{"model": "moonshotai/kimi-k2.7-code", "org": "moonshotai", "n_endpoints": 4, "n_active": 3, "n_providers": 3, "n_endpoints_total": 17, "n_changed": 2, "max_drift": 0.93, "headline": "tracked", "status_summary": "9 not selected \u00b7 3 tracked \u00b7 2 untrackable \u00b7 2 errors out \u00b7 1 retired", "date_min": "2026-07-25", "date_max": "2026-09-09", "changes": [{"date": "2026-08-19", "method": "lt", "provider": "alibaba/fp8", "model": "moonshotai/kimi-k2.7-code"}, {"date": "2026-08-20", "method": "b3it", "provider": "modelrun/fp4", "model": "moonshotai/kimi-k2.7-code"}], "endpoints": [{"slug": "moonshotai2fkimi-k2.7-code23alibaba2ffp8", "provider": "alibaba/fp8", "base": "alibaba", "providerSlug": "alibaba", "model": "moonshotai/kimi-k2.7-code", "modelSlug": "moonshotai2fkimi-k2.7-code", "methods": ["lt"], "first": "2026-07-31", "last": "2026-09-09", "last_query": "2026-09-09", "n_changes": 1, "lt": {"drift": [["2026-07-31", 0.9074], ["2026-08-01", 0.9294], ["2026-08-02", 0.7535], ["2026-08-03", 0.874], ["2026-08-04", 0.2032], ["2026-08-05", 0.0965], ["2026-08-06", 0.061], ["2026-08-07", 0.019], ["2026-08-08", 0.0096], ["2026-08-09", 0.0595], ["2026-08-10", 0.1731], ["2026-08-11", 0.0799], ["2026-08-12", 0.0414], ["2026-08-13", 0.0841], ["2026-08-14", 0.144], ["2026-08-15", 0.1337], ["2026-08-16", 0.2335], ["2026-08-17", 0.1491], ["2026-08-18", 0.1073], ["2026-08-19", 0.3201], ["2026-08-20", 0.6436], ["2026-08-21", 0.7366], ["2026-08-22", 0.0171], ["2026-08-23", 0.132], ["2026-08-24", 0.142], ["2026-08-25", 0.0273], ["2026-08-26", 0.2904], ["2026-08-27", 0.1428], ["2026-08-28", 0.433], ["2026-08-29", 0.2047], ["2026-08-30", 0.16], ["2026-08-31", 0.1311], ["2026-09-01", 0.2047], ["2026-09-02", 0.0644], ["2026-09-03", 0.2548], ["2026-09-04", 0.4333], ["2026-09-05", 0.1741], ["2026-09-06", 0.4373], ["2026-09-07", 0.3731], ["2026-09-08", 0.0281], ["2026-09-09", 0.4364]], "breaks": [], "changes": [{"date": "2026-08-19", "shift": 0.1608}]}, "b3it": null, "status": {"lt": "tracked", "bi": "not_selected", "headline": "tracked", "headlines": ["tracked"], "ltCopy": "This endpoint is actively tracked.", "biCopy": "This endpoint vetted fine, but the selection budget went to more popular models.", "ltDetail": null, "biDetail": null, "reason": "This endpoint is actively tracked."}}, {"slug": "moonshotai2fkimi-k2.7-code23modelrun2ffp4", "provider": "modelrun/fp4", "base": "modelrun", "providerSlug": "modelrun", "model": "moonshotai/kimi-k2.7-code", "modelSlug": "moonshotai2fkimi-k2.7-code", "methods": ["b3it"], "first": "2026-08-13", "last": "2026-09-08", "last_query": "2026-09-08", "n_changes": 1, "lt": null, "b3it": {"tv": [["2026-08-13", 0.05500000000000001], ["2026-08-15", 0.047000000000000014], ["2026-08-16", 0.04600000000000001], ["2026-08-17", 0.05100000000000002], ["2026-08-18", 0.04200000000000002], ["2026-08-19", 0.22799999999999998], ["2026-08-20", 0.497], ["2026-08-21", 0.486], ["2026-08-23", 0.483], ["2026-08-24", 0.4945], ["2026-08-25", 0.0745], ["2026-08-27", 0.0735], ["2026-08-28", 0.1255], ["2026-08-29", 0.03950000000000001], ["2026-08-29", 0.1495], ["2026-08-30", 0.18449999999999997], ["2026-09-01", 0.0685], ["2026-09-01", 0.1115], ["2026-09-02", 0.17049999999999998], ["2026-09-03", 0.0865], ["2026-09-04", 0.1775], ["2026-09-05", 0.0715], ["2026-09-06", 0.20249999999999999], ["2026-09-07", 0.1635], ["2026-09-08", 0.10949999999999999]], "breaks": [1, 8, 11, 16], "changes": [{"date": "2026-08-20", "shiftTV": 0.412}]}, "status": {"lt": "no_logprobs", "bi": "monitoring", "headline": "tracked", "headlines": ["tracked"], "ltCopy": "This endpoint does not return logprobs, so logprob tracking is impossible.", "biCopy": "This endpoint is actively monitored through its border inputs.", "ltDetail": null, "biDetail": null, "reason": "This endpoint is actively monitored through its border inputs."