schema_version stringclasses 1
value | session_id stringlengths 11 151 | trajectory_id stringlengths 11 151 | agent dict | steps stringlengths 2.64k 4.42M | final_metrics stringlengths 57 299 | extra stringlengths 770 16.8k |
|---|---|---|---|---|---|---|
ATIF-v1.8 | apiflow-bench/v56-w16-chain-1to08-t5-claude-haiku-4-5-20251001 | apiflow-bench/v56-w16-chain-1to08-t5-claude-haiku-4-5-20251001 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-haiku-4-5-20251001",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-haiku-4-5-20251001\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-haiku... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 7505, "total_completion_tokens": 1467, "total_cached_tokens": 46246, "total_steps": 13, "extra": {"wild": {"n_llm_calls": 11, "duration_s": 26.707}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w16-chain-1to08-t5-claude-haiku-4-5-20251001", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-benc... |
ATIF-v1.8 | apiflow-bench/v56-w13-chain-1to07-t1-claude-haiku-4-5-20251001 | apiflow-bench/v56-w13-chain-1to07-t1-claude-haiku-4-5-20251001 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-haiku-4-5-20251001",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-haiku-4-5-20251001\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-haiku... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 7374, "total_completion_tokens": 1143, "total_cached_tokens": 21858, "total_steps": 9, "extra": {"wild": {"n_llm_calls": 7, "duration_s": 17.499}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w13-chain-1to07-t1-claude-haiku-4-5-20251001", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-benc... |
ATIF-v1.8 | apiflow-bench/v56-w01-chain-1to19-t3-claude-haiku-4-5-20251001 | apiflow-bench/v56-w01-chain-1to19-t3-claude-haiku-4-5-20251001 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-haiku-4-5-20251001",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-haiku-4-5-20251001\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-haiku... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 7296, "total_completion_tokens": 2442, "total_cached_tokens": 86922, "total_steps": 19, "extra": {"wild": {"n_llm_calls": 17, "duration_s": 72.375}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w01-chain-1to19-t3-claude-haiku-4-5-20251001", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-benc... |
ATIF-v1.8 | apiflow-bench/v56-w18-chain-1to03-t5-claude-haiku-4-5-20251001 | apiflow-bench/v56-w18-chain-1to03-t5-claude-haiku-4-5-20251001 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-haiku-4-5-20251001",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-haiku-4-5-20251001\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-haiku... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 11395, "total_completion_tokens": 1366, "total_cached_tokens": 23054, "total_steps": 10, "extra": {"wild": {"n_llm_calls": 8, "duration_s": 22.954}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w18-chain-1to03-t5-claude-haiku-4-5-20251001", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-benc... |
ATIF-v1.8 | apiflow-bench/v56-w11-chain-1to17-t1-claude-haiku-4-5-20251001 | apiflow-bench/v56-w11-chain-1to17-t1-claude-haiku-4-5-20251001 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-haiku-4-5-20251001",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-haiku-4-5-20251001\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-haiku... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 10847, "total_completion_tokens": 2254, "total_cached_tokens": 90532, "total_steps": 21, "extra": {"wild": {"n_llm_calls": 19, "duration_s": 39.29}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w11-chain-1to17-t1-claude-haiku-4-5-20251001", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-benc... |
ATIF-v1.8 | apiflow-bench/v56-w11-sub14-t3-claude-haiku-4-5-20251001 | apiflow-bench/v56-w11-sub14-t3-claude-haiku-4-5-20251001 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-haiku-4-5-20251001",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-haiku-4-5-20251001\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-haiku... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 7668, "total_completion_tokens": 1079, "total_cached_tokens": 22458, "total_steps": 9, "extra": {"wild": {"n_llm_calls": 7, "duration_s": 17.579}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w11-sub14-t3-claude-haiku-4-5-20251001", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "n... |
ATIF-v1.8 | apiflow-bench/v56-w16-sub17-t5-claude-haiku-4-5-20251001 | apiflow-bench/v56-w16-sub17-t5-claude-haiku-4-5-20251001 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-haiku-4-5-20251001",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-haiku-4-5-20251001\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-haiku... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 7491, "total_completion_tokens": 2505, "total_cached_tokens": 24807, "total_steps": 9, "extra": {"wild": {"n_llm_calls": 7, "duration_s": 31.679}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w16-sub17-t5-claude-haiku-4-5-20251001", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "n... |
ATIF-v1.8 | apiflow-bench/v56-w06-sub06-t5-claude-haiku-4-5-20251001 | apiflow-bench/v56-w06-sub06-t5-claude-haiku-4-5-20251001 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-haiku-4-5-20251001",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-haiku-4-5-20251001\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-haiku... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 11167, "total_completion_tokens": 19370, "total_cached_tokens": 5804626, "total_steps": 213, "extra": {"wild": {"n_llm_calls": 211, "duration_s": 339.512}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w06-sub06-t5-claude-haiku-4-5-20251001", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "n... |
ATIF-v1.8 | apiflow-bench/v56-w16-chain-1to08-t4-claude-haiku-4-5-20251001 | apiflow-bench/v56-w16-chain-1to08-t4-claude-haiku-4-5-20251001 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-haiku-4-5-20251001",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-haiku-4-5-20251001\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-haiku... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 11251, "total_completion_tokens": 1431, "total_cached_tokens": 37960, "total_steps": 13, "extra": {"wild": {"n_llm_calls": 11, "duration_s": 25.266}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w16-chain-1to08-t4-claude-haiku-4-5-20251001", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-benc... |
ATIF-v1.8 | apiflow-bench/v56-w08-chain-1to03-t5-claude-haiku-4-5-20251001 | apiflow-bench/v56-w08-chain-1to03-t5-claude-haiku-4-5-20251001 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-haiku-4-5-20251001",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-haiku-4-5-20251001\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-haiku... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 7385, "total_completion_tokens": 1473, "total_cached_tokens": 41994, "total_steps": 12, "extra": {"wild": {"n_llm_calls": 10, "duration_s": 23.097}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w08-chain-1to03-t5-claude-haiku-4-5-20251001", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-benc... |
ATIF-v1.8 | apiflow-bench/v56-w10-chain-1to14-t1-claude-haiku-4-5-20251001 | apiflow-bench/v56-w10-chain-1to14-t1-claude-haiku-4-5-20251001 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-haiku-4-5-20251001",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-haiku-4-5-20251001\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-haiku... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 11315, "total_completion_tokens": 1982, "total_cached_tokens": 54782, "total_steps": 15, "extra": {"wild": {"n_llm_calls": 13, "duration_s": 37.714}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w10-chain-1to14-t1-claude-haiku-4-5-20251001", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-benc... |
ATIF-v1.8 | apiflow-bench/v56-w04-chain-1to09-t4-claude-haiku-4-5-20251001 | apiflow-bench/v56-w04-chain-1to09-t4-claude-haiku-4-5-20251001 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-haiku-4-5-20251001",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-haiku-4-5-20251001\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-haiku... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 7418, "total_completion_tokens": 1333, "total_cached_tokens": 27236, "total_steps": 10, "extra": {"wild": {"n_llm_calls": 8, "duration_s": 19.459}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w04-chain-1to09-t4-claude-haiku-4-5-20251001", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-benc... |
