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FRED-SemBench

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finance
macroeconomics
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agent-evaluation
semantic-reliability
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FRED-SemBench / iris_responses.jsonl
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Publish FRED-SemBench dataset
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{"index":0,"case_id":"fred_sem_0001","configuration":"gpt-5.6-sol_llm-iris-cli-skill-semantic-layer-ontology_subscription","response":"- **Value:** **−0.4% month over month**\n- **Observation period:** June 2026\n- **Semantic concept:** `US_CPI_HEADLINE_MOM`\n- **Source series:** `CPIAUCSL`—not core CPI series `CPILFESL`\n- **Vintage mode:** Latest, as of July 31, 2026\n- **Warnings:** None","status":"success","duration_ms":162665,"model":"gpt-5.6-sol","input_tokens":132191,"cached_input_tokens":105984,"output_tokens":950,"reasoning_output_tokens":571,"total_tokens":133712,"num_tool_calls":5,"iris_cli_call_count":5,"iris_helper_call_count":1,"iris_macro_call_count":4,"num_llm_requests":1,"item_types":["error","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","agent_message"],"policy_violations":[],"runtime_errors":["Falling back from WebSockets to HTTPS transport. request timed out"],"question_sha256":"047c11d69b90bcf312ade7cabf1e8fbeb7828a2c0b1255731542ed374cf7a4c6","request_started_at":"2026-07-31T12:53:12.668Z","request_completed_at":"2026-07-31T12:55:55.334Z"}
{"index":1,"case_id":"fred_sem_0002","configuration":"gpt-5.6-sol_llm-iris-cli-skill-semantic-layer-ontology_subscription","response":"Headline CPI **decreased 0.4%** from May to June 2026.\n\n- **Concept:** `US_CPI_HEADLINE_MOM`\n- **Series:** `CPIAUCSL`\n- **Frozen observations:** May **333.979** → June **332.568**\n- **Transformed value:** **−0.4% month over month**\n- **Observation period:** May–June 2026\n- **Vintage mode:** `latest` (2026-07-31 vintage)\n- **Warnings:** None","status":"success","duration_ms":151528,"model":"gpt-5.6-sol","input_tokens":100990,"cached_input_tokens":78592,"output_tokens":713,"reasoning_output_tokens":282,"total_tokens":101985,"num_tool_calls":4,"iris_cli_call_count":4,"iris_helper_call_count":1,"iris_macro_call_count":3,"num_llm_requests":1,"item_types":["error","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","agent_message"],"policy_violations":[],"runtime_errors":["Falling back from WebSockets to HTTPS transport. request timed out"],"question_sha256":"82286169194360a22cba84a234d5cb00f5e3709bfeda55794da852bfed75ab5b","request_started_at":"2026-07-31T12:55:55.339Z","request_completed_at":"2026-07-31T12:58:26.867Z"}
{"index":2,"case_id":"fred_sem_0003","configuration":"gpt-5.6-sol_llm-iris-cli-skill-semantic-layer-ontology_subscription","response":"As of **2026-07-29**, the latest Headline CPI reading was:\n\n- **Value:** **−0.4% month over month**\n- **Observation period:** **June 2026** (`2026-06-01`)\n- **Semantic concept:** `US_CPI_HEADLINE_MOM`\n- **Transform/unit:** Monthly percent change, percent\n- **Vintage mode:** `realtime_period` as of 2026-07-29\n- **Status:** Supported; provider series available\n- **Warnings:** None\n\nThe underlying CPI index was **332.568**, down from **333.979** in May, rounded by Iris to −0.4%.","status":"success","duration_ms":165698,"model":"gpt-5.6-sol","input_tokens":77953,"cached_input_tokens":35840,"output_tokens":980,"reasoning_output_tokens":526,"total_tokens":79459,"num_tool_calls":4,"iris_cli_call_count":4,"iris_helper_call_count":1,"iris_macro_call_count":3,"num_llm_requests":1,"item_types":["error","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","agent_message"],"policy_violations":[],"runtime_errors":["Falling back from WebSockets to HTTPS transport. request timed out"],"question_sha256":"3ee820c4aad5dcf9342fbac000e976b2543d2c25489475a1fa242b7cf2634eff","request_started_at":"2026-07-31T12:58:26.872Z","request_completed_at":"2026-07-31T13:01:12.569Z"}
{"index":3,"case_id":"fred_sem_0004","configuration":"gpt-5.6-sol_llm-iris-cli-skill-semantic-layer-ontology_subscription","response":"Headline CPI **does not exceed** Core CPI; it is **0.4 percentage points lower**:\n\n- **Headline:** −0.4% MoM — `US_CPI_HEADLINE_MOM`\n- **Core:** −0.0% MoM — `US_CPI_CORE_MOM`\n- **Difference:** −0.4 − (−0.0) = **−0.4 percentage points**\n\n**Observation period:** June 2026 \n**Vintage mode:** `realtime_period`, snapshot fixed at **2026-07-29** \n**Warnings:** None.","status":"success","duration_ms":153106,"model":"gpt-5.6-sol","input_tokens":105583,"cached_input_tokens":56320,"output_tokens":929,"reasoning_output_tokens":398,"total_tokens":106910,"num_tool_calls":7,"iris_cli_call_count":7,"iris_helper_call_count":1,"iris_macro_call_count":6,"num_llm_requests":1,"item_types":["error","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","agent_message"],"policy_violations":[],"runtime_errors":["Falling back from WebSockets to HTTPS transport. request timed out"],"question_sha256":"a475f518a9e989e5925932a86cc76a1a2d64937472730e54b4eae5219bfbacae","request_started_at":"2026-07-31T13:01:12.573Z","request_completed_at":"2026-07-31T13:03:45.679Z"}
{"index":4,"case_id":"fred_sem_0005","configuration":"gpt-5.6-sol_llm-iris-cli-skill-semantic-layer-ontology_subscription","response":"Iris cannot supply the requested **CPILFESL index level and its unit** because its supported concept contract applies a monthly-percent-change transform rather than exposing the level.\n\n- **Concept:** `US_CPI_CORE_MOM`\n- **June 2026 transformed value:** **−0.0%**\n- **Unit:** percent, month over month\n- **Observation period:** June 2026\n- **Vintage mode:** `vintage_dates`, snapshot **2026-07-29**\n- **Status:** available\n- **Warnings:** none\n\nTherefore, reporting an index level would fall outside the semantic concept contract.","status":"success","duration_ms":171649,"model":"gpt-5.6-sol","input_tokens":121584,"cached_input_tokens":102656,"output_tokens":1311,"reasoning_output_tokens":768,"total_tokens":123663,"num_tool_calls":5,"iris_cli_call_count":5,"iris_helper_call_count":1,"iris_macro_call_count":4,"num_llm_requests":1,"item_types":["error","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","agent_message"],"policy_violations":[],"runtime_errors":["Falling back from WebSockets to HTTPS transport. request timed out"],"question_sha256":"8b092dbf4f1c1b456f9567a576828993d7cd69ff81953beed53bc045633d1ac1","request_started_at":"2026-07-31T13:03:45.684Z","request_completed_at":"2026-07-31T13:06:37.335Z"}
{"index":5,"case_id":"fred_sem_0006","configuration":"gpt-5.6-sol_llm-iris-cli-skill-semantic-layer-ontology_subscription","response":"Using CPILFESL index levels:\n\n\\[\n\\frac{336.065_{\\text{Jun}}-336.121_{\\text{May}}}{336.121_{\\text{May}}}\\times100\n=-0.0166607\\%\n\\]\n\n**Core CPI decreased by approximately 0.0167% from May to June 2026.**\n\n- **Semantic concept:** `US_CPI_CORE_MOM`\n- **Transformed value:** `-0.0%` after Iris’s one-decimal rounding\n- **Observation period:** June 2026 versus May 2026\n- **Vintage mode:** latest, as of July 31, 2026\n- **Warnings:** none","status":"success","duration_ms":150223,"model":"gpt-5.6-sol","input_tokens":79264,"cached_input_tokens":51968,"output_tokens":788,"reasoning_output_tokens":423,"total_tokens":80475,"num_tool_calls":4,"iris_cli_call_count":4,"iris_helper_call_count":1,"iris_macro_call_count":3,"num_llm_requests":1,"item_types":["error","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","agent_message"],"policy_violations":[],"runtime_errors":["Falling back from WebSockets to HTTPS transport. request timed out"],"question_sha256":"677f82a805e16263fe2f38dfe23e6801424979fba07b711a7e0df7227eee6806","request_started_at":"2026-07-31T13:38:07.929Z","request_completed_at":"2026-07-31T13:40:38.155Z"}
