FDE BenchmarkPublic document reader
Available in sourcev0.1 · live public draft · official release pending

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Credibility evidence register

Register ID: LL-FDE-CRED-001
Version: 0.1.0
Status: public claims-control register; not a validation, certification, or conformance report
Evidence cutoff: September 1, 2026
Current benchmark line: 0.1.x Public Draft
Official numeric scoring: disabled

1. Purpose

This register answers a narrow question:

What evidence exists today for each credibility signal the LockedIn FDE Benchmark might display, and which public claims does that evidence permit?

It prevents visual polish, citation volume, software completion, roadmap language, or unverified commissioned research from being mistaken for measurement authority.

The controlling sources are the specification, benchmark card, scoring architecture, governance policy, independence and institutional firewall, data governance policy, source ledger, study register, benchmark formation protocol, and Live Versus Planned register.

2. State model

Each register item receives one control state and one evidence state.

2.1 Control state

State Meaning
Adopted now A controlling v0.1 document requires the control or the named public-source artifact demonstrably exists.
Proposed The control or study is designed but lacks operational evidence, authorization, or required review.
Blocked claim Public wording is prohibited until the listed evidence receipt and governance decision exist.

2.2 Evidence state

State Meaning
source_available Versioned human- or machine-readable source exists.
synthetic_tested Executable behavior has passed only synthetic tests or fixtures.
receipt_pending Work may have occurred, but the required evidence package has not been admitted.
not_established Required empirical or independent evidence does not exist in the repository.
not_operational The service, control, committee, channel, or workflow is not active.
blocked Activation or publication is prohibited by a named gate.
retired_or_superseded Authority has moved to a later record while history remains available.

source_available does not mean deployed, independently reviewed, legally cleared, validated, or fit for use. synthetic_tested does not establish human reliability, fairness, or validity.

3. Current public release-health snapshot

The following values may be displayed only with the stated context and evidence cutoff. Zero, absent, and blocked values belong in this release-health or transparency record. They MUST NOT be promoted as proof of rigor, framed as achievement metrics, or used as the landing-page hero value proposition.

Metric Current value Evidence receipt Interpretation boundary
Release status v0.1 Public Draft SPEC.md Not an official assessment release
Top-level domains 10 Ontology release manifest Released public-draft construct inventory; not content validated
Capability families 55 Capability families release Released ontology count; not a validated assessment blueprint
Official numeric scores 0; disabled SCORING.md Synthetic experimental calculations do not create official scores
Official result classes issued 0 BENCHMARK_CARD.md No verified or field-validated result exists
Registered commissioned interview studies 1 claim-received entry STUDY_REGISTER.md Registration makes missing evidence visible; it is not a completed study
Participant records admitted 0 STUDY_REGISTER.md Does not assert that no off-repository interviews occurred
Participant records eligible for public count 0 STUDY_REGISTER.md Blocks all 500/50 and “based on our interviews” wording
Completed job-analysis studies 0 Job-analysis protocol Protocol exists; recruitment and real-data intake are unauthorized
Completed rater/reliability studies 0 BENCHMARK_CARD.md No reliability coefficient or decision-consistency claim
Completed fairness or accessibility validation studies 0 Live Versus Planned UI checks, if present, do not establish assessment fairness or accessibility conformance
Completed criterion/predictive-validity studies 0 BENCHMARK_CARD.md No job-performance prediction or hiring-accuracy claim
Independent validation or reproduction decisions 0 recorded Benchmark formation protocol No “independently validated/reproduced” wording
DOI or persistent publication identifier Not assigned Benchmark formation protocol Citation may identify the draft and source state only
Public site Public-draft deployment at fdebenchmark.org Live Versus Planned No real evidence intake, result, or official release is implied

Targets, proposed sample sizes, planned studies, roadmap milestones, and synthetic examples MUST NOT be added to this snapshot as completed values.