ATIF-v1.8 | apiflow-bench/v56-w01-chain-1to08-t4-claude-haiku-4-5-20251001 | apiflow-bench/v56-w01-chain-1to08-t4-claude-haiku-4-5-20251001 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-haiku-4-5-20251001",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-haiku-4-5-20251001\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-haiku... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 7444, "total_completion_tokens": 2627, "total_cached_tokens": 85227, "total_steps": 18, "extra": {"wild": {"n_llm_calls": 16, "duration_s": 79.356}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w01-chain-1to08-t4-claude-haiku-4-5-20251001", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-benc... |
ATIF-v1.8 | apiflow-bench/v56-w10-sub02-t2-claude-haiku-4-5-20251001 | apiflow-bench/v56-w10-sub02-t2-claude-haiku-4-5-20251001 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-haiku-4-5-20251001",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-haiku-4-5-20251001\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-haiku... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 11180, "total_completion_tokens": 1346, "total_cached_tokens": 35125, "total_steps": 13, "extra": {"wild": {"n_llm_calls": 11, "duration_s": 22.226}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w10-sub02-t2-claude-haiku-4-5-20251001", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "n... |
ATIF-v1.8 | apiflow-bench/v56-w18-sub15-t3-claude-haiku-4-5-20251001 | apiflow-bench/v56-w18-sub15-t3-claude-haiku-4-5-20251001 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-haiku-4-5-20251001",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-haiku-4-5-20251001\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-haiku... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 7714, "total_completion_tokens": 19398, "total_cached_tokens": 1575104, "total_steps": 90, "extra": {"wild": {"n_llm_calls": 88, "duration_s": 251.172}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w18-sub15-t3-claude-haiku-4-5-20251001", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "n... |
ATIF-v1.8 | apiflow-bench/v56-w08-chain-1to19-t2-claude-haiku-4-5-20251001 | apiflow-bench/v56-w08-chain-1to19-t2-claude-haiku-4-5-20251001 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-haiku-4-5-20251001",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-haiku-4-5-20251001\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-haiku... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 11181, "total_completion_tokens": 1333, "total_cached_tokens": 35016, "total_steps": 12, "extra": {"wild": {"n_llm_calls": 10, "duration_s": 17.374}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w08-chain-1to19-t2-claude-haiku-4-5-20251001", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-benc... |
ATIF-v1.8 | apiflow-bench/v56-w03-chain-1to13-t2-claude-haiku-4-5-20251001 | apiflow-bench/v56-w03-chain-1to13-t2-claude-haiku-4-5-20251001 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-haiku-4-5-20251001",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-haiku-4-5-20251001\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-haiku... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 7404, "total_completion_tokens": 1974, "total_cached_tokens": 45758, "total_steps": 13, "extra": {"wild": {"n_llm_calls": 11, "duration_s": 29.761}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w03-chain-1to13-t2-claude-haiku-4-5-20251001", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-benc... |
ATIF-v1.8 | apiflow-bench/v56-w10-chain-1to13-t4-claude-haiku-4-5-20251001 | apiflow-bench/v56-w10-chain-1to13-t4-claude-haiku-4-5-20251001 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-haiku-4-5-20251001",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-haiku-4-5-20251001\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-haiku... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 7454, "total_completion_tokens": 1725, "total_cached_tokens": 44746, "total_steps": 13, "extra": {"wild": {"n_llm_calls": 11, "duration_s": 23.877}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w10-chain-1to13-t4-claude-haiku-4-5-20251001", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-benc... |
ATIF-v1.8 | apiflow-bench/v56-w06-sub01-t4-claude-haiku-4-5-20251001 | apiflow-bench/v56-w06-sub01-t4-claude-haiku-4-5-20251001 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-haiku-4-5-20251001",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-haiku-4-5-20251001\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-haiku... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 11342, "total_completion_tokens": 2177, "total_cached_tokens": 56583, "total_steps": 15, "extra": {"wild": {"n_llm_calls": 13, "duration_s": 29.186}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w06-sub01-t4-claude-haiku-4-5-20251001", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "n... |
ATIF-v1.8 | apiflow-bench/v56-w16-sub02-t2-claude-haiku-4-5-20251001 | apiflow-bench/v56-w16-sub02-t2-claude-haiku-4-5-20251001 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-haiku-4-5-20251001",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-haiku-4-5-20251001\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-haiku... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 7238, "total_completion_tokens": 2164, "total_cached_tokens": 85756, "total_steps": 19, "extra": {"wild": {"n_llm_calls": 17, "duration_s": 34.948}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w16-sub02-t2-claude-haiku-4-5-20251001", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "n... |
ATIF-v1.8 | apiflow-bench/v56-w02-sub13-t2-claude-haiku-4-5-20251001 | apiflow-bench/v56-w02-sub13-t2-claude-haiku-4-5-20251001 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-haiku-4-5-20251001",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-haiku-4-5-20251001\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-haiku... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 7290, "total_completion_tokens": 705, "total_cached_tokens": 10355, "total_steps": 7, "extra": {"wild": {"n_llm_calls": 5, "duration_s": 13.093}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w02-sub13-t2-claude-haiku-4-5-20251001", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "n... |
ATIF-v1.8 | apiflow-bench/v56-w08-chain-1to15-t3-claude-haiku-4-5-20251001 | apiflow-bench/v56-w08-chain-1to15-t3-claude-haiku-4-5-20251001 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-haiku-4-5-20251001",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-haiku-4-5-20251001\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-haiku... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 7254, "total_completion_tokens": 1085, "total_cached_tokens": 27517, "total_steps": 10, "extra": {"wild": {"n_llm_calls": 8, "duration_s": 17.243}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w08-chain-1to15-t3-claude-haiku-4-5-20251001", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-benc... |
ATIF-v1.8 | apiflow-bench/v56-w08-chain-1to16-t5-claude-haiku-4-5-20251001 | apiflow-bench/v56-w08-chain-1to16-t5-claude-haiku-4-5-20251001 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-haiku-4-5-20251001",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-haiku-4-5-20251001\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-haiku... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 11396, "total_completion_tokens": 1410, "total_cached_tokens": 29775, "total_steps": 11, "extra": {"wild": {"n_llm_calls": 9, "duration_s": 20.818}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w08-chain-1to16-t5-claude-haiku-4-5-20251001", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-benc... |
ATIF-v1.8 | apiflow-bench/v56-w01-chain-1to14-t3-claude-haiku-4-5-20251001 | apiflow-bench/v56-w01-chain-1to14-t3-claude-haiku-4-5-20251001 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-haiku-4-5-20251001",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-haiku-4-5-20251001\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-haiku... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 10932, "total_completion_tokens": 2773, "total_cached_tokens": 129558, "total_steps": 24, "extra": {"wild": {"n_llm_calls": 22, "duration_s": 94.827}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w01-chain-1to14-t3-claude-haiku-4-5-20251001", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-benc... |