{"index":6,"case_id":"fred_sem_0007","configuration":"gpt-5.6-sol_llm-iris-cli-skill-semantic-layer-ontology_subscription","response":"At the **2026-07-29 cutoff**, the newest CPILFESL observation was:\n\n- **Observation period:** June 2026 (`2026-06-01`)\n- **Raw CPILFESL index:** **336.065**\n- **Core CPI MoM:** **−0.0%** after one-decimal rounding (unrounded: **−0.01666%**), versus May’s 336.121\n- **Semantic concept:** `US_CPI_CORE_MOM`\n- **Unit:** percent, month over month\n- **Vintage mode:** `realtime_period`, fixed to 2026-07-29\n- **Warnings:** none\n\nThus, Core CPI was essentially unchanged in June 2026.","status":"success","duration_ms":163628,"model":"gpt-5.6-sol","input_tokens":84120,"cached_input_tokens":56064,"output_tokens":910,"reasoning_output_tokens":446,"total_tokens":85476,"num_tool_calls":4,"iris_cli_call_count":4,"iris_helper_call_count":1,"iris_macro_call_count":3,"num_llm_requests":1,"item_types":["error","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","agent_message"],"policy_violations":[],"runtime_errors":["Falling back from WebSockets to HTTPS transport. request timed out"],"question_sha256":"b719bb41c4dee70fd2e57db661af2ebe6c5a07cdd75d2b2f994b0706bf53aa3b","request_started_at":"2026-07-31T13:07:40.137Z","request_completed_at":"2026-07-31T13:10:23.766Z"}
{"index":7,"case_id":"fred_sem_0008","configuration":"gpt-5.6-sol_llm-iris-cli-skill-semantic-layer-ontology_subscription","response":"- **CPILFESL:** **−0.0% month-over-month** for **June 2026** \n - Concept: `US_CPI_CORE_MOM`\n - Vintage mode: `latest`\n- **CUSR0000SAH1:** No matching Iris semantic concept.\n\nTherefore, **the requested difference cannot be computed through Iris** without an unsupported raw-series fallback.\n\n**Warnings:** None.","status":"success","duration_ms":168317,"model":"gpt-5.6-sol","input_tokens":99995,"cached_input_tokens":80384,"output_tokens":703,"reasoning_output_tokens":238,"total_tokens":100936,"num_tool_calls":6,"iris_cli_call_count":6,"iris_helper_call_count":1,"iris_macro_call_count":5,"num_llm_requests":1,"item_types":["error","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","agent_message"],"policy_violations":[],"runtime_errors":["Falling back from WebSockets to HTTPS transport. request timed out"],"question_sha256":"76507f3fcf3d11ceebfe55947cc19de5828a1572c6bd519eda1a4890053a7309","request_started_at":"2026-07-31T13:07:40.131Z","request_completed_at":"2026-07-31T13:10:28.453Z"}
{"index":8,"case_id":"fred_sem_0013","configuration":"gpt-5.6-sol_llm-iris-cli-skill-semantic-layer-ontology_subscription","response":"Iris cannot provide that numeric index-level reading.\n\n- **Series:** PCEPILFE\n- **Matched concept:** `US_CORE_PCE_MOM`\n- **Concept status:** supported\n- **Contracted transform/unit:** month-over-month percent change, **percent**\n- **Requested transform/unit:** raw index level, **index points (2017=100)**\n\nThe requested raw level falls outside the concept contract, so I cannot retrieve or report it as a fallback. **Warnings: none.**","status":"success","duration_ms":153336,"model":"gpt-5.6-sol","input_tokens":68053,"cached_input_tokens":51968,"output_tokens":860,"reasoning_output_tokens":553,"total_tokens":69466,"num_tool_calls":3,"iris_cli_call_count":3,"iris_helper_call_count":1,"iris_macro_call_count":2,"num_llm_requests":1,"item_types":["error","mcp_tool_call","mcp_tool_call","mcp_tool_call","agent_message"],"policy_violations":[],"runtime_errors":["Falling back from WebSockets to HTTPS transport. request timed out"],"question_sha256":"5d603cc2d140a6f02046550aade8270251a03b82a8a84ca572b6922b964b5cb0","request_started_at":"2026-07-31T13:07:40.099Z","request_completed_at":"2026-07-31T13:10:13.437Z"}
{"index":9,"case_id":"fred_sem_0014","configuration":"gpt-5.6-sol_llm-iris-cli-skill-semantic-layer-ontology_subscription","response":"**PCEPILFE’s stored May 2026 value is 130.094.**\n\n- Semantic concept: `US_CORE_PCE_MOM`\n- Contract-transformed value: **0.3% month over month**\n- Observation period: **May 2026**\n- Vintage mode: **latest**, as of **2026-07-31**\n- Warnings: **None**\n\nThe CLI did not state the raw index value’s unit.","status":"success","duration_ms":167124,"model":"gpt-5.6-sol","input_tokens":100979,"cached_input_tokens":57856,"output_tokens":1104,"reasoning_output_tokens":600,"total_tokens":102683,"num_tool_calls":5,"iris_cli_call_count":5,"iris_helper_call_count":1,"iris_macro_call_count":4,"num_llm_requests":1,"item_types":["error","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","agent_message"],"policy_violations":[],"runtime_errors":["Falling back from WebSockets to HTTPS transport. request timed out"],"question_sha256":"4b3dbaea60ba0681c201f5380ae0aac3db37630431644292cd2b3e95865b7626","request_started_at":"2026-07-31T13:07:40.111Z","request_completed_at":"2026-07-31T13:10:27.236Z"}
{"index":10,"case_id":"fred_sem_0015","configuration":"gpt-5.6-sol_llm-iris-cli-skill-semantic-layer-ontology_subscription","response":"Core PCE Price Index **increased 0.3% from April to May 2026**.\n\n- **Semantic concept:** `US_CORE_PCE_MOM`\n- **Transform:** Month-over-month percent change\n- **Observation period:** May 2026 versus April 2026\n- **Vintage mode:** Latest, as of July 31, 2026\n- **Status:** Available\n- **Warnings:** None","status":"success","duration_ms":152390,"model":"gpt-5.6-sol","input_tokens":79423,"cached_input_tokens":56832,"output_tokens":776,"reasoning_output_tokens":383,"total_tokens":80582,"num_tool_calls":4,"iris_cli_call_count":4,"iris_helper_call_count":1,"iris_macro_call_count":3,"num_llm_requests":1,"item_types":["error","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","agent_message"],"policy_violations":[],"runtime_errors":["Falling back from WebSockets to HTTPS transport. request timed out"],"question_sha256":"4ee1b925ee734275bd93c31f45825d7dacb6d35e7006bdcb080481fa54dc5cab","request_started_at":"2026-07-31T13:10:23.895Z","request_completed_at":"2026-07-31T13:12:56.286Z"}
{"index":11,"case_id":"fred_sem_0016","configuration":"gpt-5.6-sol_llm-iris-cli-skill-semantic-layer-ontology_subscription","response":"**Difference: 0.4 percentage points** \nCalculation: **0.1% − (−0.3%) = 0.4 pp**\n\n- **Core PCE MoM** (`US_CORE_PCE_MOM`): **0.1%**, June 2026\n- **PPI Final Demand MoM** (`US_PPI_FINAL_DEMAND_MOM`): **−0.3%**, June 2026\n- **Vintage mode:** latest\n- **Warnings:** none","status":"success","duration_ms":166472,"model":"gpt-5.6-sol","input_tokens":103240,"cached_input_tokens":71168,"output_tokens":873,"reasoning_output_tokens":288,"total_tokens":104401,"num_tool_calls":8,"iris_cli_call_count":8,"iris_helper_call_count":1,"iris_macro_call_count":7,"num_llm_requests":1,"item_types":["error","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","agent_message"],"policy_violations":[],"runtime_errors":["Falling back from WebSockets to HTTPS transport. request timed out"],"question_sha256":"3fd45b73ac0ef2471aa3cc8ed5bcff5521025415842238688de5b82273a21fcc","request_started_at":"2026-07-31T13:10:28.619Z","request_completed_at":"2026-07-31T13:13:15.093Z"}