4. Foundation and construct register

ID Credibility signal or claim Control state Evidence state Current receipt Permitted wording Blocker or next receipt
CR-F01 Public benchmark specification exists Adopted now source_available SPEC.md, v0.1 Public Draft “A public-draft specification defines the proposed construct and requirements.” Governance release required for later authoritative states
CR-F02 Intended use, prohibited use, population, and limitations are published Adopted now source_available BENCHMARK_CARD.md “The benchmark card states the current use boundary and limitations.” Re-review for every material use/population change
CR-F03 Versioned ontology exists Adopted now source_available Ontology 0.1.0 release “The public draft contains 10 domains and 55 capability families.” Job-analysis/content-blueprint evidence before content-validity claims
CR-F04 Evidence and state concepts are separated Adopted now source_available SPEC.md, sections 6–11 “The design separates capability, support confidence, coverage, evidence maturity, verification, integrity, and lifecycle.” Implementation conformance evidence for any operational service
CR-F05 Official scoring is disabled Adopted now blocked SCORING.md “Official numeric scoring is disabled in v0.1.” New release plus every scoring activation gate
CR-F06 Machine schemas and synthetic fixtures exist Adopted now source_available Schemas, fixtures “Initial schema and synthetic fixture foundations are available in source.” Release-specific test manifest before formal conformance claim
CR-F07 Deterministic scoring behavior has human validity Blocked claim not_established Synthetic calculations and constraints only “Experimental deterministic calculations use synthetic fixtures.” Calibration, rater, uncertainty, fairness, consequence, and release evidence
CR-F08 FDE construct is empirically job analyzed Blocked claim not_established Proposed job-analysis protocol “The FDE construct is proposed and open for research.” Authorized recruitment, admitted records, analysis, blueprint, expert review
CR-F09 Content blueprint traces each criterion to work Proposed not_established Required chain and fields are documented “A traceability protocol is defined.” Released machine/human blueprint with study and panel receipts
CR-F10 The benchmark distinguishes FDE from adjacent roles Blocked claim not_established Adjacent-role study is proposed “Adjacent-role boundaries are a research question.” Boundary study across declared roles and contexts
CR-F11 Facts, capability interpretation, and credential issuance are separated Adopted now source_available Outcome architecture proposal, SPEC.md “The proposed architecture separates a factual record, multidimensional capability profile, and governed credential tier.” Operational conformance and authority evidence before any real-person output
CR-F12 A Shared Work Challenge Battery exists Proposed not_established Battery design and synthetic result-free contract “A shared-work battery research design is available for review.” Job-analysis linkage, protocol authorization, scenario review, pilot, statistically robust human baseline, condition-specific studies, and independent publication decision
CR-F13 A global FDE scalar is scientifically or operationally authorized Blocked claim not_established Future scalar-score gate preserves the v0.1 prohibition “A future scalar is a gated research question; no FDE Score is authorized.” New interpretation/use, dimensionality, aggregation, calibration, reliability, fairness, consequence, external review, Commission, and release receipts

5. Research and validity register

ID Credibility signal or claim Control state Evidence state Current receipt Permitted wording Blocker or next receipt
CR-R01 External sources are versioned and traced to design Adopted now source_available SOURCE_LEDGER.md “A dated source ledger records reviewed sources, influence, non-adoption, and refresh triggers.” Link/status refresh and claim-level mappings before each release
CR-R02 Literature review is systematic or comprehensive Blocked claim not_established Targeted design review only “The current literature base is a targeted design review.” Preregistered databases, queries, screening, extraction, quality/applicability assessment, and flow
CR-R03 At least 500 AI practitioners were interviewed Blocked claim receipt_pending FDE-JA-001-C01; zero records received and eligible “A requestor-reported claim is registered and blocked pending evidence.” 500 distinct eligible records plus frozen aggregate receipt and publication authorization
CR-R04 At least 50 executives were interviewed Blocked claim receipt_pending FDE-JA-001-C02; zero records received and eligible “A requestor-reported claim is registered and blocked pending evidence.” 50 distinct eligible records plus frozen aggregate receipt and publication authorization
CR-R05 The benchmark is based on the commissioned interviews Blocked claim not_established FDE-JA-001-C03 not evaluated No public causal-formation claim permitted Admitted corpus, coding, agreement, traceability, independent review, governance release
CR-R06 Content validity is established Blocked claim not_established No job-analysis or panel result “Content validity has not been established.” Job analysis, blueprint, panel ratings/dissent, coverage, and approved interpretation
CR-R07 Response-process evidence is established Blocked claim not_established No participant cognitive/observation study “Response-process research is planned.” Cognitive interviews or equivalent, accommodations, deviations, and analysis
CR-R08 Inter-rater reliability or agreement is established Blocked claim not_established No coefficient or decision record “Rater quality is a planned evidence strand.” Trained rater sample, statistic rationale, uncertainty, drift, disagreement, adjudication
CR-R09 Criterion or predictive validity is established Blocked claim not_established No longitudinal criterion dataset “Predictive validity has not been established.” Preregistered criteria, temporal separation, attribution, missingness, uncertainty, replication
CR-R10 Fairness is established Blocked claim not_established No subgroup or consequence study “The design identifies fairness research requirements.” Applicable population, subgroup/error evidence, adverse-impact and alternative analysis, remediation
CR-R11 Assessment accessibility is validated or conformant Blocked claim not_established Static/rendered UI checks do not establish assessment accessibility “Accessibility and alternate demonstrations are required design inputs.” Assistive-technology and participant studies, accommodation comparability, independent review
CR-R12 Human-result uncertainty is calibrated Blocked claim not_established No calibrated measurement model “Uncertainty must accompany any future result.” Calibration cohorts, error model, coverage/missingness, sensitivity, decision-consistency evidence
CR-R13 Findings are independently reviewed or reproduced Blocked claim not_established No signed independent decision “Independent review is required before the corresponding claim.” Named reviewer, scope, qualifications, conflicts, materials, signed findings, management response
CR-R14 Failures and corrections will be published Proposed not_operational Policy expectation exists “The program is designed to publish safe system-failure and correction records.” Operational channel, materiality rules, owner, first released record

