Vela
✦ 5 frontiers

frontiers / frontier

AI-for-science benchmark state

constellation seal · derived from vfr_efc649fd772a1ff1
id
vfr_efc649fd772a1ff1
license
CC-BY-4.0
findings
12
accepted core
12
contested
0
links
0
sources
1
evidence
12
avg conf
0.30

used by 0 · replayed by 1 producer · second seat open

e24/24 · finding.noted · reviewer:will-blair · 2026-06-10 · 6c12→d02f

Review

reviewable changes 24 · open 24 · resolved 0 · accept events 0

lifecycle

  1. 01source / target

    A source or target enters

    A paper, dataset, protocol, result, note, gap, or benchmark target enters the engine as material for review.

    inspect
  2. 02attempt

    An attempt packet is produced

    A human or agent run records input material, declared output material, environment, disclosures, logs, cost, and declared target.

    inspect
  3. 03reviewable change

    A record change is drafted

    The attempt can produce a reviewable frontier change with affected findings, evidence, rationale, and proof impact.

    inspect
  4. 04check

    Checks inspect the change

    Schema, evidence, contradiction, benchmark, and proof checks decide whether the edit is ready.

    inspect
  5. 05review

    A review event decides

    A human or authorized reviewer accepts, rejects, caveats, or revises the reviewable change under authority.

    inspect
  6. 06proof

    Proof and maps update

    The accepted event can now update proof freshness, citations, atlases, and constellations.

    inspect

Review chain

  1. 01request

    Change request

    AI-for-science benchmark state receives a reviewable source, finding, caveat, replication, evaluation, or proof-affecting edit.

    open review →
  2. 02packet

    Diff packet

    The packet names affected record objects, evidence, rationale, reviewer-facing fields, and expected proof impact.

    open the campaign →
  3. 03checks

    Check output

    Schema, provenance, benchmark, contradiction, and proof checks decide whether the request is ready to read.

    inspect checks →
  4. 04review

    Reviewer decision

    A steward accepts, rejects, caveats, revises, or retracts the request under an inspectable identity.

    read queue →
  5. 05accepted

    Accepted event

    Only the accepted event mutates frontier state. Atlases, constellations, and search update from that record state.

    inspect events →
verified — A frozen deterministic verifier re-checked the claim and passed.verifiedreplayed — The event chain re-folds end to end and matches the recorded head.replayedsuperseded — A newer accepted record replaced this one; it stays under its seam.supersededbanked — A closed route or proven obstruction, kept at full ink as a result.bankedleased — A key-holder holds a live lease on the obligation (claimed_at + ttl).leasedcontested — An unresolved contradiction or adversarial probe names this claim.contesteddeprecated — Signed withdrawal — retraction or owner deprecation; retained, not erased.deprecated

Open · 24

  • finding.noteclaimed — no verifier run, no signed judgmentunreviewedagent — machine actor, no signing keyagent:hardening-2026-06-102026-06-10
    id
    vpr_01ce4a9a77a73640
    →
    vf_dce7a34adf2878f2

    HARDENING (benchmark-state): label_provenance=attested (records-not-reruns; ground truth is an answer key, not a frozen-verifier rederivation), valid_as_of=2026-06-10, model_cutoff=unknown. Under the trust ladder, attested label provenance caps this record below 'verified' until a deterministic rederivation exists.

    contribution class

    frontier change

    applied

    source and evidence

    vf_dce7a34adf2878f2

    The source handle stays candidate material until review accepts it.

    engine context

    drafted by agent:hardening-2026-06-10

    reviewable change id vpr_01ce4a9a77a73640

    review contract

    reviewer gate

    Preview the state effect before accepting the event.

    proof effect

    preview pending

    Open the preview to see affected state.

    inspect this change →
  • finding.addclaimed — no verifier run, no signed judgmentproposedreviewer:will-blairreviewer:will-blair2026-06-10
    id
    vpr_212f7910ba3adf91
    →
    vf_170c9a0e01a9b1d3

    Manual finding added to frontier state

    contribution class

    extraction

    applied

    source and evidence

    vf_170c9a0e01a9b1d3

    The source handle stays candidate material until review accepts it.

    engine context

    drafted by reviewer:will-blair

    reviewable change id vpr_212f7910ba3adf91

    review contract

    reviewer gate

    Preview the state effect before accepting the event.

    proof effect

    preview pending

    Open the preview to see affected state.

    inspect this change →
  • finding.noteclaimed — no verifier run, no signed judgmentunreviewedagent — machine actor, no signing keyagent:hardening-2026-06-102026-06-10
    id
    vpr_2ad76a3dce783d96
    →
    vf_cf89ac0f36e62089

