LingTai kernel v0.16.0
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_budgetwith a default 1,000,000-token per-session/per-molt cache-miss soft cap. When reached, the runtime continuously restampscache miss budget {budget} reached, molt nowunder_meta.tool_meta.context.molt, pluscache_miss_budgetandcache_miss_tokensfields. - Moved current context-pressure reminders to durable
_meta.tool_meta.context.molt, preserving reconstruction one-shots under_meta.tool_meta.reconstruction.moltand 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 inagent_meta, and a-priorisummary=truesupport forbash/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-
v0.15.3validation gate: PASS after cleanup PR #642. - Release-range hygiene:
git diff --check v0.15.3..HEADclean. - 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 checkfor 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
- SHA256:
lingtai-0.16.0.tar.gz- SHA256:
22c7486c25af31eb702ea59b419be246c2608f11bc466aba6579749ae8642330
- SHA256:
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.