ATIF-v1.8 | apiflow-bench/v56-w04-chain-1to08-t1-claude-haiku-4-5-20251001 | apiflow-bench/v56-w04-chain-1to08-t1-claude-haiku-4-5-20251001 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-haiku-4-5-20251001",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-haiku-4-5-20251001\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-haiku... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 11409, "total_completion_tokens": 2955, "total_cached_tokens": 96042, "total_steps": 20, "extra": {"wild": {"n_llm_calls": 18, "duration_s": 45.636}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w04-chain-1to08-t1-claude-haiku-4-5-20251001", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-benc... |
ATIF-v1.8 | apiflow-bench/v56-w18-chain-1to07-t4-claude-haiku-4-5-20251001 | apiflow-bench/v56-w18-chain-1to07-t4-claude-haiku-4-5-20251001 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-haiku-4-5-20251001",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-haiku-4-5-20251001\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-haiku... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 7540, "total_completion_tokens": 9784, "total_cached_tokens": 598744, "total_steps": 48, "extra": {"wild": {"n_llm_calls": 46, "duration_s": 141.035}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w18-chain-1to07-t4-claude-haiku-4-5-20251001", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-benc... |
ATIF-v1.8 | apiflow-bench/v56-w01-chain-1to06-t5-claude-haiku-4-5-20251001 | apiflow-bench/v56-w01-chain-1to06-t5-claude-haiku-4-5-20251001 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-haiku-4-5-20251001",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-haiku-4-5-20251001\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-haiku... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 7420, "total_completion_tokens": 2087, "total_cached_tokens": 70564, "total_steps": 16, "extra": {"wild": {"n_llm_calls": 14, "duration_s": 48.221}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w01-chain-1to06-t5-claude-haiku-4-5-20251001", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-benc... |
ATIF-v1.8 | apiflow-bench/v56-w05-sub19-t3-claude-haiku-4-5-20251001 | apiflow-bench/v56-w05-sub19-t3-claude-haiku-4-5-20251001 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-haiku-4-5-20251001",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-haiku-4-5-20251001\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-haiku... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 7608, "total_completion_tokens": 1167, "total_cached_tokens": 17119, "total_steps": 8, "extra": {"wild": {"n_llm_calls": 6, "duration_s": 14.611}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w05-sub19-t3-claude-haiku-4-5-20251001", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "n... |
ATIF-v1.8 | apiflow-bench/v56-w16-sub08-t2-claude-haiku-4-5-20251001 | apiflow-bench/v56-w16-sub08-t2-claude-haiku-4-5-20251001 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-haiku-4-5-20251001",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-haiku-4-5-20251001\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-haiku... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 11430, "total_completion_tokens": 1532, "total_cached_tokens": 50536, "total_steps": 15, "extra": {"wild": {"n_llm_calls": 13, "duration_s": 23.616}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w16-sub08-t2-claude-haiku-4-5-20251001", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "n... |
ATIF-v1.8 | apiflow-bench/v56-w03-sub05-t2-claude-haiku-4-5-20251001 | apiflow-bench/v56-w03-sub05-t2-claude-haiku-4-5-20251001 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-haiku-4-5-20251001",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-haiku-4-5-20251001\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-haiku... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 7433, "total_completion_tokens": 1151, "total_cached_tokens": 27182, "total_steps": 10, "extra": {"wild": {"n_llm_calls": 8, "duration_s": 16.886}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w03-sub05-t2-claude-haiku-4-5-20251001", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "n... |
ATIF-v1.8 | apiflow-bench/v56-w04-chain-1to15-t1-claude-opus-4-8 | apiflow-bench/v56-w04-chain-1to15-t1-claude-opus-4-8 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-opus-4-8",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-opus-4-8\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-opus-4-8\", \"provider_ra... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 16, "total_completion_tokens": 1180, "total_cached_tokens": 45456, "total_steps": 10, "extra": {"wild": {"n_llm_calls": 8, "duration_s": 23.913}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w04-chain-1to15-t1-claude-opus-4-8", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "nativ... |
ATIF-v1.8 | apiflow-bench/v56-w04-chain-1to12-t5-claude-opus-4-8 | apiflow-bench/v56-w04-chain-1to12-t5-claude-opus-4-8 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-opus-4-8",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-opus-4-8\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-opus-4-8\", \"provider_ra... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 16, "total_completion_tokens": 1004, "total_cached_tokens": 45035, "total_steps": 10, "extra": {"wild": {"n_llm_calls": 8, "duration_s": 26.543}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w04-chain-1to12-t5-claude-opus-4-8", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "nativ... |
ATIF-v1.8 | apiflow-bench/v56-w04-chain-1to11-t3-claude-opus-4-8 | apiflow-bench/v56-w04-chain-1to11-t3-claude-opus-4-8 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-opus-4-8",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-opus-4-8\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-opus-4-8\", \"provider_ra... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 16, "total_completion_tokens": 1062, "total_cached_tokens": 44967, "total_steps": 10, "extra": {"wild": {"n_llm_calls": 8, "duration_s": 24.77}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w04-chain-1to11-t3-claude-opus-4-8", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "nativ... |
ATIF-v1.8 | apiflow-bench/v56-w18-sub15-t4-claude-opus-4-8 | apiflow-bench/v56-w18-sub15-t4-claude-opus-4-8 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-opus-4-8",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-opus-4-8\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-opus-4-8\", \"provider_ra... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 88, "total_completion_tokens": 30747, "total_cached_tokens": 990305, "total_steps": 46, "extra": {"wild": {"n_llm_calls": 44, "duration_s": 558.7}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w18-sub15-t4-claude-opus-4-8", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "native_task... |
ATIF-v1.8 | apiflow-bench/v56-w16-chain-1to19-t4-claude-opus-4-8 | apiflow-bench/v56-w16-chain-1to19-t4-claude-opus-4-8 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-opus-4-8",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-opus-4-8\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-opus-4-8\", \"provider_ra... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 12, "total_completion_tokens": 801, "total_cached_tokens": 31269, "total_steps": 8, "extra": {"wild": {"n_llm_calls": 6, "duration_s": 34.249}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w16-chain-1to19-t4-claude-opus-4-8", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "nativ... |
ATIF-v1.8 | apiflow-bench/v56-w11-chain-1to10-t5-claude-opus-4-8 | apiflow-bench/v56-w11-chain-1to10-t5-claude-opus-4-8 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-opus-4-8",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-opus-4-8\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-opus-4-8\", \"provider_ra... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 18, "total_completion_tokens": 1504, "total_cached_tokens": 52152, "total_steps": 11, "extra": {"wild": {"n_llm_calls": 9, "duration_s": 34.606}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w11-chain-1to10-t5-claude-opus-4-8", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "nativ... |
ATIF-v1.8 | apiflow-bench/v56-w11-sub10-t1-claude-opus-4-8 | apiflow-bench/v56-w11-sub10-t1-claude-opus-4-8 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-opus-4-8",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-opus-4-8\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-opus-4-8\", \"provider_ra... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 16, "total_completion_tokens": 1337, "total_cached_tokens": 48581, "total_steps": 10, "extra": {"wild": {"n_llm_calls": 8, "duration_s": 29.992}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w11-sub10-t1-claude-opus-4-8", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "native_task... |