}}, {"slug": "moonshotai2fkimi-k2.7-code23ambient", "provider": "ambient", "base": "ambient", "providerSlug": "ambient", "model": "moonshotai/kimi-k2.7-code", "modelSlug": "moonshotai2fkimi-k2.7-code", "methods": ["b3it"], "first": "2026-08-13", "last": "2026-09-03", "last_query": "2026-09-08", "n_changes": 0, "lt": null, "b3it": {"tv": [["2026-08-13", 0.0955], ["2026-08-14", 0.1265], ["2026-08-15", 0.1515], ["2026-08-16", 0.1615], ["2026-08-17", 0.1005], ["2026-08-19", 0.1465], ["2026-08-20", 0.2195], ["2026-08-21", 0.1185], ["2026-08-22", 0.13649999999999998], ["2026-08-23", 0.1855], ["2026-08-24", 0.2215], ["2026-08-25", 0.1825], ["2026-08-27", 0.1875], ["2026-08-28", 0.2245], ["2026-08-29", 0.2005], ["2026-08-29", 0.2185], ["2026-08-30", 0.2065], ["2026-09-01", 0.1825], ["2026-09-01", 0.21250000000000002], ["2026-09-02", 0.2075], ["2026-09-03", 0.1505]], "breaks": [5, 12, 17], "changes": []}, "status": {"lt": "pending", "bi": "monitoring", "headline": "tracked", "headlines": ["tracked"], "ltCopy": "This endpoint has not been evaluated for tracking yet.", "biCopy": "This endpoint is actively monitored through its border inputs.", "ltDetail": null, "biDetail": null, "reason": "This endpoint is actively monitored through its border inputs."}}, {"slug": "moonshotai2fkimi-k2.7-code23ambient2fint4", "provider": "ambient/int4", "base": "ambient", "providerSlug": "ambient", "model": "moonshotai/kimi-k2.7-code", "modelSlug": "moonshotai2fkimi-k2.7-code", "methods": ["b3it"], "first": "2026-07-25", "last": "2026-08-10", "last_query": "2026-08-17", "n_changes": 0, "lt": null, "b3it": {"tv": [["2026-07-25", 0.156], ["2026-07-26", 0.142], ["2026-07-27", 0.145], ["2026-07-28", 0.189], ["2026-07-29", 0.15], ["2026-08-02", 0.111], ["2026-08-03", 0.175], ["2026-08-04", 0.11599999999999999], ["2026-08-05", 0.134], ["2026-08-07", 0.13999999999999999], ["2026-08-07", 0.138], ["2026-08-08", 0.149], ["2026-08-09", 0.198], ["2026-08-10", 0.16299999999999998]], "breaks": [5, 9], "changes": []}, "status": {"lt": "pending", "bi": "retired:stalled", "headline": "retired", "headlines": ["retired"], "ltCopy": "This endpoint has not been evaluated for tracking yet.", "biCopy": "Monitoring was retired: the endpoint stopped yielding usable samples.", "ltDetail": null, "biDetail": "since 2026-08-17", "reason": "Monitoring was retired: the endpoint stopped yielding usable samples (since 2026-08-17)."}}, {"slug": "moonshotai2fkimi-k2.7-code23baseten2ffp4", "provider": "baseten/fp4", "base": "baseten", "providerSlug": "baseten", "model": "moonshotai/kimi-k2.7-code", "modelSlug": "moonshotai2fkimi-k2.7-code", "methods": [], "first": null, "last": null, "last_query": null, "n_changes": 0, "lt": null, "b3it": null, "status": {"lt": "no_logprobs", "bi": "not_selected", "headline": "not_selected", "headlines": ["not_selected"], "ltCopy": "This endpoint does not return logprobs, so logprob tracking is impossible.", "biCopy": "This endpoint vetted fine, but the selection budget went to more popular models.", "ltDetail": null, "biDetail": null, "reason": "This endpoint vetted fine, but the selection budget went to more popular models."