{"index":12,"case_id":"fred_sem_0017","configuration":"gpt-5.6-sol_llm-iris-cli-skill-semantic-layer-ontology_subscription","response":"PPIFIS’s stored **June 2026 index value is 156.566**.\n\n- Semantic concept: `US_PPI_FINAL_DEMAND_MOM`\n- Semantic transformed value: **−0.3% month over month**\n- Observation period: **2026-06-01**\n- Vintage mode: **latest** (real-time date: 2026-07-31)\n- Warnings: **none**","status":"success","duration_ms":171927,"model":"gpt-5.6-sol","input_tokens":115767,"cached_input_tokens":100352,"output_tokens":1038,"reasoning_output_tokens":498,"total_tokens":117303,"num_tool_calls":6,"iris_cli_call_count":6,"iris_helper_call_count":1,"iris_macro_call_count":5,"num_llm_requests":1,"item_types":["error","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","agent_message"],"policy_violations":[],"runtime_errors":["Falling back from WebSockets to HTTPS transport. request timed out"],"question_sha256":"5b54c5952e4b8a89ee5655fec565b8bbb449f36f38930c9d335b944f32713893","request_started_at":"2026-07-31T13:10:13.547Z","request_completed_at":"2026-07-31T13:13:05.474Z"}
{"index":13,"case_id":"fred_sem_0018","configuration":"gpt-5.6-sol_llm-iris-cli-skill-semantic-layer-ontology_subscription","response":"Producer Price Index: Final Demand **decreased 0.3% month over month** from May to June 2026.\n\n- **Semantic concept:** `US_PPI_FINAL_DEMAND_MOM`\n- **Observation period:** June 2026\n- **Transform:** Month-over-month percent change\n- **Unit:** Percent\n- **Vintage mode:** Latest, frozen as of July 31, 2026\n- **Status:** Supported; actual available\n- **Warnings:** None","status":"success","duration_ms":158348,"model":"gpt-5.6-sol","input_tokens":99067,"cached_input_tokens":88320,"output_tokens":816,"reasoning_output_tokens":361,"total_tokens":100244,"num_tool_calls":5,"iris_cli_call_count":5,"iris_helper_call_count":1,"iris_macro_call_count":4,"num_llm_requests":1,"item_types":["error","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","agent_message"],"policy_violations":[],"runtime_errors":["Falling back from WebSockets to HTTPS transport. request timed out"],"question_sha256":"0df9077348224d02f0fb7c40b1a20e637cb53a1473fc989f2a2437a4d0ea88f4","request_started_at":"2026-07-31T13:10:27.400Z","request_completed_at":"2026-07-31T13:13:05.749Z"}
{"index":14,"case_id":"fred_sem_0019","configuration":"gpt-5.6-sol_llm-iris-cli-skill-semantic-layer-ontology_subscription","response":"As of **2026-07-29**, the snapshot’s terminal observation is **−0.3% month over month** for **June 2026**.\n\n- **Semantic concept:** `US_PPI_FINAL_DEMAND_MOM`\n- **Unit:** percent\n- **Vintage mode:** `realtime_period`\n- **Warnings:** none","status":"success","duration_ms":184417,"model":"gpt-5.6-sol","input_tokens":98962,"cached_input_tokens":68096,"output_tokens":1383,"reasoning_output_tokens":864,"total_tokens":101209,"num_tool_calls":7,"iris_cli_call_count":7,"iris_helper_call_count":1,"iris_macro_call_count":6,"num_llm_requests":1,"item_types":["error","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","agent_message"],"policy_violations":[],"runtime_errors":["Falling back from WebSockets to HTTPS transport. request timed out"],"question_sha256":"9f35cd79fd8073af1d74bfd1a2c5d250ba3edf406c94a1bb3a1d1091bdce0e4a","request_started_at":"2026-07-31T13:12:56.390Z","request_completed_at":"2026-07-31T13:16:00.810Z"}
{"index":15,"case_id":"fred_sem_0020","configuration":"gpt-5.6-sol_llm-iris-cli-skill-semantic-layer-ontology_subscription","response":"- **PPIFIS** — concept `US_PPI_FINAL_DEMAND_MOM`: **−0.3% MoM**\n- **CPIAUCSL** — concept `US_CPI_HEADLINE_MOM`: **−0.4% MoM**\n\n**PPIFIS − CPIAUCSL:** \n\\[\n-0.3\\%-(-0.4\\%)=\\boxed{+0.1\\text{ percentage point}}\n\\]\n\nObservation period: **June 2026** (`2026-06-01`). Vintage mode: **latest**. Status: **supported/available**. Warnings: **none**.","status":"success","duration_ms":153606,"model":"gpt-5.6-sol","input_tokens":90932,"cached_input_tokens":69376,"output_tokens":880,"reasoning_output_tokens":348,"total_tokens":92160,"num_tool_calls":7,"iris_cli_call_count":7,"iris_helper_call_count":1,"iris_macro_call_count":6,"num_llm_requests":1,"item_types":["error","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","agent_message"],"policy_violations":[],"runtime_errors":["Falling back from WebSockets to HTTPS transport. request timed out"],"question_sha256":"a9390b76b2a61e1e7951a4ee91754e8ed99d335c5bf216f0fd4f9d573626070a","request_started_at":"2026-07-31T13:13:15.516Z","request_completed_at":"2026-07-31T13:15:49.123Z"}
{"index":16,"case_id":"fred_sem_0029","configuration":"gpt-5.6-sol_llm-iris-cli-skill-semantic-layer-ontology_subscription","response":"**June 2026 unemployment rate: 4.2%**\n\n- Semantic concept: `US_UNEMPLOYMENT_RATE`\n- Series: `UNRATE`\n- Transform: level\n- Observation period: June 2026\n- Vintage mode: latest\n- Warnings: none","status":"success","duration_ms":146739,"model":"gpt-5.6-sol","input_tokens":93350,"cached_input_tokens":71424,"output_tokens":396,"reasoning_output_tokens":116,"total_tokens":93862,"num_tool_calls":4,"iris_cli_call_count":4,"iris_helper_call_count":1,"iris_macro_call_count":3,"num_llm_requests":1,"item_types":["error","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","agent_message"],"policy_violations":[],"runtime_errors":["Falling back from WebSockets to HTTPS transport. request timed out"],"question_sha256":"651b7271105016ab3c400eeaa738818b499816ad0160b757145ca4e4ecfa9617","request_started_at":"2026-07-31T13:13:05.583Z","request_completed_at":"2026-07-31T13:15:32.324Z"}
{"index":17,"case_id":"fred_sem_0030","configuration":"gpt-5.6-sol_llm-iris-cli-skill-semantic-layer-ontology_subscription","response":"**June 2026 Unemployment Rate:** **4.2%**\n\n- Semantic concept: `US_UNEMPLOYMENT_RATE`\n- Series: `UNRATE`—not `CIVPART`\n- Transform: level\n- Observation period: June 2026 (`2026-06-01`)\n- Vintage mode: latest\n- Warnings: none","status":"success","duration_ms":159372,"model":"gpt-5.6-sol","input_tokens":82616,"cached_input_tokens":54016,"output_tokens":525,"reasoning_output_tokens":156,"total_tokens":83297,"num_tool_calls":4,"iris_cli_call_count":4,"iris_helper_call_count":1,"iris_macro_call_count":3,"num_llm_requests":1,"item_types":["error","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","agent_message"],"policy_violations":[],"runtime_errors":["Falling back from WebSockets to HTTPS transport. request timed out"],"question_sha256":"09cc0fb24b3cdfb67a058b5fdd29f46a43bda01a13a517d7ea3c111b359c5acf","request_started_at":"2026-07-31T13:13:05.861Z","request_completed_at":"2026-07-31T13:15:45.233Z"}
