How LoC Works

The most important moments
have no camera.

Human observation on course → race understanding, routed where it’s needed.

01 · Human on course
Eyes on the runner

“White salt around the mouth.”

“Skipped solid food. Crew silent.”

sees
02 · Trail report
Small, specific, sensory

Submitted from aid stations and remote sections.

No interpretation. What is happening.

enters
03 · Editorial review
Verify · structure · route
VERIFYCONFIDENCECORRECTHOLD

Nothing ships without a person behind it.

Raw field observation

“girl in pink 217 looked wrecked at sunrise aid, walked out, didn’t eat anything i think”

Moderator-cleaned · published

#217 · Sunrise Aid · Departed walking. Did not take in calories. Observer notes visible fatigue.

public · commentator
Lane A · PublicAnyone can read
04a · Live wire
Fans, inside the race

Continuous visibility between checkpoints — what cameras and trackers can’t see.

Lane B · Commentator-onlyNot public
04b · Commentator feed
Deeper read to the booth

Tactical context and developing dynamics for commentary.

Some signal stays here. Watch the race live.

Human observation. Structured into race intelligence.

Why two lanes

The public Live Wire keeps fans inside the race between checkpoints. The Commentator Feed carries the deeper tactical context that belongs in a broadcaster’s ear — not on a public timeline. LoC enhances the live broadcast; it does not replace it.

What a strong field report looks like

Weak

“Runner looked tired.”

Strong

“Stopped speaking to crew, skipped solid food, hands shaking opening a gel.”

Known obstacles · Open problems

Where this system can break.

LoC is an operational experiment. These are the constraints, failure modes, and open questions we are working against — stated honestly.

Infrastructure
Limited cell service on course

Most ultras run through dead zones. Reports can be delayed, lost, or batched on signal return. We are exploring offline-first capture as a future contributor mode.

Contributors
Contributor quality varies

Not every observer reports with the same specificity, accuracy, or restraint. Moderation absorbs the variance today; a contributor reputation system is on the roadmap.

Accuracy
Field observations can be wrong

Humans misread fatigue, misidentify bibs, and project emotion onto runners. Verification, confidence tagging, and cross-source corroboration are the defense.

Strategy
Strategic information leakage

Some observations meaningfully affect the race if published live. The Commentator Feed exists in part to absorb context that should not be public in real time.

Scale
Moderation does not scale linearly

More contributors means more inbound. Human moderation is a feature, not a bug — but it is a real constraint on event size and concurrent races.

Bias
Observer bias is unavoidable

Contributors are drawn toward the leaders, drama, and familiar names. Distribution of attention across the field is an ongoing operational problem.

Comparison
Why not social media

Open feeds optimize for engagement, not accuracy. LoC trades reach for restraint: nothing reaches anyone without a person standing behind it.

Honesty
This may not work

Some of what LoC is trying to do has never been done at race scale. Parts of the system may need to be rebuilt, narrowed, or abandoned. That is the cost of building in public.