}}, {"slug": "moonshotai2fkimi-k2.7-code23cloudflare", "provider": "cloudflare", "base": "cloudflare", "providerSlug": "cloudflare", "model": "moonshotai/kimi-k2.7-code", "modelSlug": "moonshotai2fkimi-k2.7-code", "methods": [], "first": null, "last": null, "last_query": null, "n_changes": 0, "lt": null, "b3it": null, "status": {"lt": "probe_failed", "bi": "not_selected", "headline": "not_selected", "headlines": ["not_selected", "errors_out"], "ltCopy": "This endpoint claims logprob support, but our probe could not obtain usable logprobs.", "biCopy": "This endpoint vetted fine, but the selection budget went to more popular models.", "ltDetail": "No logprobs returned", "biDetail": null, "reason": "This endpoint vetted fine, but the selection budget went to more popular models. This endpoint claims logprob support, but our probe could not obtain usable logprobs (No logprobs returned)."}}, {"slug": "moonshotai2fkimi-k2.7-code23coreweave2fint4", "provider": "coreweave/int4", "base": "coreweave", "providerSlug": "coreweave", "model": "moonshotai/kimi-k2.7-code", "modelSlug": "moonshotai2fkimi-k2.7-code", "methods": [], "first": null, "last": null, "last_query": null, "n_changes": 0, "lt": null, "b3it": null, "status": {"lt": "probe_failed", "bi": "not_selected", "headline": "not_selected", "headlines": ["not_selected", "errors_out"], "ltCopy": "This endpoint claims logprob support, but our probe could not obtain usable logprobs.", "biCopy": "This endpoint vetted fine, but the selection budget went to more popular models.", "ltDetail": "No logprobs returned", "biDetail": null, "reason": "This endpoint vetted fine, but the selection budget went to more popular models. This endpoint claims logprob support, but our probe could not obtain usable logprobs (No logprobs returned)."}}, {"slug": "moonshotai2fkimi-k2.7-code23deepinfra2ffp4", "provider": "deepinfra/fp4", "base": "deepinfra", "providerSlug": "deepinfra", "model": "moonshotai/kimi-k2.7-code", "modelSlug": "moonshotai2fkimi-k2.7-code", "methods": [], "first": null, "last": null, "last_query": null, "n_changes": 0, "lt": null, "b3it": null, "status": {"lt": "no_logprobs", "bi": "not_selected", "headline": "not_selected", "headlines": ["not_selected"], "ltCopy": "This endpoint does not return logprobs, so logprob tracking is impossible.", "biCopy": "This endpoint vetted fine, but the selection budget went to more popular models.", "ltDetail": null, "biDetail": null, "reason": "This endpoint vetted fine, but the selection budget went to more popular models."}}, {"slug": "moonshotai2fkimi-k2.7-code23fireworks", "provider": "fireworks", "base": "fireworks", "providerSlug": "fireworks", "model": "moonshotai/kimi-k2.7-code", "modelSlug": "moonshotai2fkimi-k2.7-code", "methods": [], "first": null, "last": null, "last_query": null, "n_changes": 0, "lt": null, "b3it": null, "status": {"lt": "probe_failed", "bi": "not_selected", "headline": "not_selected", "headlines": ["not_selected", "errors_out"], "ltCopy": "This endpoint claims logprob support, but our probe could not obtain usable logprobs.", "biCopy": "This endpoint vetted fine, but the selection budget went to more popular models.", "ltDetail": "No logprobs returned", "biDetail": null, "reason": "This endpoint vetted fine, but the selection budget went to more popular models. This endpoint claims logprob support, but our probe could not obtain usable logprobs (No logprobs returned)."