{"name": "akashml", "slug": "akashml", "brand": {"name": "AkashML", "logo": "akashml.svg", "kind": "icon", "mono": true, "dark": "akashml-dark.svg"}, "timeline": {"date_min": "2026-06-22", "date_max": "2026-10-15", "changes": [{"date": "2026-08-02", "method": "b3it", "provider": "akashml/fp8", "model": "deepseek/deepseek-v4-flash"}, {"date": "2026-08-04", "method": "b3it", "provider": "akashml/fp8", "model": "z-ai/glm-5.2"}, {"date": "2026-08-29", "method": "b3it", "provider": "akashml/fp8", "model": "deepseek/deepseek-v4-flash-0731"}], "endpoints": [{"slug": "openai2fgpt-oss-120b23akashml2fbf16", "provider": "akashml/bf16", "base": "akashml", "providerSlug": "akashml", "model": "openai/gpt-oss-120b", "modelSlug": "openai2fgpt-oss-120b", "methods": ["lt"], "first": "2026-08-08", "last": "2026-10-15", "last_query": "2026-10-15", "n_changes": 0, "lt": {"drift": [["2026-08-08", 0.0701], ["2026-08-09", 0.1318], ["2026-08-10", 0.0793], ["2026-08-11", 0.1116], ["2026-08-12", 0.0748], 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"base": "akashml", "providerSlug": "akashml", "model": "openai/gpt-oss-20b", "modelSlug": "openai2fgpt-oss-20b", "methods": ["lt"], "first": "2026-09-04", "last": "2026-10-15", "last_query": "2026-10-15", "n_changes": 0, "lt": {"drift": [["2026-09-04", 0.09], ["2026-09-05", 0.1133], ["2026-09-06", 0.0738], ["2026-09-07", 0.0509], ["2026-09-08", 0.0881], ["2026-09-09", 0.064], ["2026-09-10", 0.1177], ["2026-09-11", 0.0514], ["2026-09-12", 0.0768], ["2026-09-13", 0.0595], ["2026-09-14", 0.0953], ["2026-09-15", 0.0816], ["2026-09-16", 0.2759], ["2026-09-17", 0.1375], ["2026-09-18", 0.2452], ["2026-09-19", 0.1018], ["2026-09-20", 0.3575], ["2026-09-21", 0.3034], ["2026-09-22", 0.3286], ["2026-09-23", 0.3183], ["2026-09-24", 0.198], ["2026-09-25", 0.4064], ["2026-09-26", 0.0862], ["2026-09-27", 0.3894], ["2026-09-28", 0.2277], ["2026-09-29", 0.0891], ["2026-09-30", 0.3443], ["2026-10-01", 0.1841], ["2026-10-02", 0.132], ["2026-10-03", 0.1208], ["2026-10-04", 0.3261], ["2026-10-05", 0.2044], 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["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": "deepseek2fdeepseek-v4-flash-073123akashml2ffp8", "provider": "akashml/fp8", "base": "akashml", "providerSlug": "akashml", "model": "deepseek/deepseek-v4-flash-0731", "modelSlug": "deepseek2fdeepseek-v4-flash-0731", "methods": ["b3it"], "first": "2026-08-05", "last": "2026-09-04", "last_query": "2026-09-11", "n_changes": 1, "lt": null, "b3it": {"tv": [["2026-08-05", 0.166], ["2026-08-07", 0.0985], ["2026-08-07", 0.1395], ["2026-08-08", 0.1055], ["2026-08-09", 0.1175], ["2026-08-10", 0.1695], ["2026-08-11", 0.185], ["2026-08-12", 0.101], ["2026-08-13", 0.19], ["2026-08-14", 0.1505], ["2026-08-15", 0.24550000000000002], ["2026-08-16", 0.1555], ["2026-08-17", 0.2155], ["2026-08-18", 0.0925], ["2026-08-19", 0.123], ["2026-08-20", 0.079], 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["2026-07-26", 