ATIF-v1.8 | apiflow-bench/v56-w05-chain-1to08-t3-claude-opus-4-8 | apiflow-bench/v56-w05-chain-1to08-t3-claude-opus-4-8 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-opus-4-8",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-opus-4-8\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-opus-4-8\", \"provider_ra... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 34, "total_completion_tokens": 4580, "total_cached_tokens": 143126, "total_steps": 19, "extra": {"wild": {"n_llm_calls": 17, "duration_s": 71.049}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w05-chain-1to08-t3-claude-opus-4-8", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "nativ... |
ATIF-v1.8 | apiflow-bench/v56-w10-sub08-t2-claude-opus-4-8 | apiflow-bench/v56-w10-sub08-t2-claude-opus-4-8 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-opus-4-8",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-opus-4-8\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-opus-4-8\", \"provider_ra... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 26, "total_completion_tokens": 3170, "total_cached_tokens": 96984, "total_steps": 15, "extra": {"wild": {"n_llm_calls": 13, "duration_s": 52.529}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w10-sub08-t2-claude-opus-4-8", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "native_task... |
ATIF-v1.8 | apiflow-bench/v56-w01-chain-1to05-t1-claude-opus-4-8 | apiflow-bench/v56-w01-chain-1to05-t1-claude-opus-4-8 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-opus-4-8",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-opus-4-8\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-opus-4-8\", \"provider_ra... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 30, "total_completion_tokens": 3494, "total_cached_tokens": 108429, "total_steps": 17, "extra": {"wild": {"n_llm_calls": 15, "duration_s": 65.514}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w01-chain-1to05-t1-claude-opus-4-8", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "nativ... |
ATIF-v1.8 | apiflow-bench/v56-w08-chain-1to03-t2-claude-opus-4-8 | apiflow-bench/v56-w08-chain-1to03-t2-claude-opus-4-8 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-opus-4-8",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-opus-4-8\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-opus-4-8\", \"provider_ra... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 14, "total_completion_tokens": 1214, "total_cached_tokens": 39981, "total_steps": 9, "extra": {"wild": {"n_llm_calls": 7, "duration_s": 48.877}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w08-chain-1to03-t2-claude-opus-4-8", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "nativ... |
ATIF-v1.8 | apiflow-bench/v56-w13-chain-1to09-t4-claude-opus-4-8 | apiflow-bench/v56-w13-chain-1to09-t4-claude-opus-4-8 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-opus-4-8",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-opus-4-8\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-opus-4-8\", \"provider_ra... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 18, "total_completion_tokens": 1683, "total_cached_tokens": 53263, "total_steps": 11, "extra": {"wild": {"n_llm_calls": 9, "duration_s": 35.397}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w13-chain-1to09-t4-claude-opus-4-8", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "nativ... |
ATIF-v1.8 | apiflow-bench/v56-w13-chain-1to16-t1-claude-opus-4-8 | apiflow-bench/v56-w13-chain-1to16-t1-claude-opus-4-8 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-opus-4-8",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-opus-4-8\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-opus-4-8\", \"provider_ra... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 20, "total_completion_tokens": 2802, "total_cached_tokens": 65942, "total_steps": 12, "extra": {"wild": {"n_llm_calls": 10, "duration_s": 50.052}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w13-chain-1to16-t1-claude-opus-4-8", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "nativ... |
ATIF-v1.8 | apiflow-bench/v56-w16-sub04-t4-claude-opus-4-8 | apiflow-bench/v56-w16-sub04-t4-claude-opus-4-8 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-opus-4-8",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-opus-4-8\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-opus-4-8\", \"provider_ra... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 22, "total_completion_tokens": 2328, "total_cached_tokens": 68585, "total_steps": 13, "extra": {"wild": {"n_llm_calls": 11, "duration_s": 651.31}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w16-sub04-t4-claude-opus-4-8", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "native_task... |
ATIF-v1.8 | apiflow-bench/v56-w11-chain-1to02-t4-claude-opus-4-8 | apiflow-bench/v56-w11-chain-1to02-t4-claude-opus-4-8 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-opus-4-8",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-opus-4-8\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-opus-4-8\", \"provider_ra... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 16, "total_completion_tokens": 1574, "total_cached_tokens": 44759, "total_steps": 10, "extra": {"wild": {"n_llm_calls": 8, "duration_s": 34.81}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w11-chain-1to02-t4-claude-opus-4-8", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "nativ... |
ATIF-v1.8 | apiflow-bench/v56-w05-chain-1to12-t2-claude-opus-4-8 | apiflow-bench/v56-w05-chain-1to12-t2-claude-opus-4-8 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-opus-4-8",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-opus-4-8\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-opus-4-8\", \"provider_ra... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 34, "total_completion_tokens": 5959, "total_cached_tokens": 156006, "total_steps": 19, "extra": {"wild": {"n_llm_calls": 17, "duration_s": 101.57}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w05-chain-1to12-t2-claude-opus-4-8", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "nativ... |
ATIF-v1.8 | apiflow-bench/v56-w01-chain-1to15-t4-claude-opus-4-8 | apiflow-bench/v56-w01-chain-1to15-t4-claude-opus-4-8 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-opus-4-8",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-opus-4-8\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-opus-4-8\", \"provider_ra... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 20, "total_completion_tokens": 1904, "total_cached_tokens": 60850, "total_steps": 12, "extra": {"wild": {"n_llm_calls": 10, "duration_s": 70.261}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w01-chain-1to15-t4-claude-opus-4-8", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "nativ... |
ATIF-v1.8 | apiflow-bench/v56-w16-chain-1to05-t3-claude-opus-4-8 | apiflow-bench/v56-w16-chain-1to05-t3-claude-opus-4-8 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-opus-4-8",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-opus-4-8\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-opus-4-8\", \"provider_ra... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 16, "total_completion_tokens": 1502, "total_cached_tokens": 45520, "total_steps": 10, "extra": {"wild": {"n_llm_calls": 8, "duration_s": 39.971}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w16-chain-1to05-t3-claude-opus-4-8", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "nativ... |
ATIF-v1.8 | apiflow-bench/v56-w13-chain-1to06-t4-claude-opus-4-8 | apiflow-bench/v56-w13-chain-1to06-t4-claude-opus-4-8 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-opus-4-8",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-opus-4-8\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-opus-4-8\", \"provider_ra... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 14, "total_completion_tokens": 1250, "total_cached_tokens": 40117, "total_steps": 9, "extra": {"wild": {"n_llm_calls": 7, "duration_s": 26.502}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w13-chain-1to06-t4-claude-opus-4-8", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "nativ... |
ATIF-v1.8 | apiflow-bench/v56-w10-chain-1to19-t1-claude-opus-4-8 | apiflow-bench/v56-w10-chain-1to19-t1-claude-opus-4-8 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-opus-4-8",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-opus-4-8\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-opus-4-8\", \"provider_ra... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 12, "total_completion_tokens": 1404, "total_cached_tokens": 33557, "total_steps": 8, "extra": {"wild": {"n_llm_calls": 6, "duration_s": 28.001}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w10-chain-1to19-t1-claude-opus-4-8", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "nativ... |