{"index":18,"case_id":"fred_sem_0031","configuration":"gpt-5.6-sol_llm-iris-cli-skill-semantic-layer-ontology_subscription","response":"UNRATE **decreased by 0.1 percentage point** from May to June 2026.\n\n- May 2026 raw observation: **4.3%**\n- June 2026 raw observation: **4.2%**\n- Calculation: **4.2 − 4.3 = −0.1 percentage point**\n- Semantic concept: `US_UNEMPLOYMENT_RATE`\n- Transform: level\n- Observation period: May–June 2026\n- Vintage mode: `latest` (realtime date: 2026-07-31)\n- Warnings: none","status":"success","duration_ms":146444,"model":"gpt-5.6-sol","input_tokens":58909,"cached_input_tokens":28160,"output_tokens":593,"reasoning_output_tokens":265,"total_tokens":59767,"num_tool_calls":4,"iris_cli_call_count":4,"iris_helper_call_count":1,"iris_macro_call_count":3,"num_llm_requests":1,"item_types":["error","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","agent_message"],"policy_violations":[],"runtime_errors":["Falling back from WebSockets to HTTPS transport. request timed out"],"question_sha256":"c8474eb6b9bd78868f5fd88b9785c29a2c9d05be802e326dae9a715f37c49e02","request_started_at":"2026-07-31T13:16:00.925Z","request_completed_at":"2026-07-31T13:18:27.370Z"}
{"index":19,"case_id":"fred_sem_0032","configuration":"gpt-5.6-sol_llm-iris-cli-skill-semantic-layer-ontology_subscription","response":"- **UNRATE** — concept `US_UNEMPLOYMENT_RATE`: fell from **4.3% in May 2026** to **4.2% in June 2026**, a **0.1 percentage-point decline**. Vintage mode: **latest**.\n- **CIVPART**: Iris has **no matching semantic concept**, so its latest movement is unsupported.\n\nTherefore, I cannot calculate the percentage-point gap between UNRATE and CIVPART without inventing or using a raw fallback. **Warnings: none.**","status":"success","duration_ms":161280,"model":"gpt-5.6-sol","input_tokens":99651,"cached_input_tokens":85248,"output_tokens":768,"reasoning_output_tokens":276,"total_tokens":100695,"num_tool_calls":6,"iris_cli_call_count":6,"iris_helper_call_count":1,"iris_macro_call_count":5,"num_llm_requests":1,"item_types":["error","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","agent_message"],"policy_violations":[],"runtime_errors":["Falling back from WebSockets to HTTPS transport. request timed out"],"question_sha256":"e97ec9f25206604d46f95dd507ced47e0ab89597adbcc50d3afd3e6026964b3e","request_started_at":"2026-07-31T13:15:49.900Z","request_completed_at":"2026-07-31T13:18:31.181Z"}
{"index":20,"case_id":"fred_sem_0037","configuration":"gpt-5.6-sol_llm-iris-cli-skill-semantic-layer-ontology_subscription","response":"FRED reported **187,000 claims** for **July 18, 2026**.\n\n- **Concept ID:** `US_INITIAL_JOBLESS_CLAIMS`\n- **Series:** `ICSA`\n- **Transform:** Level (none)\n- **Unit:** Claims\n- **Vintage mode:** `realtime_period`, frozen **2026-07-29**\n- **Warnings:** None","status":"success","duration_ms":169468,"model":"gpt-5.6-sol","input_tokens":83424,"cached_input_tokens":58112,"output_tokens":584,"reasoning_output_tokens":116,"total_tokens":84124,"num_tool_calls":4,"iris_cli_call_count":4,"iris_helper_call_count":1,"iris_macro_call_count":3,"num_llm_requests":1,"item_types":["error","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","agent_message"],"policy_violations":[],"runtime_errors":["Falling back from WebSockets to HTTPS transport. request timed out"],"question_sha256":"73c6a50fb9b8de7403c02fa9bf8b8f9736b611ff398c08adac63ee5cbac5ebae","request_started_at":"2026-07-31T13:15:32.430Z","request_completed_at":"2026-07-31T13:18:21.900Z"}
{"index":21,"case_id":"fred_sem_0038","configuration":"gpt-5.6-sol_llm-iris-cli-skill-semantic-layer-ontology_subscription","response":"Using **ICSA** under semantic concept **`US_INITIAL_JOBLESS_CLAIMS`**:\n\n- July 11, 2026: **209,000 claims**\n- July 18, 2026: **188,000 claims**\n- Change: **−21,000 claims**\n- Percentage change: \\((188,000-209,000)/209,000 \\times 100 = \\mathbf{-10.05\\%}\\)\n\nThus, initial claims **decreased 10.05%**.\n\n**Transform:** level · **Observation period:** July 11–18, 2026 · **Vintage mode:** `realtime_period` (latest vintages through July 31) · **Warnings:** none.","status":"success","duration_ms":157776,"model":"gpt-5.6-sol","input_tokens":83896,"cached_input_tokens":54016,"output_tokens":835,"reasoning_output_tokens":362,"total_tokens":85093,"num_tool_calls":4,"iris_cli_call_count":4,"iris_helper_call_count":1,"iris_macro_call_count":3,"num_llm_requests":1,"item_types":["error","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","agent_message"],"policy_violations":[],"runtime_errors":["Falling back from WebSockets to HTTPS transport. request timed out"],"question_sha256":"9d292b9dec5b94fad84b952aaa4b755b47828d8ef4e1228bfafba8ec218f87a1","request_started_at":"2026-07-31T13:15:45.367Z","request_completed_at":"2026-07-31T13:18:23.144Z"}
{"index":22,"case_id":"fred_sem_0039","configuration":"gpt-5.6-sol_llm-iris-cli-skill-semantic-layer-ontology_subscription","response":"- **ICSA value:** **187,000 claims**\n- **Period:** Week ending **2026-07-18**\n- **Semantic concept:** `US_INITIAL_JOBLESS_CLAIMS`\n- **Transform:** Level\n- **Vintage mode:** `realtime_period`, cutoff **2026-07-29**\n- **Warnings:** None","status":"success","duration_ms":152483,"model":"gpt-5.6-sol","input_tokens":85714,"cached_input_tokens":73216,"output_tokens":675,"reasoning_output_tokens":269,"total_tokens":86658,"num_tool_calls":4,"iris_cli_call_count":4,"iris_helper_call_count":1,"iris_macro_call_count":3,"num_llm_requests":1,"item_types":["error","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","agent_message"],"policy_violations":[],"runtime_errors":["Falling back from WebSockets to HTTPS transport. request timed out"],"question_sha256":"1386c87c21d8ab2aadb5af020aa7d0b0ae4f7daa68d4d316afffa819903dad49","request_started_at":"2026-07-31T13:18:27.805Z","request_completed_at":"2026-07-31T13:21:00.289Z"}
{"index":23,"case_id":"fred_sem_0040","configuration":"gpt-5.6-sol_llm-iris-cli-skill-semantic-layer-ontology_subscription","response":"**Difference: 4.7514 percentage points**\n\n- **ICSA** (`US_INITIAL_JOBLESS_CLAIMS`): \\((197,000-188,000)/188,000=4.7872\\%\\), July 25 vs. July 18, 2026.\n- **PAYEMS** (`US_NONFARM_PAYROLLS`): \\((158,984-158,927)/158,927=0.0359\\%\\), June vs. May 2026.\n- **Subtraction:** \\(4.7872\\%-0.0359\\%=4.7514\\) pp.\n\nVintage mode: **latest**. PAYEMS’s contracted transform reports **+57 thousand jobs**; ICSA is reported as a **claims level**. Warnings: **none**.","status":"success","duration_ms":179989,"model":"gpt-5.6-sol","input_tokens":102850,"cached_input_tokens":70400,"output_tokens":1541,"reasoning_output_tokens":853,"total_tokens":105244,"num_tool_calls":7,"iris_cli_call_count":7,"iris_helper_call_count":1,"iris_macro_call_count":6,"num_llm_requests":1,"item_types":["error","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","agent_message"],"policy_violations":[],"runtime_errors":["Falling back from WebSockets to HTTPS transport. request timed out"],"question_sha256":"e9d7b18931e0dcfad6bcfcf2f2426eec5e4d49e55be32a612f411e8e9f14d418","request_started_at":"2026-07-31T13:18:31.851Z","request_completed_at":"2026-07-31T13:21:31.840Z"}
