glm 5.3 flash, six more trials
The cheapest configuration on the frontier rests on three trials, which is a wide interval to hang a recommendation from. Six more takes it to nine. Every setting is copied from the first three - same pull request, subject, mode, effort and key ceiling - because a configuration is keyed on those: change one and these land as a second configuration beside the old one rather than aggregating with it / Started 31 Aug 2026, 17:37
Plan completion
Every requested trial remains visible, including runs that produced no record
| Sequence | Reviewer | Run identity | Lifecycle | Reason | Inspect run |
|---|---|---|---|---|---|
| 1 | afi | afi/glm-5.3-flash/20260831T173715Z | completed | - | View evidence |
| 2 | afi | afi/glm-5.3-flash/20260831T173716Z | completed | - | View evidence |
| 3 | afi | afi/glm-5.3-flash/20260831T173717Z | completed | - | View evidence |
| 4 | afi | afi/glm-5.3-flash/20260831T173718Z | completed | - | View evidence |
| 5 | afi | afi/glm-5.3-flash/20260831T173719Z | completed | - | View evidence |
| 6 | afi | afi/glm-5.3-flash/20260831T173720Z | completed | - | View evidence |
Produced runs
View evidence opens one run detail
| Details | ||||||||
|---|---|---|---|---|---|---|---|---|
| afi afi · cli | default | proxy | 40% | N/A | 8 | scored | View evidence | |
| afi afi · cli | default | proxy | 35% | N/A | 8 | scored | View evidence | |
| afi afi · cli | default | proxy | 45% | N/A | 9 | scored | View evidence | |
| afi afi · cli | default | proxy | 40% | N/A | 9 | scored | View evidence | |
| afi afi · cli | default | proxy | 30% | N/A | 7 | scored | View evidence | |
| afi afi · cli | default | proxy | 45% | N/A | 9 | scored | View evidence |
Session specification
The committed JSON is shown as data, not interpreted as instructions
{
"defaults": {
"effort": "high",
"key_limit": 2,
"mode": "agent",
"pr": "smykla-skalski/cairn#8",
"subject": "proxy",
"timeout": 900
},
"description": "The cheapest configuration on the frontier rests on three trials, which is a wide interval to hang a recommendation from. Six more takes it to nine. Every setting is copied from the first three - same pull request, subject, mode, effort and key ceiling - because a configuration is keyed on those: change one and these land as a second configuration beside the old one rather than aggregating with it.",
"name": "glm 5.3 flash, six more trials",
"runs": [
{
"label": "glm-5.3-flash",
"model": "openrouter:z-ai/glm-5.3-flash",
"repeat": 6
}
]
}Session evidence
Committed specification and session record
record
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spec
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The artifact is present; its content is available through the verified source link