Examenos

The edition of the launch post: 64.81 for the September checkpoint, and 71.12 for v1.2 on what Fastino calls the same edition.

Own runs with the official scorer; Fastino prints v1.1 at 65.12, which is unregistered.

Printed in the vendor's own table.

Fastino's own complete runs of the official harness and its own held-out panels, not a leaderboard result. Jev comparison columns name Jev 1.13, which is unregistered, so they are not stored. Not ranked here.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-22 · Revision: Read 2026-11-02 · Published observations; result reuse terms not specified

Tools and Automation in the launch post.

September 2026 GLiDE, own complete run with the official Decision Index 0.2.1 scorer; the source says it had not been added to the board.

Printed in the vendor's own table.

Fastino's own complete runs of the official harness and its own held-out panels, not a leaderboard result. Jev comparison columns name Jev 1.13, which is unregistered, so they are not stored. Not ranked here.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-09-30 · Revision: Read 2026-11-02 · Published observations; result reuse terms not specified

Knowledge and Reasoning in the launch post.

September 2026 GLiDE, own complete run with the official Decision Index 0.2.1 scorer; the source says it had not been added to the board.

Printed in the vendor's own table.

Fastino's own complete runs of the official harness and its own held-out panels, not a leaderboard result. Jev comparison columns name Jev 1.13, which is unregistered, so they are not stored. Not ranked here.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-09-30 · Revision: Read 2026-11-02 · Published observations; result reuse terms not specified

CLadder accuracy in the launch post.

September 2026 GLiDE, own complete run with the official Decision Index 0.2.1 scorer; the source says it had not been added to the board.

Printed in the vendor's own table.

Fastino's own complete runs of the official harness and its own held-out panels, not a leaderboard result. Jev comparison columns name Jev 1.13, which is unregistered, so they are not stored. Not ranked here.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-09-30 · Revision: Read 2026-11-02 · Published observations; result reuse terms not specified

CRUXEval accuracy in the launch post.

September 2026 GLiDE, own complete run with the official Decision Index 0.2.1 scorer; the source says it had not been added to the board.

Printed in the vendor's own table.

Fastino's own complete runs of the official harness and its own held-out panels, not a leaderboard result. Jev comparison columns name Jev 1.13, which is unregistered, so they are not stored. Not ranked here.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-09-30 · Revision: Read 2026-11-02 · Published observations; result reuse terms not specified

Four equally weighted evaluations: AA-Omniscience-Decision, HLE-MultiChoice (513 text-only questions), When2Call and WildGuardTest.

Shown as GLiDE, released September 2026, text only: Fastino's own comparison treats this as the launch checkpoint, not v1.2. AA Decisions v1.0. Exact execution dates, precision and serving weight SHA are unpublished.

Manual browser observation of a source-rounded chart label on 2 November 2026; no automated AA adapter.

Independent AA results. Omniscience splits its 25% between accuracy and non-hallucination. Displayed integer chart values, not undisclosed precise values. No automated AA import or refresh adapter.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-17 · Revision: Manually checked chart · 2026-10-17; 2026-11-01; 2026-11-02 · Published observations; result reuse terms not specified

AA Decisions v1 · AA-Omniscience-Decision accuracy

Shown as GLiDE, released September 2026, text only: Fastino's own comparison treats this as the launch checkpoint, not v1.2. AA Decisions v1.0. Exact execution dates, precision and serving weight SHA are unpublished.

Manual browser observation of a source-rounded chart label on 2 November 2026; no automated AA adapter.

Source-rounded chart label manually verified, not hidden precise data. Five capability components feed the four-benchmark index. Task cost is average workload cost at source current prices, not a token tariff. Time is median across tasks, not a controlled provider benchmark.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20 · Revision: Manual rendered chart labels · 2026-10-20; 2026-11-01; 2026-11-02 · Published summary observations; upstream task/result terms retained

AA Decisions v1 · AA-Omniscience-Decision non-hallucination

Shown as GLiDE, released September 2026, text only: Fastino's own comparison treats this as the launch checkpoint, not v1.2. AA Decisions v1.0. Exact execution dates, precision and serving weight SHA are unpublished.

Manual browser observation of a source-rounded chart label on 2 November 2026; no automated AA adapter.

Source-rounded chart label manually verified, not hidden precise data. Five capability components feed the four-benchmark index. Task cost is average workload cost at source current prices, not a token tariff. Time is median across tasks, not a controlled provider benchmark.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20 · Revision: Manual rendered chart labels · 2026-10-20; 2026-11-01; 2026-11-02 · Published summary observations; upstream task/result terms retained

AA Decisions v1 · HLE-MultiChoice

Shown as GLiDE, released September 2026, text only: Fastino's own comparison treats this as the launch checkpoint, not v1.2. AA Decisions v1.0. Exact execution dates, precision and serving weight SHA are unpublished.

Manual browser observation of a source-rounded chart label on 2 November 2026; no automated AA adapter.