0.3372878787878788], ["2026-07-27", 0.33781313131313134], ["2026-07-28", 0.33981313131313134], ["2026-07-29", 0.3497878787878788], ["2026-08-02", 0.5373131313131313], ["2026-08-03", 0.5252727272727273]], "breaks": [2, 7, 21], "changes": [{"date": "2026-08-02", "shiftTV": 0.207}]}, "status": {"lt": "stalled", "bi": "retired:stalled", "headline": "retired", "headlines": ["retired"], "ltCopy": "We tracked this endpoint's logprobs, but its recent queries all failed, so tracking stopped.", "biCopy": "Monitoring was retired: the endpoint stopped yielding usable samples.", "ltDetail": null, "biDetail": "since 2026-08-11", "reason": "We tracked this endpoint's logprobs, but its recent queries all failed, so tracking stopped."}}]}, "n_endpoints": 8, "n_active": 4, "n_models": 8, "n_variants": 3, "first": "2026-06-22", "last": "2026-10-15", "lt": {"endpoints": 5, "years": 0.85, "changes": 0, "rate": 0.0, "ci": [0.0, 3.53]}, "b3it": {"endpoints": 4, "years": 0.31, "changes": 3, "rate": null, "ci": null}, "variants": [{"name": "fp8", "n_endpoints": 6, "lt": {"endpoints": 3, "years": 0.55, "changes": 0, "rate": 0.0, "ci": [0.0, 5.45]}, "b3it": {"endpoints": 4, "years": 0.31, "changes": 3, "rate": null, "ci": null}}, {"name": "bf16", "n_endpoints": 1, "lt": {"endpoints": 1, "years": 0.19, "changes": 0, "rate": null, "ci": null}, "b3it": {"endpoints": 0, "years": 0.0, "changes": 0, "rate": null, "ci": null}}, {"name": "fp4", "n_endpoints": 1, "lt": {"endpoints": 1, "years": 0.11, "changes": 0, "rate": null, "ci": null}, "b3it": {"endpoints": 0, "years": 0.0, "changes": 0, "rate": null, "ci": null}}], "changes": [{"date": "2026-08-29", "iso": "2026-08-29T22:55:45Z", "daysAgo": 46, "method": "b3it", "magnitude": 0.516, "desc": "Probe-prompt outputs shifted (total variation 0.52)", "primary": "TV 0.52", "secondary": "border-input shift", "sevKey": "changed", "trace": [0.166, 0.099, 0.14, 0.105, 0.117, 0.17, 0.185, 0.101, 0.19, 0.15, 0.246, 0.155, 0.215, 0.092, 0.123, 0.079, 0.08, 0.083, 0.081, 0.055, 0.111, 0.304, 0.091, 0.078, 0.674, 0.638, 0.649, 0.637, 0.118, 0.078, 0.094], "changeFrac": 0.8, "slug": "deepseek2fdeepseek-v4-flash-073123akashml2ffp8", "endpointSlug": "deepseek2fdeepseek-v4-flash-073123akashml2ffp8", "model": "deepseek-v4-flash-0731", "org": "deepseek", "modelSlug": "deepseek2fdeepseek-v4-flash-0731", "provider": "akashml/fp8", "providerSlug": "akashml", "brand": {"name": "AkashML", "logo": "akashml.svg", "kind": "icon", "mono": true, "dark": "akashml-dark.svg"}, "variant": "fp8"}, {"date": "2026-08-04", "iso": "2026-08-04T22:04:04Z", "daysAgo": 71, "method": "b3it", "magnitude": 0.435, "desc": "Probe-prompt outputs shifted (total variation 0.43)", "primary": "TV 0.43", "secondary": "border-input shift", "sevKey": "changed", "trace": [0.055, 0.05, 0.063, 0.052, 0.046, 0.047, 0.068, 0.068, 0.046, 0.041, 0.051, 0.048, 0.058, 0.49, 0.454, 0.519, 0.171, 0.645, 0.499, 