ATIF-v1.8 | apiflow-bench/v56-w05-sub19-t4-claude-opus-4-8 | apiflow-bench/v56-w05-sub19-t4-claude-opus-4-8 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-opus-4-8",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-opus-4-8\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-opus-4-8\", \"provider_ra... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 16, "total_completion_tokens": 1699, "total_cached_tokens": 49107, "total_steps": 10, "extra": {"wild": {"n_llm_calls": 8, "duration_s": 51.909}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w05-sub19-t4-claude-opus-4-8", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "native_task... |
ATIF-v1.8 | apiflow-bench/v56-w04-chain-1to15-t5-claude-opus-4-8 | apiflow-bench/v56-w04-chain-1to15-t5-claude-opus-4-8 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-opus-4-8",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-opus-4-8\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-opus-4-8\", \"provider_ra... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 16, "total_completion_tokens": 1061, "total_cached_tokens": 44764, "total_steps": 10, "extra": {"wild": {"n_llm_calls": 8, "duration_s": 25.062}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w04-chain-1to15-t5-claude-opus-4-8", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "nativ... |
ATIF-v1.8 | apiflow-bench/v56-w03-chain-1to14-t4-claude-opus-4-8 | apiflow-bench/v56-w03-chain-1to14-t4-claude-opus-4-8 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-opus-4-8",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-opus-4-8\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-opus-4-8\", \"provider_ra... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 16, "total_completion_tokens": 1350, "total_cached_tokens": 45359, "total_steps": 10, "extra": {"wild": {"n_llm_calls": 8, "duration_s": 30.325}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w03-chain-1to14-t4-claude-opus-4-8", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "nativ... |
ATIF-v1.8 | apiflow-bench/v56-w02-chain-1to16-t4-claude-opus-4-8 | apiflow-bench/v56-w02-chain-1to16-t4-claude-opus-4-8 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-opus-4-8",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-opus-4-8\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-opus-4-8\", \"provider_ra... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 16, "total_completion_tokens": 1425, "total_cached_tokens": 48047, "total_steps": 10, "extra": {"wild": {"n_llm_calls": 8, "duration_s": 31.481}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w02-chain-1to16-t4-claude-opus-4-8", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "nativ... |
ATIF-v1.8 | apiflow-bench/v56-w08-sub03-t2-claude-opus-4-8 | apiflow-bench/v56-w08-sub03-t2-claude-opus-4-8 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-opus-4-8",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-opus-4-8\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-opus-4-8\", \"provider_ra... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 18, "total_completion_tokens": 1284, "total_cached_tokens": 55540, "total_steps": 11, "extra": {"wild": {"n_llm_calls": 9, "duration_s": 31.775}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w08-sub03-t2-claude-opus-4-8", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "native_task... |
ATIF-v1.8 | apiflow-bench/v56-w04-sub19-t1-claude-opus-4-8 | apiflow-bench/v56-w04-sub19-t1-claude-opus-4-8 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-opus-4-8",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-opus-4-8\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-opus-4-8\", \"provider_ra... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 18, "total_completion_tokens": 1923, "total_cached_tokens": 59504, "total_steps": 11, "extra": {"wild": {"n_llm_calls": 9, "duration_s": 32.326}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w04-sub19-t1-claude-opus-4-8", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "native_task... |
ATIF-v1.8 | apiflow-bench/v56-w02-sub01-t2-claude-opus-4-8 | apiflow-bench/v56-w02-sub01-t2-claude-opus-4-8 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-opus-4-8",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-opus-4-8\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-opus-4-8\", \"provider_ra... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 18, "total_completion_tokens": 1832, "total_cached_tokens": 56305, "total_steps": 11, "extra": {"wild": {"n_llm_calls": 9, "duration_s": 31.57}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w02-sub01-t2-claude-opus-4-8", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "native_task... |
ATIF-v1.8 | apiflow-bench/v56-w01-chain-1to05-t3-claude-opus-4-8 | apiflow-bench/v56-w01-chain-1to05-t3-claude-opus-4-8 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-opus-4-8",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-opus-4-8\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-opus-4-8\", \"provider_ra... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 34, "total_completion_tokens": 3680, "total_cached_tokens": 126243, "total_steps": 19, "extra": {"wild": {"n_llm_calls": 17, "duration_s": 70.271}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w01-chain-1to05-t3-claude-opus-4-8", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "nativ... |
ATIF-v1.8 | apiflow-bench/v56-w10-chain-1to17-t2-claude-opus-4-8 | apiflow-bench/v56-w10-chain-1to17-t2-claude-opus-4-8 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-opus-4-8",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-opus-4-8\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-opus-4-8\", \"provider_ra... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 20, "total_completion_tokens": 1864, "total_cached_tokens": 64149, "total_steps": 12, "extra": {"wild": {"n_llm_calls": 10, "duration_s": 36.376}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w10-chain-1to17-t2-claude-opus-4-8", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "nativ... |
ATIF-v1.8 | apiflow-bench/v56-w05-chain-1to06-t4-claude-opus-4-8 | apiflow-bench/v56-w05-chain-1to06-t4-claude-opus-4-8 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-opus-4-8",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-opus-4-8\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-opus-4-8\", \"provider_ra... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 48, "total_completion_tokens": 9092, "total_cached_tokens": 251571, "total_steps": 26, "extra": {"wild": {"n_llm_calls": 24, "duration_s": 145.096}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w05-chain-1to06-t4-claude-opus-4-8", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "nativ... |
ATIF-v1.8 | apiflow-bench/v56-w16-sub06-t5-claude-sonnet-4-6 | apiflow-bench/v56-w16-sub06-t5-claude-sonnet-4-6 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-sonnet-4-6",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-sonnet-4-6\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-sonnet-4-6\", \"provi... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 9, "total_completion_tokens": 1070, "total_cached_tokens": 31999, "total_steps": 9, "extra": {"wild": {"n_llm_calls": 7, "duration_s": 28.266}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w16-sub06-t5-claude-sonnet-4-6", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "native_ta... |
ATIF-v1.8 | apiflow-bench/v56-w01-sub14-t2-claude-sonnet-4-6 | apiflow-bench/v56-w01-sub14-t2-claude-sonnet-4-6 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-sonnet-4-6",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-sonnet-4-6\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-sonnet-4-6\", \"provi... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 8, "total_completion_tokens": 803, "total_cached_tokens": 24534, "total_steps": 8, "extra": {"wild": {"n_llm_calls": 6, "duration_s": 23.883}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w01-sub14-t2-claude-sonnet-4-6", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "native_ta... |
ATIF-v1.8 | apiflow-bench/v56-w08-chain-1to16-t1-claude-sonnet-4-6 | apiflow-bench/v56-w08-chain-1to16-t1-claude-sonnet-4-6 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-sonnet-4-6",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-sonnet-4-6\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-sonnet-4-6\", \"provi... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 7, "total_completion_tokens": 822, "total_cached_tokens": 21491, "total_steps": 7, "extra": {"wild": {"n_llm_calls": 5, "duration_s": 20.491}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w08-chain-1to16-t1-claude-sonnet-4-6", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "nat... |