Source-rounded chart label manually verified, not hidden precise data. Five capability components feed the four-benchmark index. Task cost is average workload cost at source current prices, not a token tariff. Time is median across tasks, not a controlled provider benchmark.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20 · Revision: Manual rendered chart labels · 2026-10-20; 2026-11-01; 2026-11-02 · Published summary observations; upstream task/result terms retained

AA Decisions v1 · When2Call

Shown as GLiDE, released September 2026, text only: Fastino's own comparison treats this as the launch checkpoint, not v1.2. AA Decisions v1.0. Exact execution dates, precision and serving weight SHA are unpublished.

Manual browser observation of a source-rounded chart label on 2 November 2026; no automated AA adapter.

Source-rounded chart label manually verified, not hidden precise data. Five capability components feed the four-benchmark index. Task cost is average workload cost at source current prices, not a token tariff. Time is median across tasks, not a controlled provider benchmark.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20 · Revision: Manual rendered chart labels · 2026-10-20; 2026-11-01; 2026-11-02 · Published summary observations; upstream task/result terms retained

AA Decisions v1 · WildGuardTest average F1

Shown as GLiDE, released September 2026, text only: Fastino's own comparison treats this as the launch checkpoint, not v1.2. AA Decisions v1.0. Exact execution dates, precision and serving weight SHA are unpublished.

Manual browser observation of a source-rounded chart label on 2 November 2026; no automated AA adapter.

Source-rounded chart label manually verified, not hidden precise data. Five capability components feed the four-benchmark index. Task cost is average workload cost at source current prices, not a token tariff. Time is median across tasks, not a controlled provider benchmark.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20 · Revision: Manual rendered chart labels · 2026-10-20; 2026-11-01; 2026-11-02 · Published summary observations; upstream task/result terms retained

AA Decisions v1 · Median time per task

Shown as GLiDE, released September 2026, text only: Fastino's own comparison treats this as the launch checkpoint, not v1.2. AA Decisions v1.0. Exact execution dates, precision and serving weight SHA are unpublished.

Manual browser observation of a source-rounded chart label on 2 November 2026; no automated AA adapter.

Source-rounded chart label manually verified, not hidden precise data. Five capability components feed the four-benchmark index. Task cost is average workload cost at source current prices, not a token tariff. Time is median across tasks, not a controlled provider benchmark.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20 · Revision: Manual rendered chart labels · 2026-10-20; 2026-11-01; 2026-11-02 · Published summary observations; upstream task/result terms retained

AA Decisions v1 · Cost per million tasks

Shown as GLiDE, released September 2026, text only: Fastino's own comparison treats this as the launch checkpoint, not v1.2. AA Decisions v1.0. Exact execution dates, precision and serving weight SHA are unpublished.

Manual browser observation of a source-rounded chart label on 2 November 2026; no automated AA adapter.

Source-rounded chart label manually verified, not hidden precise data. Five capability components feed the four-benchmark index. Task cost is average workload cost at source current prices, not a token tariff. Time is median across tasks, not a controlled provider benchmark.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20 · Revision: Manual rendered chart labels · 2026-10-20; 2026-11-01; 2026-11-02 · Published summary observations; upstream task/result terms retained

Capability Score on the rendered board.

Fastino GLiDE · Closed API (weights not public). Board key fastino-glide; method tag v1.7. Older row with no draw tag.

Rendered board row.

Benchmark Heaven's rendered board, read 2 November 2026: 283 ranked systems · 1,500 decisions each (600 for 19 equated API re-runs) · 131 newer ranked rows tagged with their draw · 14 older rows dated separately. Newer rows are measured on dated draws and put on the v1.6.1 scale by the draw's anchor offset, so a row's draw is part of its identity. Distinct from Leanmcp JevBench, the community Decision Index and the stored Benchmark Heaven v1.6.1 feed. Cost is the source's model on a GPU-time basis for self-hosted rows, not a provider tariff. Self-hosted latency is timed on the GPU over loopback and API latency end to end with the network; the source says they are not directly comparable, so they stay in separate datasets. No Examenos recomputation.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-31 · Revision: Board v1.7.48, method v1.8, updated 2026-10-31; page sha256 df9093384c9cdf5854e065f71dd3abd83a127793f22f4ca70268e9981e0a0b17 · Published summary observations; upstream task/result terms retained

Intelligence on the rendered board.

Fastino GLiDE · Closed API (weights not public). Board key fastino-glide; method tag v1.7. Older row with no draw tag.

Rendered board row.

Benchmark Heaven's rendered board, read 2 November 2026: 283 ranked systems · 1,500 decisions each (600 for 19 equated API re-runs) · 131 newer ranked rows tagged with their draw · 14 older rows dated separately. Newer rows are measured on dated draws and put on the v1.6.1 scale by the draw's anchor offset, so a row's draw is part of its identity. Distinct from Leanmcp JevBench, the community Decision Index and the stored Benchmark Heaven v1.6.1 feed. Cost is the source's model on a GPU-time basis for self-hosted rows, not a provider tariff. Self-hosted latency is timed on the GPU over loopback and API latency end to end with the network; the source says they are not directly comparable, so they stay in separate datasets. No Examenos recomputation.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-31 · Revision: Board v1.7.48, method v1.8, updated 2026-10-31; page sha256 df9093384c9cdf5854e065f71dd3abd83a127793f22f4ca70268e9981e0a0b17 · Published summary observations; upstream task/result terms retained

Calibration on the rendered board.