    HARDENING (benchmark-state): label_provenance=attested (records-not-reruns; ground truth is an answer key, not a frozen-verifier rederivation), valid_as_of=2026-06-10, model_cutoff=unknown. Under the trust ladder, attested label provenance caps this record below 'verified' until a deterministic rederivation exists.

    contribution class

    frontier change

    applied

    source and evidence

    vf_cf89ac0f36e62089

    The source handle stays candidate material until review accepts it.

    engine context

    drafted by agent:hardening-2026-06-10

    reviewable change id vpr_2ad76a3dce783d96

    review contract

    reviewer gate

    Preview the state effect before accepting the event.

    proof effect

    preview pending

    Open the preview to see affected state.

    inspect this change →
  • finding.noteclaimed — no verifier run, no signed judgmentunreviewedagent — machine actor, no signing keyagent:hardening-2026-06-102026-06-10
    id
    vpr_66758152772dd461
    →
    vf_9a454a597ddee070

    HARDENING (benchmark-state): label_provenance=attested (records-not-reruns; ground truth is an answer key, not a frozen-verifier rederivation), valid_as_of=2026-06-10, model_cutoff=unknown. Under the trust ladder, attested label provenance caps this record below 'verified' until a deterministic rederivation exists.

    contribution class

    frontier change

    applied

    source and evidence

    vf_9a454a597ddee070

    The source handle stays candidate material until review accepts it.

    engine context

    drafted by agent:hardening-2026-06-10

    reviewable change id vpr_66758152772dd461

    review contract

    reviewer gate

    Preview the state effect before accepting the event.

    proof effect

    preview pending

    Open the preview to see affected state.

    inspect this change →
  • finding.addclaimed — no verifier run, no signed judgmentproposedreviewer:will-blairreviewer:will-blair2026-06-10
    id
    vpr_684dfb8e796321d2
    →
    vf_fec6f956d525e753

    Manual finding added to frontier state

    contribution class

    extraction

    applied

    source and evidence

    vf_fec6f956d525e753

    The source handle stays candidate material until review accepts it.

    engine context

    drafted by reviewer:will-blair

    reviewable change id vpr_684dfb8e796321d2

    review contract

    reviewer gate

    Preview the state effect before accepting the event.

    proof effect

    preview pending

    Open the preview to see affected state.

    inspect this change →
  • finding.noteclaimed — no verifier run, no signed judgmentunreviewedagent — machine actor, no signing keyagent:hardening-2026-06-102026-06-10
    id
    vpr_6a1b9f61788f93f0
    →
    vf_368ec6ffb5747092

    HARDENING (benchmark-state): label_provenance=attested (records-not-reruns; ground truth is an answer key, not a frozen-verifier rederivation), valid_as_of=2026-06-10, model_cutoff=unknown. Under the trust ladder, attested label provenance caps this record below 'verified' until a deterministic rederivation exists.

    contribution class

    frontier change

    applied

    source and evidence

    vf_368ec6ffb5747092

    The source handle stays candidate material until review accepts it.

    engine context

    drafted by agent:hardening-2026-06-10

    reviewable change id vpr_6a1b9f61788f93f0

    review contract

    reviewer gate

    Preview the state effect before accepting the event.

    proof effect

    preview pending

    Open the preview to see affected state.

    inspect this change →
  • finding.noteclaimed — no verifier run, no signed judgmentunreviewedagent — machine actor, no signing keyagent:hardening-2026-06-102026-06-10
    id
    vpr_74c27456b2783c8d
    →
    vf_cc50639072ba1867

    HARDENING (benchmark-state): label_provenance=attested (records-not-reruns; ground truth is an answer key, not a frozen-verifier rederivation), valid_as_of=2026-06-10, model_cutoff=unknown. Under the trust ladder, attested label provenance caps this record below 'verified' until a deterministic rederivation exists.

    contribution class

    frontier change

    applied

    source and evidence

    vf_cc50639072ba1867

    The source handle stays candidate material until review accepts it.

    engine context

    drafted by agent:hardening-2026-06-10

    reviewable change id vpr_74c27456b2783c8d

    review contract

    reviewer gate

    Preview the state effect before accepting the event.

    proof effect

    preview pending

    Open the preview to see affected state.

    inspect this change →
  • finding.addclaimed — no verifier run, no signed judgmentproposedreviewer:will-blairreviewer:will-blair2026-06-10
    id
    vpr_7d99f50cb897566d
    →
    vf_03776d6cd3e0801b

    Manual finding added to frontier state

    contribution class

    extraction

    applied

    source and evidence

    vf_03776d6cd3e0801b

    The source handle stays candidate material until review accepts it.