}}, {"slug": "moonshotai2fkimi-k2.7-code23gmicloud2ffp8", "provider": "gmicloud/fp8", "base": "gmicloud", "providerSlug": "gmicloud", "model": "moonshotai/kimi-k2.7-code", "modelSlug": "moonshotai2fkimi-k2.7-code", "methods": [], "first": null, "last": null, "last_query": null, "n_changes": 0, "lt": null, "b3it": null, "status": {"lt": "probe_failed", "bi": "not_selected", "headline": "not_selected", "headlines": ["not_selected", "errors_out"], "ltCopy": "This endpoint claims logprob support, but our probe could not obtain usable logprobs.", "biCopy": "This endpoint vetted fine, but the selection budget went to more popular models.", "ltDetail": "No logprobs returned", "biDetail": null, "reason": "This endpoint vetted fine, but the selection budget went to more popular models. This endpoint claims logprob support, but our probe could not obtain usable logprobs (No logprobs returned)."}}, {"slug": "moonshotai2fkimi-k2.7-code23inceptron2fint4", "provider": "inceptron/int4", "base": "inceptron", "providerSlug": "inceptron", "model": "moonshotai/kimi-k2.7-code", "modelSlug": "moonshotai2fkimi-k2.7-code", "methods": [], "first": null, "last": null, "last_query": null, "n_changes": 0, "lt": null, "b3it": null, "status": {"lt": "probe_failed", "bi": "not_selected", "headline": "not_selected", "headlines": ["not_selected", "errors_out"], "ltCopy": "This endpoint claims logprob support, but our probe could not obtain usable logprobs.", "biCopy": "This endpoint vetted fine, but the selection budget went to more popular models.", "ltDetail": "No logprobs returned", "biDetail": null, "reason": "This endpoint vetted fine, but the selection budget went to more popular models. This endpoint claims logprob support, but our probe could not obtain usable logprobs (No logprobs returned)."}}, {"slug": "moonshotai2fkimi-k2.7-code23moonshotai2fhighspeed", "provider": "moonshotai/highspeed", "base": "moonshotai", "providerSlug": "moonshotai", "model": "moonshotai/kimi-k2.7-code", "modelSlug": "moonshotai2fkimi-k2.7-code", "methods": [], "first": null, "last": null, "last_query": null, "n_changes": 0, "lt": null, "b3it": null, "status": {"lt": "no_logprobs", "bi": "bad_temperature", "headline": "untrackable", "headlines": ["untrackable"], "ltCopy": "This endpoint does not return logprobs, so logprob tracking is impossible.", "biCopy": "This API rejects or ignores the temperature parameter, so T=0 sampling is impossible \u2014 presumably to prevent distillation.", "ltDetail": null, "biDetail": null, "reason": "This endpoint claims neither temperature control nor logprobs, so no tracking method can work \u2014 presumably to prevent distillation."}}, {"slug": "moonshotai2fkimi-k2.7-code23moonshotai2fint4", "provider": "moonshotai/int4", "base": "moonshotai", "providerSlug": "moonshotai", "model": "moonshotai/kimi-k2.7-code", "modelSlug": "moonshotai2fkimi-k2.7-code", "methods": [], "first": null, "last": null, "last_query": null, "n_changes": 0, "lt": null, "b3it": null, "status": {"lt": "no_logprobs", "bi": "bad_temperature", "headline": "untrackable", "headlines": ["untrackable"], "ltCopy": "This endpoint does not return logprobs, so logprob tracking is impossible.", "biCopy": "This API rejects or ignores the temperature parameter, so T=0 sampling is impossible \u2014 presumably to prevent distillation.", "ltDetail": null, "biDetail": null, "reason": "This endpoint claims neither temperature control nor logprobs, so no tracking method can work \u2014 presumably to prevent distillation."