ATIF-v1.8 | apiflow-bench/v56-w02-chain-1to10-t2-claude-sonnet-4-6 | apiflow-bench/v56-w02-chain-1to10-t2-claude-sonnet-4-6 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-sonnet-4-6",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-sonnet-4-6\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-sonnet-4-6\", \"provi... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 8, "total_completion_tokens": 562, "total_cached_tokens": 25128, "total_steps": 8, "extra": {"wild": {"n_llm_calls": 6, "duration_s": 21.565}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w02-chain-1to10-t2-claude-sonnet-4-6", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "nat... |
ATIF-v1.8 | apiflow-bench/v56-w03-sub12-t4-claude-sonnet-4-6 | apiflow-bench/v56-w03-sub12-t4-claude-sonnet-4-6 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-sonnet-4-6",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-sonnet-4-6\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-sonnet-4-6\", \"provi... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 8, "total_completion_tokens": 1156, "total_cached_tokens": 27421, "total_steps": 8, "extra": {"wild": {"n_llm_calls": 6, "duration_s": 24.828}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w03-sub12-t4-claude-sonnet-4-6", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "native_ta... |
ATIF-v1.8 | apiflow-bench/v56-w10-chain-1to04-t1-claude-sonnet-4-6 | apiflow-bench/v56-w10-chain-1to04-t1-claude-sonnet-4-6 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-sonnet-4-6",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-sonnet-4-6\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-sonnet-4-6\", \"provi... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 9, "total_completion_tokens": 925, "total_cached_tokens": 31458, "total_steps": 9, "extra": {"wild": {"n_llm_calls": 7, "duration_s": 27.932}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w10-chain-1to04-t1-claude-sonnet-4-6", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "nat... |
ATIF-v1.8 | apiflow-bench/v56-w10-chain-1to13-t5-claude-sonnet-4-6 | apiflow-bench/v56-w10-chain-1to13-t5-claude-sonnet-4-6 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-sonnet-4-6",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-sonnet-4-6\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-sonnet-4-6\", \"provi... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 11, "total_completion_tokens": 1287, "total_cached_tokens": 42861, "total_steps": 11, "extra": {"wild": {"n_llm_calls": 9, "duration_s": 32.877}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w10-chain-1to13-t5-claude-sonnet-4-6", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "nat... |
ATIF-v1.8 | apiflow-bench/v56-w16-sub04-t4-claude-sonnet-4-6 | apiflow-bench/v56-w16-sub04-t4-claude-sonnet-4-6 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-sonnet-4-6",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-sonnet-4-6\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-sonnet-4-6\", \"provi... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 8, "total_completion_tokens": 1089, "total_cached_tokens": 26296, "total_steps": 8, "extra": {"wild": {"n_llm_calls": 6, "duration_s": 29.271}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w16-sub04-t4-claude-sonnet-4-6", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "native_ta... |
ATIF-v1.8 | apiflow-bench/v56-w10-sub10-t4-claude-sonnet-4-6 | apiflow-bench/v56-w10-sub10-t4-claude-sonnet-4-6 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-sonnet-4-6",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-sonnet-4-6\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-sonnet-4-6\", \"provi... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 7, "total_completion_tokens": 752, "total_cached_tokens": 20649, "total_steps": 7, "extra": {"wild": {"n_llm_calls": 5, "duration_s": 19.654}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w10-sub10-t4-claude-sonnet-4-6", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "native_ta... |
ATIF-v1.8 | apiflow-bench/v56-w08-chain-1to18-t2-claude-sonnet-4-6 | apiflow-bench/v56-w08-chain-1to18-t2-claude-sonnet-4-6 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-sonnet-4-6",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-sonnet-4-6\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-sonnet-4-6\", \"provi... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 8, "total_completion_tokens": 801, "total_cached_tokens": 26520, "total_steps": 8, "extra": {"wild": {"n_llm_calls": 6, "duration_s": 18.576}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w08-chain-1to18-t2-claude-sonnet-4-6", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "nat... |
ATIF-v1.8 | apiflow-bench/v56-w16-chain-1to19-t2-claude-sonnet-4-6 | apiflow-bench/v56-w16-chain-1to19-t2-claude-sonnet-4-6 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-sonnet-4-6",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-sonnet-4-6\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-sonnet-4-6\", \"provi... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 8, "total_completion_tokens": 667, "total_cached_tokens": 23142, "total_steps": 8, "extra": {"wild": {"n_llm_calls": 6, "duration_s": 637.153}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w16-chain-1to19-t2-claude-sonnet-4-6", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "nat... |
ATIF-v1.8 | apiflow-bench/v56-w01-sub20-t3-claude-sonnet-4-6 | apiflow-bench/v56-w01-sub20-t3-claude-sonnet-4-6 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-sonnet-4-6",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-sonnet-4-6\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-sonnet-4-6\", \"provi... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 7, "total_completion_tokens": 790, "total_cached_tokens": 19480, "total_steps": 7, "extra": {"wild": {"n_llm_calls": 5, "duration_s": 158.979}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w01-sub20-t3-claude-sonnet-4-6", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "native_ta... |
ATIF-v1.8 | apiflow-bench/v56-w11-chain-1to10-t2-claude-sonnet-4-6 | apiflow-bench/v56-w11-chain-1to10-t2-claude-sonnet-4-6 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-sonnet-4-6",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-sonnet-4-6\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-sonnet-4-6\", \"provi... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 11, "total_completion_tokens": 1322, "total_cached_tokens": 40992, "total_steps": 11, "extra": {"wild": {"n_llm_calls": 9, "duration_s": 30.03}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w11-chain-1to10-t2-claude-sonnet-4-6", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "nat... |
ATIF-v1.8 | apiflow-bench/v56-w08-chain-1to16-t4-claude-sonnet-4-6 | apiflow-bench/v56-w08-chain-1to16-t4-claude-sonnet-4-6 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-sonnet-4-6",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-sonnet-4-6\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-sonnet-4-6\", \"provi... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 8, "total_completion_tokens": 996, "total_cached_tokens": 28293, "total_steps": 8, "extra": {"wild": {"n_llm_calls": 6, "duration_s": 22.316}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w08-chain-1to16-t4-claude-sonnet-4-6", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "nat... |
ATIF-v1.8 | apiflow-bench/v56-w02-chain-1to14-t5-claude-sonnet-4-6 | apiflow-bench/v56-w02-chain-1to14-t5-claude-sonnet-4-6 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-sonnet-4-6",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-sonnet-4-6\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-sonnet-4-6\", \"provi... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 9, "total_completion_tokens": 820, "total_cached_tokens": 30487, "total_steps": 9, "extra": {"wild": {"n_llm_calls": 7, "duration_s": 41.272}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w02-chain-1to14-t5-claude-sonnet-4-6", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "nat... |
ATIF-v1.8 | apiflow-bench/v56-w04-chain-1to05-t5-claude-sonnet-4-6 | apiflow-bench/v56-w04-chain-1to05-t5-claude-sonnet-4-6 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-sonnet-4-6",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-sonnet-4-6\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-sonnet-4-6\", \"provi... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 21, "total_completion_tokens": 4198, "total_cached_tokens": 126904, "total_steps": 21, "extra": {"wild": {"n_llm_calls": 19, "duration_s": 97.272}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w04-chain-1to05-t5-claude-sonnet-4-6", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "nat... |
