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feat: report complete and observed model usage - #442

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mnajafian-nv wants to merge 31 commits into

NVIDIA:mainfrom

mnajafian-nv:fix/deepagents-token-usage

Open

feat: report complete and observed model usage#442
mnajafian-nv wants to merge 31 commits into
NVIDIA:mainfrom
mnajafian-nv:fix/deepagents-token-usage

Commits on Oct 19, 2026
- fix: count every Deep Agents model call in token usage
  mnajafian-nv
  committed
  9d6bc21
Commits on Oct 20, 2026
Commits on Oct 22, 2026
- fix: preserve empty OpenShell environment arguments
  mnajafian-nv
  committed
  ce74415
- fix: avoid premature Relay gateway startup failures
  mnajafian-nv
  committed
  790f369
- docs: use the NeMo Fabric product name
  mnajafian-nv
  committed
  5db4917
- feat: report complete and observed model usage
  mnajafian-nv
  committed
  4bea319
- docs: use the full product name in Relay guidance
  mnajafian-nv
  committed
  be32c6e
- fix: validate recovered usage and optional pricing rates
  mnajafian-nv
  committed
  cbb0699
- fix: preserve fractional cost precision across usage reducers
  mnajafian-nv
  committed
  559ce0a
- chore: check packaged usage schema declarations
  mnajafian-nv
  committed
  a6318d4
- fix: return detached applied pricing rates in Python
  mnajafian-nv
  committed
  630820f
Commits on Oct 23, 2026
- fix: expose omitted optional SDK usage attributes
  mnajafian-nv
  committed
  93b00ec
- fix: reject Relay exit during successful health probe
  mnajafian-nv
  committed
  101bce6
- fix: exclude unknown keys from request usage
  mnajafian-nv
  committed
  2014cbe
- chore: incorporate Relay readiness prerequisite
  mnajafian-nv
  committed
  616b824
- fix: classify empty usage coverage as unverified
  mnajafian-nv
  committed
  e3a2355
- chore: incorporate current main into OpenShell launcher fix
  mnajafian-nv
  committed
  c7b9589
- chore: incorporate updated OpenShell prerequisite
  mnajafian-nv
  committed
  8cc5c23
- test: account for unverified empty usage coverage
  mnajafian-nv
  committed
  a8f6fd8
- chore: incorporate updated Relay prerequisite
  mnajafian-nv
  committed
  75d579a
- docs: keep adapter usage guidance within current contract
  mnajafian-nv
  committed
  83d8ada
- test: run OpenShell launcher checks with system Bash
  mnajafian-nv
  committed
  ebcfe97
- chore: include system Bash test prerequisite
  mnajafian-nv
  committed
  4286931
- fix: reject Relay readiness after the startup deadline
  mnajafian-nv
  committed
  83b5e76
- chore: sync Relay startup prerequisite
  mnajafian-nv
  committed
  5702ead

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feat: report complete and observed model usage - #442

feat: report complete and observed model usage#442
mnajafian-nv wants to merge 31 commits into
NVIDIA:mainfrom
mnajafian-nv:fix/deepagents-token-usage

Commits on Oct 19, 2026

fix: count every Deep Agents model call in token usage

Commits on Oct 20, 2026

docs: name NeMo Fabric in the Deep Agents usage limits

fix: report Deep Agents cached input tokens

fix: report zero Deep Agents usage when no model call ran

fix: report unknown Deep Agents usage with an Agent Protocol subagent

docs: say a failed Deep Agents call may have been billed

style: format the Deep Agents remote subagent check

test: keep zero observed Deep Agents calls unknown with a remote subagent

Commits on Oct 22, 2026

fix: preserve empty OpenShell environment arguments

fix: avoid premature Relay gateway startup failures

docs: use the NeMo Fabric product name

feat: report complete and observed model usage

docs: use the full product name in Relay guidance

fix: validate recovered usage and optional pricing rates

fix: preserve fractional cost precision across usage reducers

chore: check packaged usage schema declarations

fix: return detached applied pricing rates in Python

Commits on Oct 23, 2026

fix: expose omitted optional SDK usage attributes

fix: reject Relay exit during successful health probe

fix: exclude unknown keys from request usage

chore: incorporate Relay readiness prerequisite

fix: classify empty usage coverage as unverified

chore: incorporate current main into OpenShell launcher fix

chore: incorporate updated OpenShell prerequisite

test: account for unverified empty usage coverage

chore: incorporate updated Relay prerequisite

docs: keep adapter usage guidance within current contract

test: run OpenShell launcher checks with system Bash

chore: include system Bash test prerequisite

fix: reject Relay readiness after the startup deadline

chore: sync Relay startup prerequisite