}}, {"slug": "moonshotai2fkimi-k2.7-code23novita2fint4", "provider": "novita/int4", "base": "novita", "providerSlug": "novita", "model": "moonshotai/kimi-k2.7-code", "modelSlug": "moonshotai2fkimi-k2.7-code", "methods": [], "first": null, "last": null, "last_query": null, "n_changes": 0, "lt": null, "b3it": null, "status": {"lt": "probe_failed", "bi": "not_selected", "headline": "not_selected", "headlines": ["not_selected", "errors_out"], "ltCopy": "This endpoint claims logprob support, but our probe could not obtain usable logprobs.", "biCopy": "This endpoint vetted fine, but the selection budget went to more popular models.", "ltDetail": "No logprobs returned", "biDetail": null, "reason": "This endpoint vetted fine, but the selection budget went to more popular models. This endpoint claims logprob support, but our probe could not obtain usable logprobs (No logprobs returned)."}}, {"slug": "moonshotai2fkimi-k2.7-code23siliconflow2ffp8", "provider": "siliconflow/fp8", "base": "siliconflow", "providerSlug": "siliconflow", "model": "moonshotai/kimi-k2.7-code", "modelSlug": "moonshotai2fkimi-k2.7-code", "methods": [], "first": null, "last": null, "last_query": null, "n_changes": 0, "lt": null, "b3it": null, "status": {"lt": "no_logprobs", "bi": "unprobeable:flaky", "headline": "errors_out", "headlines": ["errors_out"], "ltCopy": "This endpoint does not return logprobs, so logprob tracking is impossible.", "biCopy": "Our vetting probes of this endpoint persistently fail.", "ltDetail": null, "biDetail": "hidden reasoning", "reason": "Our vetting probes of this endpoint persistently fail (hidden reasoning)."}}, {"slug": "moonshotai2fkimi-k2.7-code23streamlake", "provider": "streamlake", "base": "streamlake", "providerSlug": "streamlake", "model": "moonshotai/kimi-k2.7-code", "modelSlug": "moonshotai2fkimi-k2.7-code", "methods": [], "first": null, "last": null, "last_query": null, "n_changes": 0, "lt": null, "b3it": null, "status": {"lt": "probe_failed", "bi": "bad_temperature", "headline": "errors_out", "headlines": ["errors_out"], "ltCopy": "This endpoint claims logprob support, but our probe could not obtain usable logprobs.", "biCopy": "This API rejects or ignores the temperature parameter, so T=0 sampling is impossible \u2014 presumably to prevent distillation.", "ltDetail": "HTTP 400: invalid top_p: only 0.95 is allowed for this model", "biDetail": null, "reason": "This endpoint claims logprob support, but our probe could not obtain usable logprobs (HTTP 400: invalid top_p: only 0.95 is allowed for this model)."}}, {"slug": "moonshotai2fkimi-k2.7-code23venice2fint4", "provider": "venice/int4", "base": "venice", "providerSlug": "venice", "model": "moonshotai/kimi-k2.7-code", "modelSlug": "moonshotai2fkimi-k2.7-code", "methods": [], "first": null, "last": null, "last_query": null, "n_changes": 0, "lt": null, "b3it": null, "status": {"lt": "no_logprobs", "bi": "not_selected", "headline": "not_selected", "headlines": ["not_selected"], "ltCopy": "This endpoint does not return logprobs, so logprob tracking is impossible.", "biCopy": "This endpoint vetted fine, but the selection budget went to more popular models.", "ltDetail": null, "biDetail": null, "reason": "This endpoint vetted fine, but the selection budget went to more popular models."}}]}