• Joined on 2026-02-17
grenade created branch fix/291-max-in-flight-and-config-only-ci in helexa/helexa 2026-08-26 08:40:08 +00:00
grenade opened issue helexa/helexa#291 2026-08-26 08:28:09 +00:00
beast reserves KV for eight tenants to serve one — max_in_flight is starving the single deep session it actually gets
grenade pushed to main at helexa/helexa 2026-08-26 07:10:52 +00:00
05e02b8895 Merge branch 'feat/290-reasoning-rungs-from-the-model'
2c09f87105 fix(reasoning): take the effort rungs from the model, and actually tell it which one
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grenade created branch feat/290-reasoning-rungs-from-the-model in helexa/helexa 2026-08-26 06:14:55 +00:00
grenade pushed to feat/290-reasoning-rungs-from-the-model at helexa/helexa 2026-08-26 06:14:55 +00:00
2c09f87105 fix(reasoning): take the effort rungs from the model, and actually tell it which one
grenade opened issue helexa/helexa#290 2026-08-26 05:59:24 +00:00
Reasoning effort: we invented a ladder the model rejects, never tell the model which rung was chosen, and guillotine its thinking at a budget it was told to exceed
grenade pushed to main at helexa/helexa 2026-08-25 21:19:51 +00:00
8fc0ef8fc6 Merge branch 'feat/bench-measurement-regimes'
98b43919c0 Merge branch 'fix/284-gdn-state-f32'
8540cc8ef9 fix(gdn): stop round-tripping the recurrent state through bf16
d4629f253a fix(bench): a burst must report its phase timing
9fa3fceabc feat(bench): mark the builds where a metric changed meaning
Compare 5 commits »
grenade pushed to fix/284-gdn-state-f32 at helexa/helexa 2026-08-25 20:56:22 +00:00
8540cc8ef9 fix(gdn): stop round-tripping the recurrent state through bf16
e44e095f60 Merge branch 'feat/285-nonstreaming-through-engine'
45e03893f1 perf(inference): run non-streaming through the batch engine
7c488b976b Merge branch 'feat/283-operator-sampling-override'
f16a6fdade Merge branch 'fix/286-clippy-all-targets'
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grenade commented on issue helexa/helexa#79 2026-08-25 20:50:19 +00:00
Evaluate speculative decoding for neuron (EAGLE-3 first, bench-gated) — batch-1 decode latency

Step (1) done: the MTP head is in the weights we already serve

Inspected the deployed Qwen/Qwen3.8-27B snapshot on beast directly, so this is no longer a claim inherited from a blog…

grenade opened issue helexa/helexa#289 2026-08-25 20:49:16 +00:00
Evaluate KV-cache quantisation — a third party reports q4_0 is both faster and smaller than f16
grenade commented on issue helexa/helexa#79 2026-08-25 20:48:44 +00:00
Evaluate speculative decoding for neuron (EAGLE-3 first, bench-gated) — batch-1 decode latency

Qwen3.8-27B appears to ship an MTP draft head, and llama.cpp reports 1.81× from it

Source: https://kgptalkie.com/tutorials/generative-ai/qwen-3-8-27b-llama-cpp-speed-settings — Qwen3.8-27B…

grenade commented on issue helexa/helexa#282 2026-08-25 20:48:18 +00:00
[epic] Decode efficiency: we are at ~16% of roofline on beast and do not know where the rest goes

A third-party llama.cpp benchmark on the same model and GPU class — read with care

Source: https://kgptalkie.com/tutorials/generative-ai/qwen-3-8-27b-llama-cpp-speed-settings — Qwen3.8-27B…

grenade pushed to feat/bench-measurement-regimes at helexa/helexa 2026-08-25 20:43:10 +00:00
d4629f253a fix(bench): a burst must report its phase timing
9fa3fceabc feat(bench): mark the builds where a metric changed meaning
e44e095f60 Merge branch 'feat/285-nonstreaming-through-engine'
45e03893f1 perf(inference): run non-streaming through the batch engine
7c488b976b Merge branch 'feat/283-operator-sampling-override'
Compare 10 commits »
grenade pushed to main at helexa/helexa 2026-08-25 17:34:57 +00:00
e44e095f60 Merge branch 'feat/285-nonstreaming-through-engine'
45e03893f1 perf(inference): run non-streaming through the batch engine
Compare 2 commits »
grenade pushed to feat/285-nonstreaming-through-engine at helexa/helexa 2026-08-25 16:33:04 +00:00
45e03893f1 perf(inference): run non-streaming through the batch engine
7c488b976b Merge branch 'feat/283-operator-sampling-override'
f16a6fdade Merge branch 'fix/286-clippy-all-targets'
46e4e3b39b Merge branch 'fix/288-bench-authenticates'
b0da2d35d5 fix(bench): one identity per stream, or fair-share caps the burst at 2
Compare 8 commits »
grenade pushed to main at helexa/helexa 2026-08-25 11:59:53 +00:00
7c488b976b Merge branch 'feat/283-operator-sampling-override'
f16a6fdade Merge branch 'fix/286-clippy-all-targets'
d7b407cca6 feat(deploy): make CI the only writer of fleet config
902f5460bf fix(deploy): default the catalogue-changed flag when the step emits nothing
821ca116aa feat(sampling): let the operator correct a model's published temperature
Compare 6 commits »
grenade created branch feat/bench-measurement-regimes in helexa/helexa 2026-08-25 11:55:03 +00:00
grenade pushed to feat/bench-measurement-regimes at helexa/helexa 2026-08-25 11:55:03 +00:00
0817c8e284 feat(bench): mark the builds where a metric changed meaning
grenade pushed to main at helexa/helexa 2026-08-25 11:33:32 +00:00
46e4e3b39b Merge branch 'fix/288-bench-authenticates'
b0da2d35d5 fix(bench): one identity per stream, or fair-share caps the burst at 2
19243d317e feat(bench): collect and chart what a decode-rate line cannot show
16d473227d fix(bench): authenticate, and collect what was being thrown away
Compare 4 commits »
grenade pushed to fix/288-bench-authenticates at helexa/helexa 2026-08-25 11:03:28 +00:00
b0da2d35d5 fix(bench): one identity per stream, or fair-share caps the burst at 2