ATIF-v1.8 | apiflow-bench/v56-w18-sub15-t1-claude-sonnet-4-6 | apiflow-bench/v56-w18-sub15-t1-claude-sonnet-4-6 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-sonnet-4-6",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-sonnet-4-6\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-sonnet-4-6\", \"provi... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 17, "total_completion_tokens": 4204, "total_cached_tokens": 98329, "total_steps": 17, "extra": {"wild": {"n_llm_calls": 15, "duration_s": 1807.539}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w18-sub15-t1-claude-sonnet-4-6", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "native_ta... |
ATIF-v1.8 | apiflow-bench/v56-w04-chain-1to14-t5-claude-sonnet-4-6 | apiflow-bench/v56-w04-chain-1to14-t5-claude-sonnet-4-6 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-sonnet-4-6",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-sonnet-4-6\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-sonnet-4-6\", \"provi... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 18, "total_completion_tokens": 4084, "total_cached_tokens": 112395, "total_steps": 18, "extra": {"wild": {"n_llm_calls": 16, "duration_s": 84.695}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w04-chain-1to14-t5-claude-sonnet-4-6", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "nat... |
ATIF-v1.8 | apiflow-bench/v56-w18-sub01-t3-claude-sonnet-4-6 | apiflow-bench/v56-w18-sub01-t3-claude-sonnet-4-6 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-sonnet-4-6",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-sonnet-4-6\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-sonnet-4-6\", \"provi... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 11, "total_completion_tokens": 1483, "total_cached_tokens": 44897, "total_steps": 11, "extra": {"wild": {"n_llm_calls": 9, "duration_s": 42.876}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w18-sub01-t3-claude-sonnet-4-6", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "native_ta... |
ATIF-v1.8 | apiflow-bench/v56-w11-sub10-t4-claude-sonnet-4-6 | apiflow-bench/v56-w11-sub10-t4-claude-sonnet-4-6 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-sonnet-4-6",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-sonnet-4-6\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-sonnet-4-6\", \"provi... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 9, "total_completion_tokens": 1191, "total_cached_tokens": 33317, "total_steps": 9, "extra": {"wild": {"n_llm_calls": 7, "duration_s": 39.003}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w11-sub10-t4-claude-sonnet-4-6", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "native_ta... |
ATIF-v1.8 | apiflow-bench/v56-w10-chain-1to04-t2-claude-sonnet-4-6 | apiflow-bench/v56-w10-chain-1to04-t2-claude-sonnet-4-6 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-sonnet-4-6",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-sonnet-4-6\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-sonnet-4-6\", \"provi... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 10, "total_completion_tokens": 1016, "total_cached_tokens": 35873, "total_steps": 10, "extra": {"wild": {"n_llm_calls": 8, "duration_s": 28.614}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w10-chain-1to04-t2-claude-sonnet-4-6", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "nat... |
ATIF-v1.8 | apiflow-bench/v56-w16-chain-1to17-t5-claude-sonnet-4-6 | apiflow-bench/v56-w16-chain-1to17-t5-claude-sonnet-4-6 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-sonnet-4-6",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-sonnet-4-6\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-sonnet-4-6\", \"provi... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 13, "total_completion_tokens": 2236, "total_cached_tokens": 57596, "total_steps": 13, "extra": {"wild": {"n_llm_calls": 11, "duration_s": 53.581}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w16-chain-1to17-t5-claude-sonnet-4-6", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "nat... |
ATIF-v1.8 | apiflow-bench/v56-w13-sub14-t3-claude-sonnet-4-6 | apiflow-bench/v56-w13-sub14-t3-claude-sonnet-4-6 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-sonnet-4-6",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-sonnet-4-6\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-sonnet-4-6\", \"provi... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 7, "total_completion_tokens": 730, "total_cached_tokens": 20525, "total_steps": 7, "extra": {"wild": {"n_llm_calls": 5, "duration_s": 18.582}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w13-sub14-t3-claude-sonnet-4-6", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "native_ta... |
ATIF-v1.8 | apiflow-bench/v56-w14-sub17-t4-claude-sonnet-4-6 | apiflow-bench/v56-w14-sub17-t4-claude-sonnet-4-6 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-sonnet-4-6",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-sonnet-4-6\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-sonnet-4-6\", \"provi... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 9, "total_completion_tokens": 1253, "total_cached_tokens": 35357, "total_steps": 9, "extra": {"wild": {"n_llm_calls": 7, "duration_s": 34.548}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w14-sub17-t4-claude-sonnet-4-6", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "native_ta... |
ATIF-v1.8 | apiflow-bench/v56-w01-chain-1to20-t4-claude-sonnet-4-6 | apiflow-bench/v56-w01-chain-1to20-t4-claude-sonnet-4-6 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-sonnet-4-6",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-sonnet-4-6\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-sonnet-4-6\", \"provi... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 52, "total_completion_tokens": 14939, "total_cached_tokens": 733218, "total_steps": 52, "extra": {"wild": {"n_llm_calls": 50, "duration_s": 401.103}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w01-chain-1to20-t4-claude-sonnet-4-6", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "nat... |
ATIF-v1.8 | apiflow-bench/v56-w08-chain-1to14-t5-claude-sonnet-4-6 | apiflow-bench/v56-w08-chain-1to14-t5-claude-sonnet-4-6 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-sonnet-4-6",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-sonnet-4-6\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-sonnet-4-6\", \"provi... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 8, "total_completion_tokens": 939, "total_cached_tokens": 26307, "total_steps": 8, "extra": {"wild": {"n_llm_calls": 6, "duration_s": 20.562}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w08-chain-1to14-t5-claude-sonnet-4-6", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "nat... |
ATIF-v1.8 | apiflow-bench/v56-w11-sub02-t5-claude-sonnet-4-6 | apiflow-bench/v56-w11-sub02-t5-claude-sonnet-4-6 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-sonnet-4-6",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-sonnet-4-6\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-sonnet-4-6\", \"provi... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 12, "total_completion_tokens": 1750, "total_cached_tokens": 50182, "total_steps": 12, "extra": {"wild": {"n_llm_calls": 10, "duration_s": 36.55}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w11-sub02-t5-claude-sonnet-4-6", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "native_ta... |
ATIF-v1.8 | apiflow-bench/v56-w16-sub10-t3-claude-sonnet-4-6 | apiflow-bench/v56-w16-sub10-t3-claude-sonnet-4-6 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-sonnet-4-6",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-sonnet-4-6\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-sonnet-4-6\", \"provi... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 9, "total_completion_tokens": 1235, "total_cached_tokens": 32916, "total_steps": 9, "extra": {"wild": {"n_llm_calls": 7, "duration_s": 32.406}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w16-sub10-t3-claude-sonnet-4-6", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "native_ta... |
ATIF-v1.8 | apiflow-bench/v56-w14-chain-1to16-t2-claude-sonnet-4-6 | apiflow-bench/v56-w14-chain-1to16-t2-claude-sonnet-4-6 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-sonnet-4-6",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-sonnet-4-6\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-sonnet-4-6\", \"provi... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 8, "total_completion_tokens": 1019, "total_cached_tokens": 26509, "total_steps": 8, "extra": {"wild": {"n_llm_calls": 6, "duration_s": 23.625}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w14-chain-1to16-t2-claude-sonnet-4-6", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "nat... |