6. Reproducibility and publication register

ID Credibility signal or claim Control state Evidence state Current receipt Permitted wording Blocker or next receipt
CR-P01 Draft source bytes are manifest-bound Adopted now source_available Draft source manifest “A generated draft manifest records source-candidate bytes.” Currency check, approval, immutable tag/archive, signatures for release claim
CR-P02 Benchmark release is immutable and archived Blocked claim not_established Draft candidate is explicitly unreleased “Release preparation is underway.” Authorized tag, archive, checksums, canonical record, preservation owner
CR-P03 Benchmark has a DOI Blocked claim not_established DOI not assigned “DOI not assigned.” Public archive deposit with approved metadata and license
CR-P04 Citation metadata is complete Proposed not_established Draft citation exists; individual authors, DOI, canonical record, and license are pending “A status-qualified draft citation is available.” Approved authors/CRediT, CITATION.cff, archive, DOI, license, canonical URL
CR-P05 Authorship and contributions are accountable Proposed not_established Organizational author only; individual authors/roles not published “LockedIn Labs Research is the organizational author of the draft.” Individual author approval, affiliations, ORCIDs where available, CRediT, guarantor
CR-P06 Funding and sponsor role are fully disclosed Proposed not_established Final public funding statement absent “No outside sponsor is represented as endorsing the draft.” Funding/in-kind register, sponsor role, author independence, approval
CR-P07 Conflicts are identified Adopted now source_available Founder/operator/trainer/employer/services conflicts disclosed in controlling documents “LockedIn Labs’ multiple roles are disclosed as conflicts requiring separation.” Named contributor disclosures, recusals, non-conflicted review for each decision
CR-P08 AI assistance is disclosed Adopted now source_available Benchmark formation protocol disclosure “AI-assisted tools supported discovery, drafting, software, and testing; humans retain claim responsibility.” Release-specific model/tool/use detail and verification record
CR-P09 Data and materials availability is disclosed Adopted now source_available Public specs, schemas, synthetic fixtures; no real-person evidence admitted “Public source and synthetic materials are available; no real-person dataset is admitted.” Study-specific availability/controlled-access record for empirical publication
CR-P10 Operative public licenses are complete Available in source met LICENSE (Apache-2.0) covers software, schemas, fixtures, scripts and the public site; LICENSE-CONTENT.md (CC BY 4.0) covers specification, policy, ontology and research content; NOTICE records attribution; every first-party manifest declares a license; the private evaluator and platform carry all-rights-reserved files Reuse claims are limited to the terms in those files; neither grant covers marks, and neither authorises describing a copy as official A third-party rights review of quoted and referenced material remains outstanding
CR-P11 Correction and retraction path is operational Proposed not_operational Policies/templates exist; monitored channel not established “Correction and retraction controls are proposed.” Named channel, owner, service target, materiality policy, first tested exercise
CR-P12 Public publication standard exists Adopted now source_available Benchmark Publication Standard “A proposed public release-control standard is available for review.” Governance adoption before claiming organizational conformance