0.594, 0.55, 0.598, 0.451, 0.232, 0.47, 0.215, 0.2, 0.246], "changeFrac": 0.481, "slug": "z-ai2fglm-5.223akashml2ffp8", "endpointSlug": "z-ai2fglm-5.223akashml2ffp8", "model": "glm-5.2", "org": "z-ai", "modelSlug": "z-ai2fglm-5.2", "provider": "akashml/fp8", "providerSlug": "akashml", "brand": {"name": "AkashML", "logo": "akashml.svg", "kind": "icon", "mono": true, "dark": "akashml-dark.svg"}, "variant": "fp8"}, {"date": "2026-08-02", "iso": "2026-08-02T21:44:12Z", "daysAgo": 73, "method": "b3it", "magnitude": 0.207, "desc": "Probe-prompt outputs shifted (total variation 0.21)", "primary": "TV 0.21", "secondary": "border-input shift", "sevKey": "stable", "trace": [0.187, 0.314, 0.289, 0.317, 0.317, 0.267, 0.321, 0.353, 0.337, 0.403, 0.319, 0.348, 0.351, 0.319, 0.321, 0.329, 0.354, 0.337, 0.338, 0.34, 0.35, 0.537, 0.525], "changeFrac": 0.955, "slug": "deepseek2fdeepseek-v4-flash23akashml2ffp8", "endpointSlug": "deepseek2fdeepseek-v4-flash23akashml2ffp8", "model": "deepseek-v4-flash", "org": "deepseek", "modelSlug": "deepseek2fdeepseek-v4-flash", "provider": "akashml/fp8", "providerSlug": "akashml", "brand": {"name": "AkashML", "logo": "akashml.svg", "kind": "icon", "mono": true, "dark": "akashml-dark.svg"}, "variant": "fp8"}], "endpoints": [{"slug": "deepseek2fdeepseek-v4-flash23akashml2ffp8", "model": "deepseek-v4-flash", "modelSlug": "deepseek2fdeepseek-v4-flash", "org": "deepseek", "provider": "akashml/fp8", "providerSlug": "akashml", "methods": ["lt", "b3it"], "status": "retired", "lastChange": "2026-08-02", "recent": false, "nChanges": 1, "trace": [0.383, 0.241, 0.184, 0.253, 0.233, 0.613, 0.47, 0.454, 0.463, 0.436, 0.421, 0.547, 0.432, 0.426, 0.491, 0.931, 0.655, 0.667, 0.877, 0.694, 0.964, 0.846, 0.749, 0.696, 0.772, 1.194, 1.255, 1.229], "changeFracs": [0.975], "headline": "retired", "headlines": ["retired"], "ltStatus": "stalled", "biStatus": "retired:stalled", "reason": "We tracked this endpoint's logprobs, but its recent queries all failed, so tracking stopped."}, {"slug": "deepseek2fdeepseek-v4-flash-073123akashml2ffp8", "model": "deepseek-v4-flash-0731", "modelSlug": "deepseek2fdeepseek-v4-flash-0731", "org": "deepseek", "provider": "akashml/fp8", "providerSlug": "akashml", "methods": ["b3it"], "status": "retired", "lastChange": "2026-08-29", "recent": true, "nChanges": 1, "trace": [0.166, 0.099, 0.14, 0.105, 0.117, 0.17, 0.185, 0.101, 0.19, 0.198, 0.155, 0.215, 0.092, 0.123, 0.079, 0.08, 0.083, 0.081, 0.083, 0.304, 0.091, 0.078, 0.674, 0.638, 0.649, 0.637, 0.118, 0.086], "changeFracs": [0.801], "headline": "retired", "headlines": ["retired"], "ltStatus": "pending", "biStatus": "retired:stalled", "reason": "Monitoring was retired: the endpoint stopped yielding usable samples (since 2026-09-11)."