AI Cost & Infra

Model and API spend per module, agent and character; credits and queue health.

Queue Autoscaling

improvement 2 contributorsIN-076

Add a second video worker when the render queue waits more than 5 minutes.

Progress

25%

Due date

Sep 28

Tasks closed

2 / 8

Project docs

1

Delivery confidence: At risk33 days late

Backlog

1

Todo

1

88% →

In progress

2

75% →

Review

2

50% →

Done

2

25% →

Insight:2 tasks are waiting for review. Clearing review first frees 25% of the plan.

9 Issues· Grouped by status

IN-116Archive runs older than 90 days5Credits3hNov 26HS
IN-121Alert when queue wait passes 5 min7Uptime2hNov 2LM

IN-123Add cost tags to Higgsfield jobs5Queues5hNov 8HO

IN-119Add retry with backoff to ads-ingest6Queues3hNov 15OH

IN-115Add cost tags to Higgsfield jobs1Uptime5hNov 9LM
IN-120Benchmark Haiku vs Sonnet for tagging7Credits0hNov 9SK

IN-117Set budget cap for Content Studio3Uptime5hNov 26OH
IN-122Rotate DataForSEO key1Uptime1hNov 15AP

Queue Autoscaling

improvement 2 contributorsIN-076

Add a second video worker when the render queue waits more than 5 minutes.

Progress

25%

Due date

Sep 28

Tasks closed

2 / 8

Project docs

1

Delivery confidence: At risk33 days late

Backlog

1

Todo

1

88% →

In progress

2

75% →

Review

2

50% →

Done

2

25% →

Insight:2 tasks are waiting for review. Clearing review first frees 25% of the plan.

9 Issues· Grouped by status

IN-116Archive runs older than 90 days5Credits3hNov 26HS
IN-121Alert when queue wait passes 5 min7Uptime2hNov 2LM

IN-123Add cost tags to Higgsfield jobs5Queues5hNov 8HO

IN-119Add retry with backoff to ads-ingest6Queues3hNov 15OH

IN-115Add cost tags to Higgsfield jobs1Uptime5hNov 9LM
IN-120Benchmark Haiku vs Sonnet for tagging7Credits0hNov 9SK

IN-117Set budget cap for Content Studio3Uptime5hNov 26OH
IN-122Rotate DataForSEO key1Uptime1hNov 15AP