7. Governance, independence, and operations register

ID Credibility signal or claim Control state Evidence state Current receipt Permitted wording Blocker or next receipt
CR-G01 Founding steward is identified Adopted now source_available LockedIn Labs in GOVERNANCE.md “LockedIn Labs is the founding steward during v0.1.” None for this limited statement
CR-G02 Governance is independent or multi-organizational Blocked claim not_established Transitional founding stewardship only “Governance is in a transitional founding-stewardship state.” Seated roster, selection, terms, conflicts, rules, records, more than one organization before multi-organizational claim
CR-G03 Technical Steering Committee is operational Proposed not_operational Body design exists; no seated roster “A Technical Steering Committee is proposed.” Appointment, conflicts, terms, quorum, meeting and decision record
CR-G04 Evaluation Integrity Committee is operational Proposed not_operational Body design exists; no seated roster “An Evaluation Integrity Committee is proposed.” Appointment, protected-process controls, first signed decision
CR-G05 Measurement and Fairness Advisory Group is operational Proposed not_operational Body design exists; no appointed advisors “Independent measurement and fairness advice is planned.” Roster, qualifications, conflicts, terms, published review and response
CR-G06 Appeals are operational Blocked claim not_operational Appeals design exists; no official result or panel “No operational appeal service exists in v0.1.” Result authority, filing channel, panel, timelines, privacy/security, tested workflow
CR-G07 Private security and conduct reporting are operational Blocked claim not_operational Live Versus Planned records blockers Do not invite sensitive submission through public issues Monitored private channels, owners, response process, tested exercise
CR-G08 Real evidence intake is secure and authorized Blocked claim blocked Synthetic-only DATA_GOVERNANCE.md posture “The public draft accepts no real candidate or customer evidence.” Legal roles, notice, consent, rights, tenant isolation, encryption, scanning, sandboxing, deletion, incident response
CR-G09 Certification/accreditation exists Blocked claim blocked v0.1 is not a certification scheme or accredited body “No certification or accreditation is issued.” Separate impartial scheme, assessment validity, issuer controls, lifecycle, audit, appeals, authorization
CR-G10 Public benchmark site is live Adopted now source_available fdebenchmark.org recorded in Live Versus Planned “A no-intake public-draft site is deployed for review.” Indexed/formal launch needs publication decision; service claims remain blocked
CR-G11 External-majority FDE Benchmark Commission is operational Blocked claim not_operational Independence and Institutional Firewall defines the proposed body; no roster is seated “An external-majority Commission is a future activation gate.” Public appointments, qualifications, terms, independence determinations, conflicts, external chair, rules, funding, first valid meeting and signed decision
CR-G12 Training, employment, staffing, assessment, credential, and appeal firewalls operate Blocked claim not_operational Role and data controls are documented only “Institutional role separation is specified but not operational.” Named owners, prohibited combinations, access matrix, logging, compensation rules, control tests, independent review
CR-G13 Structural-entity decision is complete Blocked claim not_established No Commission or signed comparison exists “Separate incorporation has not been selected or claimed as required.” Commission comparison of hosted, affiliate, independent-entity, and external-certification paths with legal, measurement, privacy/security, credentialing review

8. Controlled public wording

8.1 Permitted now

  • “LockedIn FDE Benchmark v0.1 Public Draft.”
  • “A proposed evidence-oriented framework for demonstrated Forward Deployed Engineering capability.”
  • “The public-draft ontology contains 10 domains and 55 capability families.”
  • “The framework is designed to connect claims to observed work, artifacts, outcomes, corroboration, and human review.”
  • “Official numeric scoring is disabled, examples are synthetic, and no verified credential is issued.”
  • “A dated source ledger records the standards, research, and benchmark precedents that informed design decisions.”
  • “Job analysis, calibration, rater, fairness, accessibility, criterion, and longitudinal studies are planned and not yet established.”

8.2 Prohibited until evidence state changes

  • “Validated,” “predictive,” “scientifically proven,” “unbiased,” “fair,” “independently validated,” or “independently reproduced.”
  • “Certified,” “accredited,” “official FDE qualification,” “industry standard,” or “authorized hiring benchmark.”
  • “Based on interviews with 500 practitioners and 50 executives,” “surveyed 550 leaders,” or any paraphrase implying admitted research evidence.
  • “Less than 5% of FDEs pass,” any pass-rate claim, percentile, comparison-population result, readiness threshold, or score band.
  • “First,” “only,” “best,” “definitive,” or “category creator” without fresh, appropriately scoped substantiation.
  • Outside endorsement, partnership, governance, peer review, sponsor, or signatory claims without signed authorization.
  • Compliance with a law, standard, or certification scheme without the designated authority’s decision.

