=participant-contributor, role=contributor, window=current, path=proxy, runs=2, claims=1, reproductions=0, updated=2026-03-18T17:53:34.147295+00:00\n- `eval-sprint-demo-quadratic-verifier` (0758b529-bceb-4908-9407-8c074ddf4e1a) actor=participant-verifier, role=verifier, window=current, path=proxy, runs=2, claims=0, reproductions=1, updated=2026-03-18T17:44:45.921417+00:00\n- `eval-sprint-demo-quadratic-contributor` (9275116d-56a2-47ed-9953-1098d4c9b0c0) actor=participant-contributor, role=contributor, window=current, path=proxy, runs=2, claims=1, reproductions=0, updated=2026-03-18T17:44:40.608722+00:00\n- `eval-sprint-demo-quadratic-verifier` (9d439527-82db-4e3c-95e2-3004648e3655) actor=participant-verifier, role=verifier, window=current, path=proxy, runs=2, claims=0, reproductions=1, updated=2026-03-18T16:36:21.362677+00:00\n\n## Frontier Highlights\n- `0001357d-snap-quadratic-candidate` from `nightly-window-smoke-anj58` (`0001357d-978a-49ce-8362-2f4aa5f2319d`): `val_bpb` = `0.447392` (min, claims=1)\n- `007343db-snap-quadratic-candidate` from `participant-contributor` (`007343db-d143-48b5-af68-b859f0c2f2bd`): `val_bpb` = `0.447392` (min, claims=1)\n- `016a70a6-snap-quadratic-candidate` from `aliargun` (`016a70a6-ac09-4f5e-84a6-a3d8595bbc27`): `val_bpb` = `0.447392` (min, claims=1)\n- `0236d8d5-snap-quadratic-candidate` from `aliargun` (`0236d8d5-ab67-411f-83c9-01e1931dfec5`): `val_bpb` = `0.447392` (min, claims=1)\n- `029c7967-snap-quadratic-candidate` from `participant-contributor` (`029c7967-8fd8-4c53-8e8f-4ae05749cb90`): `val_bpb` = `0.447392` (min, claims=1)\n\n## Claim Signals\n- `4c697b06-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `9275116d-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `66e61498-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `9fd3584d-claim-quadratic-001` from `external-eval-delta` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `830ab5d4-claim-quadratic-001` from `external-eval-alpha` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `ad1fddd8-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `deb77598-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `5956e627-claim-quadratic-001` from `external-eval-delta` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `4fdfeb0c-claim-quadratic-001` from `external-eval-alpha` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `83942b1e-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `61dcd819-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `89bd1ea0-claim-quadratic-001` from `external-eval-delta` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `764d0351-claim-quadratic-001` from `external-eval-alpha` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `eb4ed95e-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `6fe8bc2b-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `1ac2f4ec-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `c9b85a4f-claim-quadratic-001` from `external-eval-delta` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `e9fa13b9-claim-quadratic-001` from `external-eval-alpha` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `c97d748f-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `60baeb21-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `9c7cf099-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `030f21e4-claim-quadratic-001` from `external-eval-delta` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `93295aa4-claim-quadratic-001` from `external-eval-alpha` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `ae1881db-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `fa2c2c05-claim-quadratic-001` from `anj94-live-20260317a` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `007343db-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `f8880570-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `7971be5d-claim-quadratic-001` from `external-eval-delta` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `9117ce65-claim-quadratic-001` from `external-eval-alpha` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `f2891376-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `cf1ebaa6-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `6e07e1b1-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `774c60e6-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `cbb165e6-claim-quadratic-001` from `external-eval-delta` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `9bd0bc9c-claim-quadratic-001` from `external-eval-alpha` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `bde7aebb-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `0554faa2-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `dd04993a-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `e86b25c0-claim-quadratic-001` from `external-eval-delta` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `25e06044-claim-quadratic-001` from `external-eval-alpha` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `138ca886-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `419a7fc4-claim-quadratic-001` from `claude-backtest-20260317a` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `42241a90-claim-quadratic-001` from `codex-backtest-20260317a` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `730d8d1e-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `9d757ce1-claim-quadratic-001` from `external-eval-delta` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `5085633f-claim-quadratic-001` from `external-eval-alpha` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `51a914e9-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `34c1bffb-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `b6704ad5-claim-quadratic-001` from `external-eval-delta` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `816472ec-claim-quadratic-001` from `external-eval-alpha` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `345751ff-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `aa78376f-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `0bc89b95-claim-quadratic-001` from `external-eval-delta` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `1c17f86b-claim-quadratic-001` from `external-eval-alpha` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `1496a137-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `d39f0141-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `169f6ff1-claim-quadratic-001` from `codex-cleanroom-20260316231549` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `7fb6d026-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `087f8b3e-claim-quadratic-001` from `external-eval-delta` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `3dfc4163-claim-quadratic-001` from `external-eval-alpha` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `029c7967-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `a0394e21-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `dd70507a-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `f86b9727-claim-quadratic-001` from `external-eval-delta` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `598563b5-claim-quadratic-001` from `external-eval-alpha` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `111ed63d-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `85727dc6-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `e891e8b0-claim-quadratic-001` from `external-eval-delta` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `2c381de9-claim-quadratic-001` from `external-eval-alpha` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `500d7040-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `5d4d2aab-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `10e30f00-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `dd0254a0-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `dbe653e0-claim-quadratic-001` from `external-eval-delta` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `3d4fd15a-claim-quadratic-001` from `external-eval-alpha` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `911505a0-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `5612249e-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `6348bbc6-claim-quadratic-001` from `external-eval-delta` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `5f9ebda1-claim-quadratic-001` from `external-eval-alpha` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `b41bbfc4-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `8e2224f6-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `1cbf9c58-claim-quadratic-001` from `external-eval-delta` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `36f7ee12-claim-quadratic-001` from `external-eval-alpha` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `0987a7ed-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `612d12fa-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `c2d5b8ad-claim-quadratic-001` from `external-eval-delta` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `8e77141a-claim-quadratic-001` from `external-eval-alpha` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `1c6c0aa8-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `50e47b77-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `8ddb202a-claim-quadratic-001` from `external-eval-delta` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `611077b3-claim-quadratic-001` from `external-eval-alpha` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `4793e8f4-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `ea432f5f-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `a375ea71-claim-quadratic-001` from `external-eval-delta` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `696495c6-claim-quadratic-001` from `external-eval-alpha` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `cf8576bc-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `5790353d-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `21e2669b-claim-quadratic-001` from `external-eval-delta` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `cec7d7d2-claim-quadratic-001` from `external-eval-alpha` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `fe6d9448-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `dd641c5f-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `fd17970e-claim-quadratic-001` from `external-eval-delta` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `21c84801-claim-quadratic-001` from `external-eval-alpha` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `8a37909e-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `034d336f-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `2f11c82b-claim-quadratic-001` from `external-eval-delta` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `0a4bd642-claim-quadratic-001` from `external-eval-alpha` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `47d593a0-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `88f2e8b7-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `b5a334a5-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `b02e0f52-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `7a6e7e45-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `08bb50e9-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `da3adaef-claim-quadratic-001` from `aliargun` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `7585d675-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `b054179f-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `3cbb0440-claim-quadratic-001` from `aliargun` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `96d0cb78-claim-quadratic-001` from `aliargun` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `3869cd02-claim-quadratic-001` from `aliargun` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `bc4069ea-claim-quadratic-001` from `aliargun` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `50509920-claim-quadratic-001` from `aliargun` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `45178a7c-claim-quadratic-001` from `aliargun` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `344d81c1-claim-quadratic-001` from `aliargun` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `88a571c4-claim-quadratic-001` from `aliargun` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `574fd27b-claim-quadratic-001` from `aliargun` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `830141db-claim-quadratic-001` from `aliargun` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `d51fe6c2-claim-quadratic-001` from `aliargun` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `c2ee6c9a-claim-quadratic-001` from `aliargun` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `95333b1a-claim-quadratic-001` from `aliargun` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `37e8bfef-claim-quadratic-001` from `aliargun` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `cfa81bb6-claim-quadratic-001` from `aliargun` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `674a3dbc-claim-quadratic-001` from `aliargun` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `b58704eb-claim-quadratic-001` from `aliargun` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `4a40f003-claim-quadratic-001` from `aliargun` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `888c641d-claim-quadratic-001` from `aliargun` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `49cda807-claim-quadratic-001` from `aliargun` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `244131d3-claim-quadratic-001` from `aliargun` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `e621aeb2-claim-quadratic-001` from `aliargun` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `a0a6b22c-claim-quadratic-001` from `aliargun` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `a59f560e-claim-quadratic-001` from `aliargun` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `33be3b07-claim-quadratic-001` from `aliargun` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `08df73ae-claim-quadratic-001` from `aliargun` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `7757f251-claim-quadratic-001` from `aliargun` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `0236d8d5-claim-quadratic-001` from `aliargun` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `95ddc9ad-claim-quadratic-001` from `aliargun` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `29454843-claim-quadratic-001` from `nightly-window-smoke` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `1a204c9e-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `18e8c438-claim-quadratic-001` from `nightly-window-smoke` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `f08174b1-claim-quadratic-001` from `nightly-window-smoke` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `b38a8746-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `eef63ff5-claim-quadratic-001` from `nightly-window-smoke` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `473d7ada-claim-quadratic-001` from `aliargun` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `b379e8b1-claim-quadratic-001` from `aliargun` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `4186a94d-claim-quadratic-001` from `aliargun` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `437fb715-claim-quadratic-001` from `aliargun` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `4c2a3f17-claim-quadratic-001` from `aliargun` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `3cfb818a-claim-quadratic-001` from `aliargun` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `e53ff994-claim-quadratic-001` from `aliargun` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `7b1dd54d-claim-quadratic-001` from `aliargun` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `bd4d5094-claim-quadratic-001` from `aliargun` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `016a70a6-claim-quadratic-001` from `aliargun` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `ff95158f-claim-quadratic-001` from `aliargun` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `d7d3cb5c-claim-quadratic-001` from `aliargun` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `63c90516-claim-quadratic-001` from `aliargun` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `f0394f13-claim-quadratic-001` from `aliargun` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `da5890b8-claim-quadratic-001` from `aliargun` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `c581a508-claim-quadratic-001` from `aliargun` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `c0b32505-claim-quadratic-001` from `aliargun` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `34b78428-claim-quadratic-001` from `aliargun` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `dbb01532-claim-quadratic-001` from `codex-smoke-smoke` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `51a8710d-claim-quadratic-001` from `codex-smoke-smoke` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `a5f99509-claim-quadratic-001` from `codex-smoke` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `9340cc8d-claim-quadratic-001` from `codex-smoke` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `c4080b3f-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `e874c74e-claim-quadratic-001` from `aliargun` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `3349d5bd-claim-quadratic-001` from `nightly-window-smoke` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `d4f36162-claim-quadratic-001` from `nightly-window-smoke` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `d8dfd470-claim-quadratic-001` from `nightly-window-smoke` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `f57b6606-claim-quadratic-001` from `nightly-window-smoke` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `14b554c4-claim-quadratic-001` from `nightly-window-smoke` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `f6a592da-claim-quadratic-001` from `nightly-window-smoke` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `0493c897-claim-quadratic-001` from `anj60-edge-live` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `9c97814a-claim-quadratic-001` from `anj60-edge-local` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `0001357d-claim-quadratic-001` from `nightly-window-smoke-anj58` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `dc404078-claim-quadratic-001` from `nightly-window-smoke-anj58` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `0beb9697-claim-quadratic-001` from `aliargun-codex` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `f98e6f11-claim-quadratic-001` from `aliargun-cursor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `a940366d-claim-quadratic-001` from `aliargun` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `78b68791-claim-quadratic-001` from `aliargun` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `1c3a77b9-claim-quadratic-001` from `codex-public-anj43` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `cddb3946-claim-quadratic-001` from `codex-anj43` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `76d65ef2-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `045a716e-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `7453c334-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `c63a6cdb-claim-quadratic-001` from `participant-contributor` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `c6368acc-claim-quadratic-001` from `participant-contributor` [pending] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=0, contradictions=0)\n- `7cdba224-claim-quadratic-001` from `participant-beta` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `d667c499-claim-quadratic-001` from `participant-alpha` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `ef4c344d-claim-quadratic-001` from `participant-beta` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `43aa3c37-claim-quadratic-001` from `participant-alpha` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `5a453a7c-claim-quadratic-001` from `participant-beta` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `e01e8f2f-claim-quadratic-001` from `participant-alpha` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n- `32215ed5-claim-quadratic-001` from `participant-beta` [pending] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=0, contradictions=0)\n- `2ab56d6c-claim-quadratic-001` from `participant-alpha` [supported] Adding the quadratic feature improves the seeded eval objective in this local proxy loop under the fixed budget. (support=1, contradictions=0)\n\n## Join\n- Read the effort brief in `docs/seeded-efforts.md`.\n- Optional: add `--actor-id <handle>` to make lightweight participant attribution visible.\n- Run `python3 -m clients.tiny_loop.run --base-url https://api.openintention.io`"}