ATIF-v1.8 | apiflow-bench/v56-w14-sub17-t5-claude-sonnet-4-6 | apiflow-bench/v56-w14-sub17-t5-claude-sonnet-4-6 | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "anthropic/claude-sonnet-4-6",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"claude-sonnet-4-6\", \"model_raw_source\": \"content\", \"model_id\": \"anthropic/claude-sonnet-4-6\", \"provi... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 9, "total_completion_tokens": 1222, "total_cached_tokens": 35780, "total_steps": 9, "extra": {"wild": {"n_llm_calls": 7, "duration_s": 31.415}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w14-sub17-t5-claude-sonnet-4-6", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "native_ta... |
ATIF-v1.8 | apiflow-bench/v56-w14-sub01-t3-deepseek-v4-flash | apiflow-bench/v56-w14-sub01-t3-deepseek-v4-flash | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "deepseek/deepseek-v4-flash",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"deepseek-v4-flash\", \"model_raw_source\": \"content\", \"model_id\": \"deepseek/deepseek-v4-flash\", \"provide... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 21808, "total_completion_tokens": 1800, "total_cached_tokens": 20492, "total_steps": 11, "extra": {"wild": {"n_llm_calls": 9, "duration_s": 24.567}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w14-sub01-t3-deepseek-v4-flash", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "native_ta... |
ATIF-v1.8 | apiflow-bench/v56-w03-chain-1to02-t4-deepseek-v4-flash | apiflow-bench/v56-w03-chain-1to02-t4-deepseek-v4-flash | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "deepseek/deepseek-v4-flash",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"deepseek-v4-flash\", \"model_raw_source\": \"content\", \"model_id\": \"deepseek/deepseek-v4-flash\", \"provide... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 25971, "total_completion_tokens": 2339, "total_cached_tokens": 34085, "total_steps": 14, "extra": {"wild": {"n_llm_calls": 12, "duration_s": 41.085}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w03-chain-1to02-t4-deepseek-v4-flash", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "nat... |
ATIF-v1.8 | apiflow-bench/v56-w10-chain-1to17-t1-deepseek-v4-flash | apiflow-bench/v56-w10-chain-1to17-t1-deepseek-v4-flash | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "deepseek/deepseek-v4-flash",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"deepseek-v4-flash\", \"model_raw_source\": \"content\", \"model_id\": \"deepseek/deepseek-v4-flash\", \"provide... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 16422, "total_completion_tokens": 3080, "total_cached_tokens": 64921, "total_steps": 16, "extra": {"wild": {"n_llm_calls": 14, "duration_s": 37.98}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w10-chain-1to17-t1-deepseek-v4-flash", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "nat... |
ATIF-v1.8 | apiflow-bench/v56-w16-chain-1to10-t5-deepseek-v4-flash | apiflow-bench/v56-w16-chain-1to10-t5-deepseek-v4-flash | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "deepseek/deepseek-v4-flash",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"deepseek-v4-flash\", \"model_raw_source\": \"content\", \"model_id\": \"deepseek/deepseek-v4-flash\", \"provide... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 17234, "total_completion_tokens": 1806, "total_cached_tokens": 24018, "total_steps": 11, "extra": {"wild": {"n_llm_calls": 9, "duration_s": 36.459}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w16-chain-1to10-t5-deepseek-v4-flash", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "nat... |
ATIF-v1.8 | apiflow-bench/v56-w11-sub16-t5-deepseek-v4-flash | apiflow-bench/v56-w11-sub16-t5-deepseek-v4-flash | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "deepseek/deepseek-v4-flash",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"deepseek-v4-flash\", \"model_raw_source\": \"content\", \"model_id\": \"deepseek/deepseek-v4-flash\", \"provide... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 19061, "total_completion_tokens": 1461, "total_cached_tokens": 21523, "total_steps": 11, "extra": {"wild": {"n_llm_calls": 9, "duration_s": 31.093}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w11-sub16-t5-deepseek-v4-flash", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "native_ta... |
ATIF-v1.8 | apiflow-bench/v56-w08-chain-1to13-t5-deepseek-v4-flash | apiflow-bench/v56-w08-chain-1to13-t5-deepseek-v4-flash | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "deepseek/deepseek-v4-flash",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"deepseek-v4-flash\", \"model_raw_source\": \"content\", \"model_id\": \"deepseek/deepseek-v4-flash\", \"provide... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 19305, "total_completion_tokens": 1628, "total_cached_tokens": 29476, "total_steps": 12, "extra": {"wild": {"n_llm_calls": 10, "duration_s": 28.309}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w08-chain-1to13-t5-deepseek-v4-flash", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "nat... |
ATIF-v1.8 | apiflow-bench/v56-w14-sub09-t4-deepseek-v4-flash | apiflow-bench/v56-w14-sub09-t4-deepseek-v4-flash | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "deepseek/deepseek-v4-flash",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"deepseek-v4-flash\", \"model_raw_source\": \"content\", \"model_id\": \"deepseek/deepseek-v4-flash\", \"provide... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 21601, "total_completion_tokens": 1602, "total_cached_tokens": 16312, "total_steps": 10, "extra": {"wild": {"n_llm_calls": 8, "duration_s": 24.511}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w14-sub09-t4-deepseek-v4-flash", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "native_ta... |
ATIF-v1.8 | apiflow-bench/v56-w18-chain-1to02-t2-deepseek-v4-flash | apiflow-bench/v56-w18-chain-1to02-t2-deepseek-v4-flash | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "deepseek/deepseek-v4-flash",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"deepseek-v4-flash\", \"model_raw_source\": \"content\", \"model_id\": \"deepseek/deepseek-v4-flash\", \"provide... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 20314, "total_completion_tokens": 2274, "total_cached_tokens": 40595, "total_steps": 14, "extra": {"wild": {"n_llm_calls": 12, "duration_s": 47.083}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w18-chain-1to02-t2-deepseek-v4-flash", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "nat... |
ATIF-v1.8 | apiflow-bench/v56-w05-sub05-t5-deepseek-v4-flash | apiflow-bench/v56-w05-sub05-t5-deepseek-v4-flash | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "deepseek/deepseek-v4-flash",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"deepseek-v4-flash\", \"model_raw_source\": \"content\", \"model_id\": \"deepseek/deepseek-v4-flash\", \"provide... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 10409, "total_completion_tokens": 1600, "total_cached_tokens": 26114, "total_steps": 10, "extra": {"wild": {"n_llm_calls": 8, "duration_s": 30.862}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w05-sub05-t5-deepseek-v4-flash", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "native_ta... |
ATIF-v1.8 | apiflow-bench/v56-w05-chain-1to13-t2-deepseek-v4-flash | apiflow-bench/v56-w05-chain-1to13-t2-deepseek-v4-flash | {
"name": "apiflow-bench/inspect-scaffold",
"version": "unknown",
"model_name": "deepseek/deepseek-v4-flash",
"extra": "{\"wild\": {\"harness_id\": \"apiflow-bench/inspect-scaffold\", \"model_raw\": \"deepseek-v4-flash\", \"model_raw_source\": \"content\", \"model_id\": \"deepseek/deepseek-v4-flash\", \"provide... | [{"step_id": 1, "source": "system", "message": "You are an API engineering agent. You have 7 tools.\n\n# Tools\n\n- read(entity_ref, scope?) — fetch one entity's full content\n- write(entity_ref, content, scope?) — create or replace an entity\n- edit(entity_ref, patch) — change part of an entity... | {"total_prompt_tokens": 11534, "total_completion_tokens": 1632, "total_cached_tokens": 24765, "total_steps": 10, "extra": {"wild": {"n_llm_calls": 8, "duration_s": 28.826}}} | {"wild": {"trajectory_id": "apiflow-bench/v56-w05-chain-1to13-t2-deepseek-v4-flash", "source": {"slug": "apiflow-bench", "generator_class": "eval_rollout", "env_realism": "simulated", "selection_channel": "lab_release", "license": "Apache-2.0", "fidelity": {"level": "full"}}, "task": {"benchmark": "apiflow-bench", "nat... |
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