    engine context

    drafted by reviewer:will-blair

    reviewable change id vpr_7d99f50cb897566d

    review contract

    reviewer gate

    Preview the state effect before accepting the event.

    proof effect

    preview pending

    Open the preview to see affected state.

    inspect this change →
  • finding.addclaimed — no verifier run, no signed judgmentproposedreviewer:will-blairreviewer:will-blair2026-06-10
    id
    vpr_8ebb01be4aedad3b
    →
    vf_9a454a597ddee070

    Manual finding added to frontier state

    contribution class

    extraction

    applied

    source and evidence

    vf_9a454a597ddee070

    The source handle stays candidate material until review accepts it.

    engine context

    drafted by reviewer:will-blair

    reviewable change id vpr_8ebb01be4aedad3b

    review contract

    reviewer gate

    Preview the state effect before accepting the event.

    proof effect

    preview pending

    Open the preview to see affected state.

    inspect this change →
  • finding.noteclaimed — no verifier run, no signed judgmentunreviewedagent — machine actor, no signing keyagent:hardening-2026-06-102026-06-10
    id
    vpr_9496dacae43645bc
    →
    vf_ec4bb8feca206bf2

    HARDENING (benchmark-state): label_provenance=attested (records-not-reruns; ground truth is an answer key, not a frozen-verifier rederivation), valid_as_of=2026-06-10, model_cutoff=unknown. Under the trust ladder, attested label provenance caps this record below 'verified' until a deterministic rederivation exists.

    contribution class

    frontier change

    applied

    source and evidence

    vf_ec4bb8feca206bf2

    The source handle stays candidate material until review accepts it.

    engine context

    drafted by agent:hardening-2026-06-10

    reviewable change id vpr_9496dacae43645bc

    review contract

    reviewer gate

    Preview the state effect before accepting the event.

    proof effect

    preview pending

    Open the preview to see affected state.

    inspect this change →
  • finding.addclaimed — no verifier run, no signed judgmentproposedreviewer:will-blairreviewer:will-blair2026-06-10
    id
    vpr_965bbdde5ff53044
    →
    vf_dce7a34adf2878f2

    Manual finding added to frontier state

    contribution class

    extraction

    applied

    source and evidence

    vf_dce7a34adf2878f2

    The source handle stays candidate material until review accepts it.

    engine context

    drafted by reviewer:will-blair

    reviewable change id vpr_965bbdde5ff53044

    review contract

    reviewer gate

    Preview the state effect before accepting the event.

    proof effect

    preview pending

    Open the preview to see affected state.

    inspect this change →
  • finding.addclaimed — no verifier run, no signed judgmentproposedreviewer:will-blairreviewer:will-blair2026-06-10
    id
    vpr_adea2a2f9e4ba533
    →
    vf_41030d44f59eae22

    Manual finding added to frontier state

    contribution class

    extraction

    applied

    source and evidence

    vf_41030d44f59eae22

    The source handle stays candidate material until review accepts it.

    engine context

    drafted by reviewer:will-blair

    reviewable change id vpr_adea2a2f9e4ba533

    review contract

    reviewer gate

    Preview the state effect before accepting the event.

    proof effect

    preview pending

    Open the preview to see affected state.

    inspect this change →
  • finding.addclaimed — no verifier run, no signed judgmentproposedreviewer:will-blairreviewer:will-blair2026-06-10
    id
    vpr_be9c7dcdf52b3be5
    →
    vf_cc50639072ba1867

    Manual finding added to frontier state

    contribution class

    extraction

    applied

    source and evidence

    vf_cc50639072ba1867

    The source handle stays candidate material until review accepts it.

    engine context

    drafted by reviewer:will-blair

    reviewable change id vpr_be9c7dcdf52b3be5

    review contract

    reviewer gate

    Preview the state effect before accepting the event.

    proof effect

    preview pending

    Open the preview to see affected state.

    inspect this change →
  • finding.addclaimed — no verifier run, no signed judgmentproposedreviewer:will-blairreviewer:will-blair2026-06-10
    id
    vpr_c555bef607043399
    →
    vf_8212daf3d7034a93

    Manual finding added to frontier state

    contribution class

    extraction

    applied

    source and evidence

    vf_8212daf3d7034a93

    The source handle stays candidate material until review accepts it.

    engine context

    drafted by reviewer:will-blair

    reviewable change id vpr_c555bef607043399

    review contract

    reviewer gate

    Preview the state effect before accepting the event.

    proof effect

    preview pending

    Open the preview to see affected state.