{"index":24,"case_id":"fred_sem_0061","configuration":"gpt-5.6-sol_llm-iris-cli-skill-semantic-layer-ontology_subscription","response":"The June 2026 **INDPRO level was 102.6395 index points**.\n\n- Semantic concept: `US_INDUSTRIAL_PRODUCTION_MOM`\n- Observation period: June 2026\n- Transformed value: **0.1% month over month**\n- Vintage mode/date: `vintage_dates`, 2026-07-31\n- Warnings: none","status":"success","duration_ms":158086,"model":"gpt-5.6-sol","input_tokens":113755,"cached_input_tokens":76288,"output_tokens":845,"reasoning_output_tokens":456,"total_tokens":115056,"num_tool_calls":5,"iris_cli_call_count":5,"iris_helper_call_count":1,"iris_macro_call_count":4,"num_llm_requests":1,"item_types":["error","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","agent_message"],"policy_violations":[],"runtime_errors":["Falling back from WebSockets to HTTPS transport. request timed out"],"question_sha256":"d4360d462cd7028e6ff62b258043e5dcec4ba7e0837b144d48e63c164ad95521","request_started_at":"2026-07-31T13:18:22.015Z","request_completed_at":"2026-07-31T13:21:00.103Z"}
{"index":25,"case_id":"fred_sem_0062","configuration":"gpt-5.6-sol_llm-iris-cli-skill-semantic-layer-ontology_subscription","response":"Iris returned **no June 2026 observation**, so no frozen numeric value is available.\n\n- **Concept:** `US_INDUSTRIAL_PRODUCTION_MOM`\n- **Series:** `INDPRO` — not `GDPC1`\n- **Requested period:** June 2026\n- **Transform/unit:** month-over-month percent change\n- **Vintage mode:** `latest`\n- **Status:** series available, but `observations` was empty\n- **Warnings:** none\n- **Mapping confidence:** low","status":"success","duration_ms":170697,"model":"gpt-5.6-sol","input_tokens":83143,"cached_input_tokens":66048,"output_tokens":1333,"reasoning_output_tokens":914,"total_tokens":85390,"num_tool_calls":4,"iris_cli_call_count":4,"iris_helper_call_count":1,"iris_macro_call_count":3,"num_llm_requests":1,"item_types":["error","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","agent_message"],"policy_violations":[],"runtime_errors":["Falling back from WebSockets to HTTPS transport. request timed out"],"question_sha256":"9f08c5484886d6bc6e79877cfe12efa65ef5e6229c083704c08fcf5a31c390a1","request_started_at":"2026-07-31T13:18:23.249Z","request_completed_at":"2026-07-31T13:21:13.946Z"}
{"index":26,"case_id":"fred_sem_0063","configuration":"gpt-5.6-sol_llm-iris-cli-skill-semantic-layer-ontology_subscription","response":"INDPRO **rose 0.1% month over month** from May to June 2026.\n\n- **Concept:** `US_INDUSTRIAL_PRODUCTION_MOM`\n- **Transform:** Percent change MoM\n- **Observation period:** May 2026 → June 2026\n- **Transformed value:** **+0.1%** (unrounded: +0.07693%)\n- **Vintage mode:** Latest, as of July 31, 2026\n- **Status:** Supported; provider series available\n- **Warnings:** None","status":"success","duration_ms":155033,"model":"gpt-5.6-sol","input_tokens":89267,"cached_input_tokens":37120,"output_tokens":634,"reasoning_output_tokens":302,"total_tokens":90203,"num_tool_calls":4,"iris_cli_call_count":4,"iris_helper_call_count":1,"iris_macro_call_count":3,"num_llm_requests":1,"item_types":["error","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","agent_message"],"policy_violations":[],"runtime_errors":["Falling back from WebSockets to HTTPS transport. request timed out"],"question_sha256":"ff7e2aacec2f442e7d0534292fd1c8a97044467e5f7fdf0bc9e9f6ab0528e84a","request_started_at":"2026-07-31T13:21:00.417Z","request_completed_at":"2026-07-31T13:23:35.450Z"}
{"index":27,"case_id":"fred_sem_0064","configuration":"gpt-5.6-sol_llm-iris-cli-skill-semantic-layer-ontology_subscription","response":"Iris cannot produce that spread under its semantic contracts:\n\n- `INDPRO` maps to `US_INDUSTRIAL_PRODUCTION_MOM`: month-over-month **percent change**, monthly.\n- Real GDP maps to `US_REAL_GDP_QOQ`: annualized quarter-over-quarter **percent change**, quarterly, sourced from `A191RL1Q225SBEA`—not a previous-period change of `GDPC1`.\n\nThus `INDPRO change − GDPC1 change` mixes frequencies and requests a GDP series/transform outside the supported contract. I cannot calculate a numeric spread or substitute raw FRED values.\n\nStatuses: both concepts are **supported**; vintage mode is `realtime_period`. Warnings: none.","status":"success","duration_ms":165270,"model":"gpt-5.6-sol","input_tokens":64498,"cached_input_tokens":52992,"output_tokens":773,"reasoning_output_tokens":305,"total_tokens":65576,"num_tool_calls":5,"iris_cli_call_count":5,"iris_helper_call_count":1,"iris_macro_call_count":4,"num_llm_requests":1,"item_types":["error","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","agent_message"],"policy_violations":[],"runtime_errors":["Falling back from WebSockets to HTTPS transport. request timed out"],"question_sha256":"dd5f18f6c3babfc21919e06bd53fbc085ee326f1ad174b314fd45f06d56ae19a","request_started_at":"2026-07-31T13:21:32.346Z","request_completed_at":"2026-07-31T13:24:17.617Z"}
{"index":28,"case_id":"fred_sem_0085","configuration":"gpt-5.6-sol_llm-iris-cli-skill-semantic-layer-ontology_subscription","response":"On **July 27, 2026**, DGS3MO was **3.96%**, using the **July 29, 2026 snapshot**.\n\n- **Semantic concept:** `US_3M_TREASURY_YIELD`\n- **Transform:** Level\n- **Unit:** Percent\n- **Vintage mode:** `realtime_period`\n- **Warnings:** None","status":"success","duration_ms":154059,"model":"gpt-5.6-sol","input_tokens":97990,"cached_input_tokens":65280,"output_tokens":561,"reasoning_output_tokens":101,"total_tokens":98652,"num_tool_calls":5,"iris_cli_call_count":5,"iris_helper_call_count":1,"iris_macro_call_count":4,"num_llm_requests":1,"item_types":["error","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","agent_message"],"policy_violations":[],"runtime_errors":["Falling back from WebSockets to HTTPS transport. request timed out"],"question_sha256":"78352206b07a5d505427b6e4872e22890da0b14d0d005947b50d7b6d5de340a8","request_started_at":"2026-07-31T13:21:00.221Z","request_completed_at":"2026-07-31T13:23:34.275Z"}
{"index":29,"case_id":"fred_sem_0086","configuration":"gpt-5.6-sol_llm-iris-cli-skill-semantic-layer-ontology_subscription","response":"FRED **DGS3MO** reported the **3-Month Treasury Yield at 3.96%** on **July 27, 2026**.\n\n- **Semantic concept:** `US_3M_TREASURY_YIELD`\n- **Transform:** Level\n- **Unit:** Percent\n- **Observation period:** 2026-07-27\n- **Vintage mode:** Latest, as of 2026-07-31\n- **Warnings:** None\n\nThis is specifically **DGS3MO**, not the 2-Year Treasury Yield (`DGS2`).","status":"success","duration_ms":176425,"model":"gpt-5.6-sol","input_tokens":114545,"cached_input_tokens":85248,"output_tokens":815,"reasoning_output_tokens":218,"total_tokens":115578,"num_tool_calls":6,"iris_cli_call_count":6,"iris_helper_call_count":1,"iris_macro_call_count":5,"num_llm_requests":1,"item_types":["error","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","agent_message"],"policy_violations":[],"runtime_errors":["Falling back from WebSockets to HTTPS transport. request timed out"],"question_sha256":"58b31645fdcd2b9fd8ff8724d31761e56b834ee1408bdc4f84c627b452f57814","request_started_at":"2026-07-31T13:21:14.058Z","request_completed_at":"2026-07-31T13:24:10.484Z"}
{"index":30,"case_id":"fred_sem_0087","configuration":"gpt-5.6-sol_llm-iris-cli-skill-semantic-layer-ontology_subscription","response":"**Change: 0.00 percentage points**\n\n- Concept: `US_3M_TREASURY_YIELD`\n- Series: `DGS3MO`\n- Transform: \\(3.96\\% - 3.96\\% = 0.00\\) percentage points\n- Observations: July 24–27, 2026\n- Vintage mode: `latest` (retrieved July 31, 2026)\n- Warnings: None","status":"success","duration_ms":157286,"model":"gpt-5.6-sol","input_tokens":101822,"cached_input_tokens":69120,"output_tokens":677,"reasoning_output_tokens":219,"total_tokens":102718,"num_tool_calls":5,"iris_cli_call_count":5,"iris_helper_call_count":1,"iris_macro_call_count":4,"num_llm_requests":1,"item_types":["error","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","agent_message"],"policy_violations":[],"runtime_errors":["Falling back from WebSockets to HTTPS transport. request timed out"],"question_sha256":"92559c4d5d756ea1b70b8979c446bd17ec03be38e564ce96924764b9fd907cb5","request_started_at":"2026-07-31T13:23:35.572Z","request_completed_at":"2026-07-31T13:26:12.860Z"}
