Jobs
Retrieval, cite-bind, eval batches, and tool calls as first-class work, not hidden prompts.
V4 ships today. V5 is the runtime. Local-first. Offline verification is first-class.V4 ships today · V5 is the runtime
Operator surface
HIVE systems around Knolo are not a chatbot studio. Live jobs, approval queues, traces, eval scores, and image inspection — in the environment you named. Knolo Studio is the V5 destination for opening one artifact.
Evidence query
What does the 2024 MSA say about indemnification for subcontractors?
Answer · strict
lexical first · rerank off
Indemnification for subcontractors is in §8.3 of the 2024 MSA. The contractor remains liable for subcontractor acts as if they were its own, with a written flow-down required before any subcontract is effective.

Retrieval, cite-bind, eval batches, and tool calls as first-class work, not hidden prompts.
High-risk actions wait. Export, write-back, send — each has a gate and a name.
What ran, against which Knowledge Image, with which sources. Reconstructable.
Scores sit next to the workflow. A system without a fail state is a demo.
Studio as a product surface is V5. Read the architecture. HIVE already ships operator consoles around V4 images.