v2.32.0 — Mobile UX + 4-Layer Grounding + Search Quality 92.5%

Closing the orphan-tag gap: v2.32.0 was tagged but no release was published.

Highlights

Search quality + grounding (anti-hallucination)

• 4-layer grounding pipeline: claim verification + citation chain + grounded judge
• Search quality 92.5% (49/53) on the 100-query eval corpus
• Multi-step chain eval: 8/8 chains, 32/32 steps, 100% pass rate
• Hybrid code+LLM judge with majority vote — eliminates flake from single-judge variance

Mobile UX

• Dedicated MobileTabBar component for mobile navigation
• Mobile UX + live data flywheel
• NodeBench AI as default entity
• README updated with MobileTabBar section

Eval flywheel

• Multi-turn session eval + classification alignment — 14/18 categories at 100%
• Majority-vote judge + multi-turn sessions + ambient feedback — 13/18 at 100%
• Real LLM content generation, lens-aware content synthesis
• Eval climbed from 82% → 84% → 88% → 90% → 92.3% over the cycle

Tool graph + telemetry

• Real tool graph data: 365 nodes, 56 domains, 935 edges from live registry
• Tool coverage proof + contextual graph visualization
• Telemetry components published in nodebench-mcp@2.65.0 + 2.68.0

Founder surface stability

• Solid dark backgrounds for all founder components
• Force dark mode on founder surfaces (light-mode compatibility fix)
• Restore linter-deleted founder_local_synthesize + weekly_reset tools

Other fixes

• Updated contradiction fallback to NodeBench-specific text
• Use Gemini 3.1 Flash (not 2.5) for hard scenario judge
• Linkup search + ResultPacket mapping + eval flywheel 85.4%

Note

This release reflects state at the v2.32.0 git tag. Today's stabilization sprint (Apr 27 2026) shipped substantial follow-on work — see CHANGELOG.md or recent merged PRs for details. A future release will cover that work.