{"index":31,"case_id":"fred_sem_0088","configuration":"gpt-5.6-sol_llm-iris-cli-skill-semantic-layer-ontology_subscription","response":"- **Period:** 2026-07-28 \n- **Value:** **3.90%**\n\nConcept: `US_3M_TREASURY_YIELD` · Transform: level · Vintage mode: `realtime_period` (2026-07-29) · Warnings: none.","status":"success","duration_ms":175834,"model":"gpt-5.6-sol","input_tokens":99414,"cached_input_tokens":65280,"output_tokens":674,"reasoning_output_tokens":249,"total_tokens":100337,"num_tool_calls":5,"iris_cli_call_count":5,"iris_helper_call_count":1,"iris_macro_call_count":4,"num_llm_requests":1,"item_types":["error","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","agent_message"],"policy_violations":[],"runtime_errors":["Falling back from WebSockets to HTTPS transport. request timed out"],"question_sha256":"1abb68702445eee3a67d2e279b40d23ea6c705453499749e09599d36d10fa0a5","request_started_at":"2026-07-31T13:24:19.528Z","request_completed_at":"2026-07-31T13:27:15.364Z"}
{"index":32,"case_id":"fred_sem_0121","configuration":"gpt-5.6-sol_llm-iris-cli-skill-semantic-layer-ontology_subscription","response":"**2026 Q1 Credit Card Delinquency Rate: 2.92%**\n\n- **Concept:** `US_CREDIT_CARD_DELINQUENCY_RATE`\n- **Series:** `DRCCLACBS`—not `TOTALSL`\n- **Transform:** Level\n- **Unit:** Percent\n- **Observation period:** 2026 Q1 (`2026-01-01`)\n- **Vintage mode:** Latest, as of `2026-07-31`\n- **Warnings:** None","status":"success","duration_ms":147907,"model":"gpt-5.6-sol","input_tokens":82819,"cached_input_tokens":63232,"output_tokens":626,"reasoning_output_tokens":216,"total_tokens":83661,"num_tool_calls":4,"iris_cli_call_count":4,"iris_helper_call_count":1,"iris_macro_call_count":3,"num_llm_requests":1,"item_types":["error","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","agent_message"],"policy_violations":[],"runtime_errors":["Falling back from WebSockets to HTTPS transport. request timed out"],"question_sha256":"57d7cde204318dccf35a350f210b1472237a417d4ffba8884cee0fbbba137a40","request_started_at":"2026-07-31T13:23:34.404Z","request_completed_at":"2026-07-31T13:26:02.314Z"}
{"index":33,"case_id":"fred_sem_0122","configuration":"gpt-5.6-sol_llm-iris-cli-skill-semantic-layer-ontology_subscription","response":"**Previous-period change (2025 Q4 → 2026 Q1): −0.02 percentage points** — a 2-basis-point decrease.\n\n- **Concept ID:** `US_CREDIT_CARD_DELINQUENCY_RATE`\n- **Series:** `DRCCLACBS`\n- **Observations:** 2.94% (2025 Q4) → 2.92% (2026 Q1)\n- **Transformed value:** −0.02 percentage points\n- **Vintage mode:** `latest`\n- **Status:** supported / available\n- **Warnings:** None","status":"success","duration_ms":182567,"model":"gpt-5.6-sol","input_tokens":99082,"cached_input_tokens":81152,"output_tokens":1043,"reasoning_output_tokens":536,"total_tokens":100661,"num_tool_calls":6,"iris_cli_call_count":6,"iris_helper_call_count":1,"iris_macro_call_count":5,"num_llm_requests":1,"item_types":["error","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","agent_message"],"policy_violations":[],"runtime_errors":["Falling back from WebSockets to HTTPS transport. request timed out"],"question_sha256":"7b5dfc6cff6bc7110090187810e1da7f1563eaaaec37c25d1bef728c92165fd2","request_started_at":"2026-07-31T13:24:10.960Z","request_completed_at":"2026-07-31T13:27:13.529Z"}
{"index":34,"case_id":"fred_sem_0123","configuration":"gpt-5.6-sol_llm-iris-cli-skill-semantic-layer-ontology_subscription","response":"- **Credit Card Delinquency Rate:** **2.92%**\n- **Observation period:** **Q1 2026** (observation date: **2026-01-01**)\n- **Semantic concept ID:** `US_CREDIT_CARD_DELINQUENCY_RATE`\n- **Vintage mode:** `realtime_period`, frozen as of **2026-07-29**\n- **Official source:** Federal Reserve, series `DRCCLACBS`\n- **Warnings:** None","status":"success","duration_ms":153649,"model":"gpt-5.6-sol","input_tokens":82978,"cached_input_tokens":70144,"output_tokens":689,"reasoning_output_tokens":272,"total_tokens":83939,"num_tool_calls":4,"iris_cli_call_count":4,"iris_helper_call_count":1,"iris_macro_call_count":3,"num_llm_requests":1,"item_types":["error","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","agent_message"],"policy_violations":[],"runtime_errors":["Falling back from WebSockets to HTTPS transport. request timed out"],"question_sha256":"d23e1075fd23fdbeb5114f902be95b02aa337229906ca7af5f695fc9627fb6f8","request_started_at":"2026-07-31T13:26:12.971Z","request_completed_at":"2026-07-31T13:28:46.621Z"}
{"index":35,"case_id":"fred_sem_0124","configuration":"gpt-5.6-sol_llm-iris-cli-skill-semantic-layer-ontology_subscription","response":"A financial-data assistant should:\n\n1. **Resolve the measure before fetching data.** Iris maps “Credit Card Delinquency Rate” with high confidence to:\n - Concept: `US_CREDIT_CARD_DELINQUENCY_RATE`\n - Series: `DRCCLACBS`\n - Measure/unit: quarterly delinquency-rate level, percent \n `TOTALSL` measures total consumer credit outstanding, so it should not be silently substituted.\n\n2. **Clarify “latest.”** Ask for the minimum missing detail:\n \u003e “Do you want the currently available latest observation, or the latest observation available as of a specific date? If as-of, what date?”\n\n3. **Clarify vintage if relevant.** The concept defaults to `realtime_period`, and first-published vintage can matter. Distinguish current/revised data from data known at a historical cutoff.\n\n4. **Only then fetch the actual**, with the chosen observation cutoff and vintage parameters, and report the concept ID, value, percent unit, quarter, vintage mode, and warnings.\n\nIris status: **supported**; official source: **Federal Reserve**; warnings: **none**.","status":"success","duration_ms":147182,"model":"gpt-5.6-sol","input_tokens":58177,"cached_input_tokens":38144,"output_tokens":546,"reasoning_output_tokens":164,"total_tokens":58887,"num_tool_calls":3,"iris_cli_call_count":3,"iris_helper_call_count":1,"iris_macro_call_count":2,"num_llm_requests":1,"item_types":["error","mcp_tool_call","mcp_tool_call","mcp_tool_call","agent_message"],"policy_violations":[],"runtime_errors":["Falling back from WebSockets to HTTPS transport. request timed out"],"question_sha256":"58cb9ed18859797cf8072a50c347eebc1dbd020d23e70764b1ec44b06057e581","request_started_at":"2026-07-31T13:27:15.503Z","request_completed_at":"2026-07-31T13:29:42.685Z"}
