Prepare v0.1.11 release

[willccbb]

Summary

• bump verifiers from 0.1.11.dev1 to 0.1.11
• add assets/release/RELEASE_v0.1.11.md covering changes since v0.1.10
• add the missing README news entry for v0.1.10 and add the new v0.1.11 entry

Release trigger

• this mirrors the last main release prep in Prepare v0.1.10 release: version bump and release notes #893
• merging this PR will trigger .github/workflows/tag-and-release.yml to auto-tag v0.1.11 and publish the non-dev release

Verification

• uv run pre-commit run --files README.md assets/release/RELEASE_v0.1.11.md verifiers/__init__.py
• uv run python - <<'PY' import verifiers print(verifiers.__version__) PY

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Note

Low Risk
Low risk: this is primarily a version bump and documentation/agent-guidance updates, with no functional code changes beyond setting the release version string.

Overview
Prepares the v0.1.11 release by bumping verifiers.__version__ from a dev tag to the final 0.1.11 and adding assets/release/RELEASE_v0.1.11.md with the v0.1.10→v0.1.11 changelog.

Updates README.md News entries and refreshes agent/skill documentation to emphasize prime eval run as the canonical eval path and to avoid --skip-upload unless explicitly requested, keeping results visible in the Evaluations UI and prime eval tui.

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