Live knowledge universe

We loaded real evolving GTFS Madrid into .me: routes, trips, services, stop times — with relationships expressed as live dependencies. Change a fact → the kernel follows the affected set k, not the whole universe n.

On the full benchmark, n grew ~100× (stop times 2.3k → 236k) while k p95/max stayed flat (~18 / 27). This page is the interactive subset: click a node → me.explain(path); mutate to watch the wave.

RUNNING Loading kernel…
GTFS semantic dependency graph
waiting for kernel…
service route trip stopTime idx / aggregate selected dependsOn recomputed wave hop ghost
n
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k
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changed
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ms
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no mutation yet · —
Density

Ghosts only — kernel stays the demo subset.

Mutations
Wave hops
  1. Run a mutation to animate meta.recomputed hop-by-hop
.me syntax
Click a node — or run a mutation — to see the path as typed .me
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explain() / last wave
me.explain(path) or last mutation wave meta
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What this is

A tiny GTFS-Madrid-shaped knowledge universe on the live this.me kernel — same idea as the full evolving workload, scaled down so you can see it. Click a node → me.explain(path) (dependsOn in cyan). Mutate → recomputed wave in red. Gold ring = selected.

n = universe size · k = what one change touches. They are different variables: growing the world does not have to grow every mutation’s wave. That is what the scale-1 → 10 → 100 result on the real GTFS adapter showed.

Honesty (same as the blog / benchmark README): this is not an RML/RDF materialization run, and we are not claiming mutations are O(k). Dependency propagation stayed local to k; structural DELETE apply can still cost with corpus size — that bottleneck is real and separate from recompute. CREATE here uses explicit gtfs.idx membership slots (flip 0→1), not “natural GTFS CREATE k=1”. Loading a larger snapshot costs more with n; that is not the same as recomputation after a mutation. Density ghosts are visual-only — not wired into the kernel.

Kernel: published this.me@4.1.0 (hash-pinned). Isolation demos still pin 4.0.2; DELETE via me["-"] needs 4.1.0 for ABSENCE invalidation. Append ?local=1 to load ../Typescript/dist/me.es.js instead (static serve from repo root).

Graph JSON: gtfs-madrid-demo-graph.json · kernel: neurons-me/.me · benchmark (main): GTFS-Madrid/ · blog: What happened when we loaded Madrid’s GTFS… · human door (fares / abono): Madrid knowledge · dataset: Madrid GTFS (mlearning.studio/GTFS)