{"index":36,"case_id":"fred_sem_0133","configuration":"gpt-5.6-sol_llm-iris-cli-skill-semantic-layer-ontology_subscription","response":"**Housing Starts for June 2026: 1,427 thousand units, SAAR.**\n\n- Semantic concept: `US_HOUSING_STARTS`\n- Iris-transformed value: **1.427 million units**\n- Observation period: **June 2026**\n- Vintage mode: **latest**, dated **2026-07-31**\n- Warnings: **none**","status":"success","duration_ms":163537,"model":"gpt-5.6-sol","input_tokens":113805,"cached_input_tokens":67328,"output_tokens":638,"reasoning_output_tokens":235,"total_tokens":114678,"num_tool_calls":5,"iris_cli_call_count":5,"iris_helper_call_count":1,"iris_macro_call_count":4,"num_llm_requests":1,"item_types":["error","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","agent_message"],"policy_violations":[],"runtime_errors":["Falling back from WebSockets to HTTPS transport. request timed out"],"question_sha256":"afd78419c211b82e8e43df37197bd5f6b5502e2d3593a490c4e76a4cfc3ade29","request_started_at":"2026-07-31T13:26:02.449Z","request_completed_at":"2026-07-31T13:28:45.985Z"}
{"index":37,"case_id":"fred_sem_0134","configuration":"gpt-5.6-sol_llm-iris-cli-skill-semantic-layer-ontology_subscription","response":"Housing Starts resolves to **HOUST**, not PERMIT.\n\n- **Semantic concept:** `US_HOUSING_STARTS`\n- **June 2026 value:** **1.427 million units**\n- **Observation period:** 2026-06-01\n- **Transform:** thousands ÷ 1,000\n- **Vintage mode:** latest, as of 2026-07-31\n- **Warnings:** None","status":"success","duration_ms":150667,"model":"gpt-5.6-sol","input_tokens":91666,"cached_input_tokens":68096,"output_tokens":445,"reasoning_output_tokens":134,"total_tokens":92245,"num_tool_calls":4,"iris_cli_call_count":4,"iris_helper_call_count":1,"iris_macro_call_count":3,"num_llm_requests":1,"item_types":["error","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","agent_message"],"policy_violations":[],"runtime_errors":["Falling back from WebSockets to HTTPS transport. request timed out"],"question_sha256":"7bdff8ff7432c9fe9cdb34d52238183f60c77f0525d72002e8e5d256f6b64315","request_started_at":"2026-07-31T13:27:13.644Z","request_completed_at":"2026-07-31T13:29:44.312Z"}
{"index":38,"case_id":"fred_sem_0135","configuration":"gpt-5.6-sol_llm-iris-cli-skill-semantic-layer-ontology_subscription","response":"Housing Starts **increased by 0.228 million units (228,000), or 19.0%**, from May to June 2026.\n\n- **Semantic concept:** `US_HOUSING_STARTS`\n- **Observation period:** May 2026 → June 2026\n- **Transform:** thousands scaled to millions\n- **Vintage mode:** `realtime_period`, frozen on 2026-07-31\n- **Warnings:** None","status":"success","duration_ms":166340,"model":"gpt-5.6-sol","input_tokens":78445,"cached_input_tokens":69120,"output_tokens":975,"reasoning_output_tokens":560,"total_tokens":79980,"num_tool_calls":4,"iris_cli_call_count":4,"iris_helper_call_count":1,"iris_macro_call_count":3,"num_llm_requests":1,"item_types":["error","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","agent_message"],"policy_violations":[],"runtime_errors":["Falling back from WebSockets to HTTPS transport. request timed out"],"question_sha256":"8bcd4ce78dec1617ad56abb1328b9735826bc059ee0f030b435a8040b56cd929","request_started_at":"2026-07-31T13:28:46.731Z","request_completed_at":"2026-07-31T13:31:33.066Z"}
{"index":39,"case_id":"fred_sem_0136","configuration":"gpt-5.6-sol_llm-iris-cli-skill-semantic-layer-ontology_subscription","response":"The correct response is to **ask for clarification rather than return a value**:\n\n\u003e Do you mean **Housing Starts (FRED `HOUST`)** or **Building Permits (`PERMIT`)**? Also, what should “latest” mean: the newest available observation, the latest observation as known on a specified date, or the latest release/vintage?\n\nIris supports **`US_HOUSING_STARTS`**, bound to `HOUST`, with monthly levels transformed from thousands to **millions** and default vintage mode `realtime_period`. No semantic concept matched “building permits.” Until the series and vintage/date meaning are fixed, no numeric value should be supplied.\n\n**Warnings:** none returned by Iris.","status":"success","duration_ms":152225,"model":"gpt-5.6-sol","input_tokens":67207,"cached_input_tokens":48128,"output_tokens":472,"reasoning_output_tokens":76,"total_tokens":67755,"num_tool_calls":4,"iris_cli_call_count":4,"iris_helper_call_count":1,"iris_macro_call_count":3,"num_llm_requests":1,"item_types":["error","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","agent_message"],"policy_violations":[],"runtime_errors":["Falling back from WebSockets to HTTPS transport. request timed out"],"question_sha256":"1af55693d311fe8506891083bb870f005b6dcfe9f1c8b753356d5f8607c614b5","request_started_at":"2026-07-31T13:29:42.800Z","request_completed_at":"2026-07-31T13:32:15.020Z"}
{"index":40,"case_id":"fred_sem_0157","configuration":"gpt-5.6-sol_llm-iris-cli-skill-semantic-layer-ontology_subscription","response":"**FRED reported RSAFS at $768,553 million for June 2026**, using the **2026-07-29 realtime benchmark vintage**.\n\n- Semantic concept: `US_RETAIL_SALES_MOM` — supported; series status available\n- Transformed value: **0.2% month-over-month**\n- Observation period: June 2026\n- Vintage mode: `realtime_period` (`2026-07-29`)\n- Warnings: none\n- Mapping confidence: low","status":"success","duration_ms":192512,"model":"gpt-5.6-sol","input_tokens":116970,"cached_input_tokens":88320,"output_tokens":1428,"reasoning_output_tokens":779,"total_tokens":119177,"num_tool_calls":6,"iris_cli_call_count":6,"iris_helper_call_count":1,"iris_macro_call_count":5,"num_llm_requests":1,"item_types":["error","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","agent_message"],"policy_violations":[],"runtime_errors":["Falling back from WebSockets to HTTPS transport. request timed out"],"question_sha256":"379afd88925cd1ca66a8816c9502afdfedd1c9ebda3b2c56a2dcb5a4fbc1d3d0","request_started_at":"2026-07-31T13:38:07.929Z","request_completed_at":"2026-07-31T13:41:20.443Z"}
{"index":41,"case_id":"fred_sem_0158","configuration":"gpt-5.6-sol_llm-iris-cli-skill-semantic-layer-ontology_subscription","response":"Advance Retail Sales (RSAFS) increased from **766,876** in May 2026 to **768,553** in June 2026.\n\n\\[\n(768{,}553 / 766{,}876 - 1)\\times100 = 0.2187\\% \\approx \\mathbf{0.2\\%}\n\\]\n\n- **Semantic concept:** `US_RETAIL_SALES_MOM`\n- **Transformed value:** **+0.2%**\n- **Unit:** Percent, month over month\n- **Observation period:** May–June 2026\n- **Vintage mode:** Latest (2026-07-31 vintage)\n- **Benchmark precision:** One decimal, half-up\n- **Status:** Supported; mapping confidence low\n- **Warnings:** None","status":"success","duration_ms":160118,"model":"gpt-5.6-sol","input_tokens":82915,"cached_input_tokens":51200,"output_tokens":680,"reasoning_output_tokens":211,"total_tokens":83806,"num_tool_calls":4,"iris_cli_call_count":4,"iris_helper_call_count":1,"iris_macro_call_count":3,"num_llm_requests":1,"item_types":["error","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","agent_message"],"policy_violations":[],"runtime_errors":["Falling back from WebSockets to HTTPS transport. request timed out"],"question_sha256":"5fc77c871f9def6db0d36c11c84122a42d2b912e6fd51f8294e59180650bceeb","request_started_at":"2026-07-31T13:29:44.788Z","request_completed_at":"2026-07-31T13:32:24.906Z"}