Fastino GLiDE · Closed API (weights not public). Board key fastino-glide; method tag v1.7. Older row with no draw tag.

Rendered board row.

Benchmark Heaven's rendered board, read 2 November 2026: 283 ranked systems · 1,500 decisions each (600 for 19 equated API re-runs) · 131 newer ranked rows tagged with their draw · 14 older rows dated separately. Newer rows are measured on dated draws and put on the v1.6.1 scale by the draw's anchor offset, so a row's draw is part of its identity. Distinct from Leanmcp JevBench, the community Decision Index and the stored Benchmark Heaven v1.6.1 feed. Cost is the source's model on a GPU-time basis for self-hosted rows, not a provider tariff. Self-hosted latency is timed on the GPU over loopback and API latency end to end with the network; the source says they are not directly comparable, so they stay in separate datasets. No Examenos recomputation.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-31 · Revision: Board v1.7.48, method v1.8, updated 2026-10-31; page sha256 df9093384c9cdf5854e065f71dd3abd83a127793f22f4ca70268e9981e0a0b17 · Published summary observations; upstream task/result terms retained

Cost Score on the rendered board.

Fastino GLiDE · Closed API (weights not public). Board key fastino-glide; method tag v1.7. Older row with no draw tag.

Rendered board row.

Benchmark Heaven's rendered board, read 2 November 2026: 283 ranked systems · 1,500 decisions each (600 for 19 equated API re-runs) · 131 newer ranked rows tagged with their draw · 14 older rows dated separately. Newer rows are measured on dated draws and put on the v1.6.1 scale by the draw's anchor offset, so a row's draw is part of its identity. Distinct from Leanmcp JevBench, the community Decision Index and the stored Benchmark Heaven v1.6.1 feed. Cost is the source's model on a GPU-time basis for self-hosted rows, not a provider tariff. Self-hosted latency is timed on the GPU over loopback and API latency end to end with the network; the source says they are not directly comparable, so they stay in separate datasets. No Examenos recomputation.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-31 · Revision: Board v1.7.48, method v1.8, updated 2026-10-31; page sha256 df9093384c9cdf5854e065f71dd3abd83a127793f22f4ca70268e9981e0a0b17 · Published summary observations; upstream task/result terms retained

Modelled cost per 1,000 decisions on the rendered board.

Fastino GLiDE · Closed API (weights not public). Board key fastino-glide; method tag v1.7. Older row with no draw tag.

Rendered board row.

Benchmark Heaven's rendered board, read 2 November 2026: 283 ranked systems · 1,500 decisions each (600 for 19 equated API re-runs) · 131 newer ranked rows tagged with their draw · 14 older rows dated separately. Newer rows are measured on dated draws and put on the v1.6.1 scale by the draw's anchor offset, so a row's draw is part of its identity. Distinct from Leanmcp JevBench, the community Decision Index and the stored Benchmark Heaven v1.6.1 feed. Cost is the source's model on a GPU-time basis for self-hosted rows, not a provider tariff. Self-hosted latency is timed on the GPU over loopback and API latency end to end with the network; the source says they are not directly comparable, so they stay in separate datasets. No Examenos recomputation.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-31 · Revision: Board v1.7.48, method v1.8, updated 2026-10-31; page sha256 df9093384c9cdf5854e065f71dd3abd83a127793f22f4ca70268e9981e0a0b17 · Published summary observations; upstream task/result terms retained

API latency, end to end on the rendered board.

Fastino GLiDE · Closed API (weights not public). Board key fastino-glide; method tag v1.7. Older row with no draw tag.

Rendered board row.

Benchmark Heaven's rendered board, read 2 November 2026: 283 ranked systems · 1,500 decisions each (600 for 19 equated API re-runs) · 131 newer ranked rows tagged with their draw · 14 older rows dated separately. Newer rows are measured on dated draws and put on the v1.6.1 scale by the draw's anchor offset, so a row's draw is part of its identity. Distinct from Leanmcp JevBench, the community Decision Index and the stored Benchmark Heaven v1.6.1 feed. Cost is the source's model on a GPU-time basis for self-hosted rows, not a provider tariff. Self-hosted latency is timed on the GPU over loopback and API latency end to end with the network; the source says they are not directly comparable, so they stay in separate datasets. No Examenos recomputation.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-31 · Revision: Board v1.7.48, method v1.8, updated 2026-10-31; page sha256 df9093384c9cdf5854e065f71dd3abd83a127793f22f4ca70268e9981e0a0b17 · Published summary observations; upstream task/result terms retained