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LingTai kernel v0.16.0

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@huangzesen huangzesen released this 01 Jul 12:10
cabb6a6

LingTai kernel v0.16.0

Release-window code stats

Since v0.15.3 (2026-06-28T01:28:13-07:00) to release commit cabb6a6fb7cad93caedb4b6f7fd5be7f082de5c8:

  • 88 commits: 27 merge commits + 61 non-merge commits
  • 48 merged PRs by GitHub search window
  • 283 files changed, 15,005 insertions, 6,365 deletions
  • Commit authors: huangzesen 40, validation 25, TZZheng 21, ZigongXu 1, Brian.liu 1

Highlights

  • Added manifest.cache_miss_budget / AgentConfig.cache_miss_budget with a default 1,000,000-token per-session/per-molt cache-miss soft cap. When reached, the runtime continuously restamps cache miss budget {budget} reached, molt now under _meta.tool_meta.context.molt, plus cache_miss_budget and cache_miss_tokens fields.
  • Moved current context-pressure reminders to durable _meta.tool_meta.context.molt, preserving reconstruction one-shots under _meta.tool_meta.reconstruction.molt and adding compact emitted events.
  • Made soul flow env opt-in by default via LINGTAI_SOUL_FLOW_ENABLED; soul(action="flow") now returns a stable disabled result unless explicitly enabled.
  • Tightened token/meta surfaces: compact flattened token diagnostics, current time under tool_meta, sparse agent_meta, sparse notifications, large-result ranking in agent_meta, and a-priori summary=true support for bash/read/grep.
  • Improved daemon/runtime tooling: Kimi Code backend, claude-p background wait guard, explicit daemon email-tool surfacing, common daemon MCP completion, backend/runtime/helper refactors, and HTTP identity headers.
  • Added Codex encrypted-reasoning replay self-heal plus documentation/anatomy/frontmatter maintenance.
  • Cleaned release-range whitespace hygiene and bumped package version to 0.16.0.

Validation

  • Dev-1/Dev-2/Dev-3 independent post-v0.15.3 validation gate: PASS after cleanup PR #642.
  • Release-range hygiene: git diff --check v0.15.3..HEAD clean.
  • Focused dev-1 suite after #642: 309 passed, 1 known warning.
  • Full release validation from PR #643 head: 3,475 passed, 4 skipped, 1 known warning.
  • Final Python 3.11 build from merge commit passed twine check for both artifacts.
  • Clean Python 3.11 no-deps wheel import smoke passed (import lingtai, lingtai_kernel).

Artifacts

  • lingtai-0.16.0-cp311-cp311-macosx_14_0_arm64.whl
    • SHA256: c0b5f5261c723259ba3f5774a00239f802ec37406d74a92fa104ff0d09a8588d
  • lingtai-0.16.0.tar.gz
    • SHA256: 22c7486c25af31eb702ea59b419be246c2608f11bc466aba6579749ae8642330

Notes

  • PyPI package name: lingtai.
  • Normal end-user installation/upgrade remains through the LingTai TUI/project runtime path, not bare pip install lingtai; PyPI is the runtime package publication channel and diagnostic/development source.