{"index":42,"case_id":"fred_sem_0159","configuration":"gpt-5.6-sol_llm-iris-cli-skill-semantic-layer-ontology_subscription","response":"At the **2026-07-29 cutoff**, the latest non-missing RSAFS-derived observation was:\n\n- **Value:** **0.2% month-over-month**\n- **Period:** **June 2026** (observation date: 2026-06-01)\n- **Semantic concept:** `US_RETAIL_SALES_MOM`\n- **Vintage mode:** `realtime_period` as of 2026-07-29\n- **Warnings:** None\n\nThe underlying RSAFS level was **768,553.0**, transformed by Iris into the 0.2% MoM value.","status":"tool_contract_violation","duration_ms":173231,"model":"gpt-5.6-sol","input_tokens":100999,"cached_input_tokens":88320,"output_tokens":895,"reasoning_output_tokens":349,"total_tokens":102243,"num_tool_calls":5,"iris_cli_call_count":5,"iris_helper_call_count":1,"iris_macro_call_count":3,"num_llm_requests":1,"item_types":["error","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","agent_message"],"policy_violations":["failed_iris_tool:get_actuals"],"runtime_errors":["Falling back from WebSockets to HTTPS transport. request timed out"],"question_sha256":"c2d39b1e2fe2d0245412030509ed578e6fea406f0b9351932c3548cda0bad905","request_started_at":"2026-07-31T13:38:07.931Z","request_completed_at":"2026-07-31T13:41:01.164Z"}
{"index":43,"case_id":"fred_sem_0160","configuration":"gpt-5.6-sol_llm-iris-cli-skill-semantic-layer-ontology_subscription","response":"Clarify:\n\n1. **Series/measure:** \n - **RSAFS** — advance U.S. retail sales; Iris concept `US_RETAIL_SALES_MOM`, reported as month-over-month percent change. \n - **AMTMNO** — total manufacturing new orders, a different indicator.\n\n2. **As-of/vintage:** Specify an as-of date for point-in-time data, or confirm “latest available today” using the current vintage.\n\nUntil both are resolved, no number should be returned. Iris marks the retail-sales concept **supported**, but mapping confidence is **low**; warnings: none.","status":"success","duration_ms":145767,"model":"gpt-5.6-sol","input_tokens":48691,"cached_input_tokens":30976,"output_tokens":607,"reasoning_output_tokens":336,"total_tokens":49634,"num_tool_calls":2,"iris_cli_call_count":2,"iris_helper_call_count":1,"iris_macro_call_count":1,"num_llm_requests":1,"item_types":["error","mcp_tool_call","mcp_tool_call","agent_message"],"policy_violations":[],"runtime_errors":["Falling back from WebSockets to HTTPS transport. request timed out"],"question_sha256":"f2472481f13ad36ea54e5d44593d0387986ecd31636295bc11305371ceb5fd19","request_started_at":"2026-07-31T13:32:15.176Z","request_completed_at":"2026-07-31T13:34:40.944Z"}
{"index":44,"case_id":"fred_sem_0161","configuration":"gpt-5.6-sol_llm-iris-cli-skill-semantic-layer-ontology_subscription","response":"**DGORDER for June 2026 was 334,772 million U.S. dollars.**\n\n- Semantic concept: `US_DURABLE_GOODS_ORDERS_MOM`\n- Observation period: June 2026\n- Contract transform: **0.3% month-over-month**\n- Vintage mode: `latest` (realtime date: 2026-07-31)\n- Warnings: None","status":"success","duration_ms":177892,"model":"gpt-5.6-sol","input_tokens":100599,"cached_input_tokens":81152,"output_tokens":1339,"reasoning_output_tokens":845,"total_tokens":102783,"num_tool_calls":5,"iris_cli_call_count":5,"iris_helper_call_count":1,"iris_macro_call_count":4,"num_llm_requests":1,"item_types":["error","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","agent_message"],"policy_violations":[],"runtime_errors":["Falling back from WebSockets to HTTPS transport. request timed out"],"question_sha256":"f0efde4c511bbc8c09c654f5ff6605d3bbb9b2e3c03881acc1a375867ad6bafc","request_started_at":"2026-07-31T13:32:01.867Z","request_completed_at":"2026-07-31T13:34:59.759Z"}
{"index":45,"case_id":"fred_sem_0162","configuration":"gpt-5.6-sol_llm-iris-cli-skill-semantic-layer-ontology_subscription","response":"**DGORDER**—Durable Goods New Orders, not Total Manufacturing New Orders—reported **+0.3% month over month** for **June 2026**, as preserved on **2026-07-29**.\n\n- **Semantic concept:** `US_DURABLE_GOODS_ORDERS_MOM`\n- **Transform:** `percent_change_mom`\n- **Observation period:** June 2026\n- **Vintage mode:** `realtime_period` (`2026-07-29`)\n- **Underlying readings:** 334,772 vs. 333,706 in May; unrounded change **0.31944%**\n- **Status:** Supported; DGORDER available\n- **Warnings:** None","status":"success","duration_ms":181598,"model":"gpt-5.6-sol","input_tokens":116302,"cached_input_tokens":79360,"output_tokens":1187,"reasoning_output_tokens":472,"total_tokens":117961,"num_tool_calls":6,"iris_cli_call_count":6,"iris_helper_call_count":1,"iris_macro_call_count":5,"num_llm_requests":1,"item_types":["error","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","agent_message"],"policy_violations":[],"runtime_errors":["Falling back from WebSockets to HTTPS transport. request timed out"],"question_sha256":"14f9b59075ebe37c5fb0e98bad234df9f253658330fbb0c28c210a7140b7ec89","request_started_at":"2026-07-31T13:38:07.928Z","request_completed_at":"2026-07-31T13:41:09.529Z"}
{"index":46,"case_id":"fred_sem_0163","configuration":"gpt-5.6-sol_llm-iris-cli-skill-semantic-layer-ontology_subscription","response":"As of **2026-07-29**, Durable Goods New Orders rose **0.3% month over month** for **June 2026** (observation date: **2026-06-01**).\n\n- **Concept:** `US_DURABLE_GOODS_ORDERS_MOM`\n- **Unit/transform:** Percent, month-over-month\n- **Vintage mode:** `realtime_period` for 2026-07-29\n- **Warnings:** None","status":"success","duration_ms":153349,"model":"gpt-5.6-sol","input_tokens":93429,"cached_input_tokens":68096,"output_tokens":720,"reasoning_output_tokens":345,"total_tokens":94494,"num_tool_calls":5,"iris_cli_call_count":5,"iris_helper_call_count":1,"iris_macro_call_count":4,"num_llm_requests":1,"item_types":["error","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","mcp_tool_call","agent_message"],"policy_violations":[],"runtime_errors":["Falling back from WebSockets to HTTPS transport. request timed out"],"question_sha256":"f960ad221f946347c45c5ec8e76dc4cf7cfd010a9ed7d2a1ab3edbc0549ddf1c","request_started_at":"2026-07-31T13:34:17.277Z","request_completed_at":"2026-07-31T13:36:50.625Z"}
{"index":47,"case_id":"fred_sem_0164","configuration":"gpt-5.6-sol_llm-iris-cli-skill-semantic-layer-ontology_subscription","response":"The assistant should **not return a value yet**. Ask one compact clarification:\n\n\u003e Do you mean **durable-goods orders MoM** based on **DGORDER**, or broader **total manufacturing new orders** (AMTMNO)? Also, should “latest” mean the current available vintage or latest **as of a specified date**?\n\nIris maps the supported concept **`US_DURABLE_GOODS_ORDERS_MOM`** to **DGORDER**, transformed as month-over-month percent change, with `realtime_period` vintage handling. AMTMNO is not interchangeable with that contract. After clarification, fetch the requested observation using an explicit cutoff/vintage.\n\n**Status:** concept supported; provider available. **Warnings:** none.","status":"success","duration_ms":151564,"model":"gpt-5.6-sol","input_tokens":74438,"cached_input_tokens":54272,"output_tokens":655,"reasoning_output_tokens":343,"total_tokens":75436,"num_tool_calls":3,"iris_cli_call_count":3,"iris_helper_call_count":1,"iris_macro_call_count":2,"num_llm_requests":1,"item_types":["error","mcp_tool_call","mcp_tool_call","mcp_tool_call","agent_message"],"policy_violations":[],"runtime_errors":["Falling back from WebSockets to HTTPS transport. request timed out"],"question_sha256":"e86e42dc2648907a99c13a57a2c2fe7fd9f297a92b6037984d79d7904cb3f5c1","request_started_at":"2026-07-31T13:34:41.068Z","request_completed_at":"2026-07-31T13:37:12.635Z"}