9. Evidence receipt schema

Every future status change in this register SHOULD be backed by a receipt containing:

receipt_id: LL-FDE-CR-0000
register_item_id: CR-X00
claim_text_exact: "..."
evidence_state_before: not_established
evidence_state_after: source_available
control_state_after: adopted_now
evidence_cutoff: YYYY-MM-DD
artifact_ids:
  - type: study|source|test|review|decision|archive|incident
    id: "..."
    version: "..."
    digest: "sha256:..."
    uri: "..."
population_and_use_scope: "..."
independent_review:
  status: none|planned|complete
  reviewer_record: "..."
limitations:
  - "..."
claims_enabled:
  - "..."
claims_still_blocked:
  - "..."
approved_by:
  - "..."
effective_at: YYYY-MM-DDTHH:MM:SSZ
next_review_at: YYYY-MM-DD

The public register may omit protected signatures or paths, but MUST retain their existence, authority, digest, and disclosure rationale.

10. Go-live gates by public meaning

“Go live” has four different meanings. The interface and release decision MUST name which one applies.

Gate What may go live Minimum evidence Current state
GL-1 Public-draft experience Static methods, ontology, synthetic demos, proposals, and limitations Source/build checks, claim review, no real intake, disabled official scoring, visible draft status Public-draft site recorded as deployed; formal indexed publication not authorized
GL-2 Citable archived draft Immutable source package suitable for exact citation GL-1 plus authorship, funding/conflicts/AI disclosure, licenses, canonical URL, archive, DOI, checksums, correction/security channels, release decision Blocked
GL-3 Empirical research publication Findings from an admitted study GL-2 plus authorized study, reproducible counts/analysis, uncertainty, participant/privacy/ethics records, independent methods/disclosure review Blocked
GL-4 Operational assessment or certification Real-person evidence, official result, verified profile, capability interpretation, tier, credential, or employment-adjacent use Later release plus independence stage I3, external-majority Commission decision, operating role/data/funding firewall, structural-entity decision, and full measurement, rater, fairness/accessibility, security/privacy, impartiality, appeal, consequence, legal/use, and scoring activation gates Blocked

No later gate may be implied by activating an earlier one.

11. Priority evidence backlog

Publication readiness

  1. Approve individual authors, affiliations, contributor roles, and accountable guarantor.
  2. Finalize funding/in-kind and conflict/recusal statements.
  3. Approve operative code, content, data, and third-party licenses.
  4. Create and validate CITATION.cff, BibTeX, canonical metadata, and version history.
  5. Establish a public archive and exact-version DOI; verify checksum parity with the approved manifest.
  6. Operate monitored correction, security, and private conduct channels.
  7. Record the formal publication decision for the exact commit and package.

Measurement credibility

  1. Resolve FDE-JA-001 through evidence intake or close it without using the 500/50 claims.
  2. Authorize and preregister a prospective job-analysis and adjacent-role study if the legacy package cannot satisfy admission requirements.
  3. Publish the source-to-job-activity-to-blueprint traceability package and expert-panel record.
  4. Pilot task solvability, response process, burden, accessibility, accommodations, and contamination controls.
  5. Train raters and study agreement, reliability, drift, disagreement, adjudication, and decision consistency.
  6. Predefine calibration, uncertainty, missingness, critical-floor, and standard-setting studies before any human score proposal.
  7. Conduct fairness, subgroup/error, consequence, and later criterion/longitudinal studies before expanding use.
  8. Commission non-conflicted independent measurement, accessibility, privacy, security, and disclosure reviews.
  9. Seat the external-majority Commission and publish its roster, independence determinations, terms, rules, conflicts, funding, and first valid decision record.
  10. Implement and test the training/employment/staffing-to-assessment role, data, compensation, publication, and appeal firewall.
  11. Publish the structural-entity decision before any official human output or credential proposal advances to release authorization.

12. Maintenance

  • The Research Director owns evidence intake; the Claims Reviewer owns exact public wording; the Release Authority owns status changes. One person MUST NOT approve all three roles for an empirical or high-consequence claim.
  • Status changes are append-only. Corrections link prior and replacement states rather than overwriting history.
  • Public metrics refresh on every material evidence event and receive a no-change review at least quarterly.
  • Living sources are checked at the cadence in the source ledger and before each release.
  • A stale or unreachable receipt does not automatically invalidate the underlying work, but it places the affected public claim under review until provenance and availability are restored.
  • If this register conflicts with marketing copy, a roadmap, product interface, or unpublished assertion, this register and the controlling source documents determine the permitted current claim.

13. External reference boundary

The publication and evolution controls draw operating lessons from MLCommons submission rules, NIST AI 800-2, METR RE-Bench, Artificial Analysis methodology, OSF registrations, CRediT, and Zenodo versioning.

Those sources support design discipline, transparent methods, packaging, review, archiving, and attribution. They do not provide evidence that the LockedIn benchmark measures FDE capability validly, and no endorsement or conformance is claimed.