}, {"slug": "z-ai2fglm-5.223akashml2ffp8", "model": "glm-5.2", "modelSlug": "z-ai2fglm-5.2", "org": "z-ai", "provider": "akashml/fp8", "providerSlug": "akashml", "methods": ["b3it"], "status": "retired", "lastChange": "2026-08-04", "recent": false, "nChanges": 1, "trace": [0.055, 0.05, 0.063, 0.052, 0.046, 0.047, 0.068, 0.068, 0.046, 0.041, 0.051, 0.048, 0.058, 0.49, 0.454, 0.519, 0.171, 0.645, 0.499, 0.594, 0.55, 0.598, 0.451, 0.232, 0.47, 0.215, 0.2, 0.246], "changeFracs": [0.563], "headline": "retired", "headlines": ["retired"], "ltStatus": "pending", "biStatus": "retired:stalled", "reason": "Monitoring was retired: the endpoint stopped yielding usable samples (since 2026-08-25)."}, {"slug": "openai2fgpt-oss-120b23akashml2fbf16", "model": "gpt-oss-120b", "modelSlug": "openai2fgpt-oss-120b", "org": "openai", "provider": "akashml/bf16", "providerSlug": "akashml", "methods": ["lt"], "status": "stable", "lastChange": null, "recent": false, "nChanges": 0, "trace": [0.101, 0.095, 0.059, 0.052, 0.058, 0.036, 0.061, 0.064, 0.093, 0.094, 0.143, 0.081, 0.072, 0.064, 0.109, 0.085, 0.066, 0.088, 0.099, 0.067, 0.09, 0.096, 0.117, 0.102, 0.147, 0.106, 0.132, 0.129], "changeFracs": [], "headline": "tracked", "headlines": ["tracked"], "ltStatus": "tracked", "biStatus": "retired:no_bis", "reason": "This endpoint is actively tracked."}, {"slug": "openai2fgpt-oss-20b23akashml2ffp4", "model": "gpt-oss-20b", "modelSlug": "openai2fgpt-oss-20b", "org": "openai", "provider": "akashml/fp4", "providerSlug": "akashml", "methods": ["lt"], "status": "stable", "lastChange": null, "recent": false, "nChanges": 0, "trace": [0.09, 0.094, 0.051, 0.076, 0.118, 0.064, 0.059, 0.088, 0.276, 0.191, 0.102, 0.33, 0.329, 0.258, 0.406, 0.238, 0.228, 0.217, 0.184, 0.126, 0.326, 0.181, 0.176, 0.272, 0.125, 0.358, 0.246, 0.126], "changeFracs": [], "headline": "tracked", "headlines": ["tracked"], "ltStatus": "tracked", "biStatus": "retired:no_bis", "reason": "This endpoint is actively tracked."}, {"slug": "meta-llama2fllama-3.3-70b-instruct23akashml2ffp8", "model": "llama-3.3-70b-instruct", "modelSlug": "meta-llama2fllama-3.3-70b-instruct", "org": "meta-llama", "provider": "akashml/fp8", "providerSlug": "akashml", "methods": ["lt"], "status": "stable", "lastChange": null, "recent": false, "nChanges": 0, "trace": [0.487, 0.423, 0.468, 0.503, 0.453, 0.612, 0.706, 0.648, 0.741, 0.561, 0.6, 0.717, 0.729, 0.978, 0.816, 0.723, 0.785, 0.555, 0.564, 0.615, 0.657, 0.595, 0.681, 0.657, 0.513, 0.54, 0.672, 0.828], "changeFracs": [], "headline": "tracked", "headlines": ["tracked"], "ltStatus": "tracked", "biStatus": "not_selected", "reason": "This endpoint is actively tracked."}, {"slug": "qwen2fqwen3.5-35b-a3b23akashml2ffp8", "model": "qwen3.5-35b-a3b", "modelSlug": "qwen2fqwen3.5-35b-a3b", "org": "qwen", "provider": "akashml/fp8", "providerSlug": "akashml", "methods": ["b3it"], "status": "retired", "lastChange": null, "recent": false, "nChanges": 0, "trace": [0.185, 0.14, 0.243, 0.182, 0.291, 0.497, 0.447, 0.462, 0.279, 0.299, 0.386, 0.304, 0.306, 0.292, 0.278, 0.397, 0.497, 0.487, 0.487, 0.477, 0.281, 0.143], "changeFracs": [], "headline": "retired", "headlines": ["retired"], "ltStatus": "pending", "biStatus": "retired:stalled", "reason": "Monitoring was retired: the endpoint stopped yielding usable samples (since 2026-08-25)."