Built on LingTai

Living projects grown on LingTai

A gallery of projects built around LingTai-style agent and model feedback loops — where judgment, validation, and iteration accumulate over time. Each links out to the real thing.

LingTai · Guanji / IFM Matrix

A functional-medicine matrix web tool co-created by LingTai and Yuanjiang.

LingTai · Guanji uses the IFM Matrix worksheet as its frame and turns it into a browser-based thinking aid: practitioners can organize antecedents, triggers, mediators, core physiological nodes, and lifestyle intervention directions in one place. It is a research, education, and workflow-assist tool for nutrition and functional medicine work; it does not replace diagnosis, treatment, medication, nutrition therapy prescriptions, or clinical decision-making.

Functional medicineMatrix worksheetCo-created with LingTaiEducation / workflow aid
Visit project ↗ 9s5bz2jvd2-lang.github.io/lingtai-guanji-ifm-matrix

NoKV × Lingtai design partnership

A forward-looking design-partner collaboration on durable, snapshot-able, auditable agent workspaces.

NoKV and Lingtai have begun a design-partner collaboration around a shared conviction: agents want filesystem-shaped homes. Lingtai gives long-lived local agents transparent on-disk state, mailboxes, logs, and artifacts; NoKV is exploring the durable substrate underneath — workspace checkpoints, atomic crash-consistent publishing, artifact provenance, and a queryable metadata layer — while preserving the plain-file transparency of ls, cat, and grep.

Design partnerAgent filesystemSnapshots & provenance
Visit project ↗ github.com/NoKV-Lab/discussions/378

Nira · World Cup 2026

A public, bilingual feed of football model judgments that validate themselves match by match.

Nira posts pre-match directional calls for World Cup 2026 fixtures, then checks each one against the actual result. After every match it records which signals held, which were over- or under-weighted, and how the next judgment should adjust — form and rhythm, defensive risk, stalemate risk, away-game pressure, market drift. It reads like a living agent notebook: an example of a project built around LingTai-style judgment, validation, and feedback loops accumulating over time.

Model judgmentValidation loopBilingual feed
Visit project ↗ nira.social/worldcup2026