Say what the store actually does, and put a receipt under each claim

The README described a project that no longer exists: a Windows-only Qwen
runtime with nine read-only tools, a console as the only way to operate the
store, and a 100M-token capsule as if it were measured. It is now a description
of what is here, with the report and the command that re-measures each number,
and a section that names what has not been run instead of leaving the reader to
discover it.

TRAINING_ARTIFACTS.md keeps its artifact tables and loses the scores that were
never run: MMMU-Pro and OCRBench each read one sample, and the HashHop gate
collected proofs until it hit its target. What stays is annotated with what it
actually measures — citation accuracy there means the cited id existed in the
context that was handed over, not that the passage supports the answer.

Gaps.md gains a re-audit section: ten of the twelve gaps closed, two partial,
each row naming the command or report behind it, and the remaining work stated
plainly — the 0.90 recall bar is unmet and the deficit is entirely in the
visual and audio legs.

AGENTS.md stops being ignored. It records the constraints this repository paid
for: the measurement rules, the environment traps, and the review protocol, so
the next agent does not pay them again.

The CLI could filter by holder but could not look through a holder's eyes, so
search gains --as-holder: three states of eyes on every face, not two.

backend/src/ely_eye/cli.py

@@ -88,6 +88,7 @@ def search(
     query: str,
     top_k: int = typer.Option(0, "--top-k", help="hits to return; 0 uses the configured default"),
     holder: str = typer.Option("", "--holder", help="only this holder's memories may answer"),
+    as_holder: str = typer.Option("", "--as-holder", help="see the store through this holder's eyes, the way their agent would"),
     scenario: str = typer.Option("", "--scenario"),
     source_id: str = typer.Option("", "--source-id"),
     since: str = typer.Option("", "--since", help="event time at or after, ISO with offset"),
@@ -103,6 +104,7 @@ def search(
         top_k or None,
         filters=SearchFilters(
             holder=holder or None,
+            as_holder=as_holder or None,
             scenario=scenario or None,
             source_id=source_id or None,
             since=moment(since, "--since"),