}, {"slug": "qwen2fqwen3.8-27b23akashml2ffp8", "model": "qwen3.8-27b", "modelSlug": "qwen2fqwen3.8-27b", "org": "qwen", "provider": "akashml/fp8", "providerSlug": "akashml", "methods": ["lt"], "status": "stable", "lastChange": null, "recent": false, "nChanges": 0, "trace": [0.248, 0.037, 0.073, 0.039, 0.078, 0.148, 0.05, 0.082, 0.111, 0.042, 0.139, 0.17, 0.158, 0.148, 0.185, 0.163, 0.154, 0.174, 0.164, 0.146, 0.185, 0.185, 0.185, 0.16, 0.182, 0.203, 0.185, 0.157], "changeFracs": [], "headline": "tracked", "headlines": ["tracked"], "ltStatus": "tracked", "biStatus": "not_selected", "reason": "This endpoint is actively tracked."}, {"slug": "moonshotai2fkimi-k323akashml2ffp4", "model": "kimi-k3", "modelSlug": "moonshotai2fkimi-k3", "org": "moonshotai", "provider": "akashml/fp4", "providerSlug": "akashml", "methods": [], "status": null, "lastChange": null, "recent": false, "nChanges": 0, "trace": [], "changeFracs": [], "headline": "too_expensive", "headlines": ["too_expensive"], "ltStatus": "too_expensive", "biStatus": "too_expensive", "reason": "This endpoint costs more than our tracking budget allows."}, {"slug": "openai2fgpt-oss-20b23akashml2fbf16", "model": "gpt-oss-20b", "modelSlug": "openai2fgpt-oss-20b", "org": "openai", "provider": "akashml/bf16", "providerSlug": "akashml", "methods": [], "status": null, "lastChange": null, "recent": false, "nChanges": 0, "trace": [], "changeFracs": [], "headline": "retired", "headlines": ["retired"], "ltStatus": "pending", "biStatus": "retired:no_bis", "reason": "Monitoring was retired: we could not find enough border inputs for this endpoint (since 2026-09-02)."}, {"slug": "qwen2fqwen3.6-35b-a3b23akashml2ffp8", "model": "qwen3.6-35b-a3b", "modelSlug": "qwen2fqwen3.6-35b-a3b", "org": "qwen", "provider": "akashml/fp8", "providerSlug": "akashml", "methods": [], "status": null, "lastChange": null, "recent": false, "nChanges": 0, "trace": [], "changeFracs": [], "headline": "retired", "headlines": ["retired", "errors_out"], "ltStatus": "probe_failed", "biStatus": "retired:no_bis", "reason": "Monitoring was retired: we could not find enough border inputs for this endpoint (since 2026-08-27). This endpoint claims logprob support, but our probe could not obtain usable logprobs (No logprobs returned)."}, {"slug": "z-ai2fglm-5.323akashml2ffp8", "model": "glm-5.3", "modelSlug": "z-ai2fglm-5.3", "org": "z-ai", "provider": "akashml/fp8", "providerSlug": "akashml", "methods": [], "status": null, "lastChange": null, "recent": false, "nChanges": 0, "trace": [], "changeFracs": [], "headline": "not_selected", "headlines": ["not_selected", "errors_out"], "ltStatus": "probe_failed", "biStatus": "not_selected", "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)."}]}