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varize-phoenix-v16.4.0 scope: arize-phoenix Feature

This release adds 3 notable features for engineering teams evaluating rollout.

Published 2d Tracing
✓ No known CVEs patched
Read the diff → Tool health → What is this tool? →

✓ No known CVEs patched in this version

Topics

agents ai-monitoring ai-observability aiengineering anthropic datasets
+10 more
evals langchain llamaindex llm-eval llm-evaluation llmops llms openai prompt-engineering smolagents

Summary

AI summary

Updates 16.4.0, Bug Fixes, and 2026-06-01 across a mixed release.

Changes in this release

Feature Medium

Add no-data chart overlays

Add no-data chart overlays

Source: llm_adapter@2026-06-01

Confidence: high

Feature Medium

Collapse agent context pills into a deck

Collapse agent context pills into a deck

Source: llm_adapter@2026-06-01

Confidence: high

Feature Medium

Make PXI quick actions dynamic per page context

Make PXI quick actions dynamic per page context

Source: llm_adapter@2026-06-01

Confidence: high

Feature Medium

Add Claude Opus 4.8 support to PXI agents

Add Claude Opus 4.8 support to PXI agents

Source: llm_adapter@2026-06-01

Confidence: high

Feature Medium

Add span annotation tool to agents

Add span annotation tool to agents

Source: llm_adapter@2026-06-01

Confidence: high

Feature Medium

Improve floating chat drag, resize, and style in agents

Improve floating chat drag, resize, and style in agents

Source: llm_adapter@2026-06-01

Confidence: high

Feature Medium

Show Beta badge in PXI header on new chats

Show Beta badge in PXI header on new chats

Source: llm_adapter@2026-06-01

Confidence: high

Feature Medium

Add trace debugging skill to agents

Add trace debugging skill to agents

Source: llm_adapter@2026-06-01

Confidence: high

Feature Medium

Upgrade eval harness with message history in agents

Upgrade eval harness with message history in agents

Source: llm_adapter@2026-06-01

Confidence: high

Feature Low

Style code blocks with the Pierre theme for consistent light/dark

Style code blocks with the Pierre theme for consistent light/dark

Source: granite4.1:30b@2026-06-01-audit

Confidence: low

Feature Low

Make span_kind comparisons case-insensitive in filter

Make span_kind comparisons case-insensitive in filter

Source: granite4.1:30b@2026-06-01-audit

Confidence: low

Feature Low

Lift trace UX feature flag

Lift trace UX feature flag

Source: granite4.1:30b@2026-06-01-audit

Confidence: low

Feature Low

Add playground skill

Add playground skill

Source: granite4.1:30b@2026-06-01-audit

Confidence: low

Feature Low

Surface PXI model credential setup UI

Surface PXI model credential setup UI

Source: granite4.1:30b@2026-06-01-audit

Confidence: low

Bugfix Medium

Avoid PXI initial scroll animation

Avoid PXI initial scroll animation

Source: llm_adapter@2026-06-01

Confidence: high

Bugfix Medium

Update built-in model token prices in cost module

Update built-in model token prices in cost module

Source: granite4.1:30b@2026-06-01-audit

Confidence: low

Bugfix Low

Adjust spans sparkline bar gap

Adjust spans sparkline bar gap

Source: granite4.1:30b@2026-06-01-audit

Confidence: low

Bugfix Low

Keep PXI thinking indicator after tool calls

Keep PXI thinking indicator after tool calls

Source: granite4.1:30b@2026-06-01-audit

Confidence: low

Bugfix Low

Load evaluator subclass fields in dataloader

Load evaluator subclass fields in dataloader

Source: granite4.1:30b@2026-06-01-audit

Confidence: low

Full changelog

16.4.0 (2026-06-01)

Features

Bug Fixes

Documentation

  • Add Phoenix release notes for 05-21-2026 through 05-27-2026 (#13446) (6200ae2)
  • add ReleaseUpdate component with read more links (#13544) (ffa4762)
  • agents: note python and node are unavailable in PXI bash tool (#13493) (1718c71)
  • graphql: describe Span token count fields and TokenCountPromptDetails (#13491) (a2ffe12)
  • introduce PXI agent (#13476) (c5fe607)
  • skills: weekly audit — 2026-05-27 (3108194)

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Related context

Earlier breaking changes

Beta — feedback welcome: [email protected]