    inspect this change →
  • finding.addclaimed — no verifier run, no signed judgmentproposedreviewer:will-blairreviewer:will-blair2026-06-10
    id
    vpr_ce433e03bf245f79
    →
    vf_cf89ac0f36e62089

    Manual finding added to frontier state

    contribution class

    extraction

    applied

    source and evidence

    vf_cf89ac0f36e62089

    The source handle stays candidate material until review accepts it.

    engine context

    drafted by reviewer:will-blair

    reviewable change id vpr_ce433e03bf245f79

    review contract

    reviewer gate

    Preview the state effect before accepting the event.

    proof effect

    preview pending

    Open the preview to see affected state.

    inspect this change →
  • finding.noteclaimed — no verifier run, no signed judgmentunreviewedagent — machine actor, no signing keyagent:hardening-2026-06-102026-06-10
    id
    vpr_cf4939a974d7a904
    →
    vf_fec6f956d525e753

    HARDENING (benchmark-state): label_provenance=attested (records-not-reruns; ground truth is an answer key, not a frozen-verifier rederivation), valid_as_of=2026-06-10, model_cutoff=unknown. Under the trust ladder, attested label provenance caps this record below 'verified' until a deterministic rederivation exists.

    contribution class

    frontier change

    applied

    source and evidence

    vf_fec6f956d525e753

    The source handle stays candidate material until review accepts it.

    engine context

    drafted by agent:hardening-2026-06-10

    reviewable change id vpr_cf4939a974d7a904

    review contract

    reviewer gate

    Preview the state effect before accepting the event.

    proof effect

    preview pending

    Open the preview to see affected state.

    inspect this change →
  • finding.noteclaimed — no verifier run, no signed judgmentunreviewedagent — machine actor, no signing keyagent:hardening-2026-06-102026-06-10
    id
    vpr_d1d96c52036f153d
    →
    vf_170c9a0e01a9b1d3

    HARDENING (benchmark-state): label_provenance=attested (records-not-reruns; ground truth is an answer key, not a frozen-verifier rederivation), valid_as_of=2026-06-10, model_cutoff=unknown. Under the trust ladder, attested label provenance caps this record below 'verified' until a deterministic rederivation exists.

    contribution class

    frontier change

    applied

    source and evidence

    vf_170c9a0e01a9b1d3

    The source handle stays candidate material until review accepts it.

    engine context

    drafted by agent:hardening-2026-06-10

    reviewable change id vpr_d1d96c52036f153d

    review contract

    reviewer gate

    Preview the state effect before accepting the event.

    proof effect

    preview pending

    Open the preview to see affected state.

    inspect this change →
  • finding.addclaimed — no verifier run, no signed judgmentproposedreviewer:will-blairreviewer:will-blair2026-06-10
    id
    vpr_d3f3228bb463c2d9
    →
    vf_ec4bb8feca206bf2

    Manual finding added to frontier state

    contribution class

    extraction

    applied

    source and evidence

    vf_ec4bb8feca206bf2

    The source handle stays candidate material until review accepts it.

    engine context

    drafted by reviewer:will-blair

    reviewable change id vpr_d3f3228bb463c2d9

    review contract

    reviewer gate

    Preview the state effect before accepting the event.

    proof effect

    preview pending

    Open the preview to see affected state.

    inspect this change →
  • finding.noteclaimed — no verifier run, no signed judgmentunreviewedagent — machine actor, no signing keyagent:hardening-2026-06-102026-06-10
    id
    vpr_e4bebe83c4ec21eb
    →
    vf_03776d6cd3e0801b

    HARDENING (benchmark-state): label_provenance=attested (records-not-reruns; ground truth is an answer key, not a frozen-verifier rederivation), valid_as_of=2026-06-10, model_cutoff=unknown. Under the trust ladder, attested label provenance caps this record below 'verified' until a deterministic rederivation exists.

    contribution class

    frontier change

    applied

    source and evidence

    vf_03776d6cd3e0801b

    The source handle stays candidate material until review accepts it.

    engine context

    drafted by agent:hardening-2026-06-10

    reviewable change id vpr_e4bebe83c4ec21eb

    review contract

    reviewer gate

    Preview the state effect before accepting the event.

    proof effect

    preview pending

    Open the preview to see affected state.

    inspect this change →
  • finding.noteclaimed — no verifier run, no signed judgmentunreviewedagent — machine actor, no signing keyagent:hardening-2026-06-102026-06-10
    id
    vpr_edef714318aa82be
    →
    vf_41030d44f59eae22

    HARDENING (benchmark-state): label_provenance=attested (records-not-reruns; ground truth is an answer key, not a frozen-verifier rederivation), valid_as_of=2026-06-10, model_cutoff=unknown. Under the trust ladder, attested label provenance caps this record below 'verified' until a deterministic rederivation exists.

    contribution class

    frontier change

    applied

    source and evidence

    vf_41030d44f59eae22

    The source handle stays candidate material until review accepts it.

    engine context

    drafted by agent:hardening-2026-06-10

    reviewable change id vpr_edef714318aa82be

    review contract

    reviewer gate

    Preview the state effect before accepting the event.

    proof effect

    preview pending

    Open the preview to see affected state.

    inspect this change →
  • finding.addclaimed — no verifier run, no signed judgmentproposedreviewer:will-blairreviewer:will-blair2026-06-10
    id
    vpr_f08818383df2a902
    →
    vf_368ec6ffb5747092

    Manual finding added to frontier state

    contribution class

    extraction

    applied

    source and evidence

    vf_368ec6ffb5747092

    The source handle stays candidate material until review accepts it.

    engine context

    drafted by reviewer:will-blair

    reviewable change id vpr_f08818383df2a902

    review contract

    reviewer gate

    Preview the state effect before accepting the event.

    proof effect

    preview pending

    Open the preview to see affected state.

    inspect this change →
  • finding.addclaimed — no verifier run, no signed judgmentproposedreviewer:will-blairreviewer:will-blair2026-06-10
    id
    vpr_f3a3a73919f9eb51
    →
    vf_55068262f49df0ab

    Manual finding added to frontier state

    contribution class

    extraction

    applied

    source and evidence

    vf_55068262f49df0ab

    The source handle stays candidate material until review accepts it.

    engine context

    drafted by reviewer:will-blair

    reviewable change id vpr_f3a3a73919f9eb51

    review contract

    reviewer gate

    Preview the state effect before accepting the event.

    proof effect

    preview pending

    Open the preview to see affected state.

    inspect this change →
  • finding.noteclaimed — no verifier run, no signed judgmentunreviewedagent — machine actor, no signing keyagent:hardening-2026-06-102026-06-10
    id
    vpr_fb5a71c197133639
    →
    vf_55068262f49df0ab

    HARDENING (benchmark-state): label_provenance=attested (records-not-reruns; ground truth is an answer key, not a frozen-verifier rederivation), valid_as_of=2026-06-10, model_cutoff=unknown. Under the trust ladder, attested label provenance caps this record below 'verified' until a deterministic rederivation exists.

    contribution class

    frontier change

    applied

    source and evidence

    vf_55068262f49df0ab

    The source handle stays candidate material until review accepts it.

    engine context

    drafted by agent:hardening-2026-06-10

    reviewable change id vpr_fb5a71c197133639

    review contract

    reviewer gate

    Preview the state effect before accepting the event.

    proof effect

    preview pending

    Open the preview to see affected state.

    inspect this change →
  • finding.noteclaimed — no verifier run, no signed judgmentunreviewedagent — machine actor, no signing keyagent:hardening-2026-06-102026-06-10
    id
    vpr_fd307d5d15c2cef7
    →
    vf_8212daf3d7034a93

    HARDENING (benchmark-state): label_provenance=attested (records-not-reruns; ground truth is an answer key, not a frozen-verifier rederivation), valid_as_of=2026-06-10, model_cutoff=unknown. Under the trust ladder, attested label provenance caps this record below 'verified' until a deterministic rederivation exists.

    contribution class

    frontier change

    applied

    source and evidence

    vf_8212daf3d7034a93

    The source handle stays candidate material until review accepts it.

    engine context

    drafted by agent:hardening-2026-06-10

    reviewable change id vpr_fd307d5d15c2cef7

    review contract

    reviewer gate

    Preview the state effect before accepting the event.

    proof effect

    preview pending

    Open the preview to see affected state.

    inspect this change →

Reviewers

Each reviewer holds their own Ed25519 key, so an accept is attributable to a named human, not the steward's server. Registering a key grants authority to accept a proposed write — never to bypass the verifier gate.

  • reviewer:will-blairkey 4892…455e
    active
Add a reviewer
  1. The reviewer generates their own key (the private seed never leaves their machine). Generate one here for them, or have them run vela sign generate-keypair.
  2. You register their public key on this frontier with the command below.
  3. They sign accepts with their key (VELA_REVIEWER_KEY + VELA_REVIEWER_ACTOR_ID).
Register (run as the frontier owner):
vela actor add benchmark-state reviewer:<name> --pubkey <64-hex-pubkey>

finding.noted · reviewer:will-blair · 1 day

renders the record as of vev_d199cb2e · 1,338 events · hub

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