Evidence and its limits.
Original sources establish different things: attribution, maintainer acceptance, a dated platform result or the existence of a public artifact. Publication is not automatically independent verification.
Created the data visualizations in the Entropy for Life × AIRC reels that feature them.
Visualization authorship: contributor-confirmed, 30 September 2026. Public captions verify AIRC context, not individual production roles. Shared productions; no sole reel authorship or direct AIRC employment is implied.
Inspect sourceContributed research, fact-checking and production support to 80 documented published pieces: 55 videos, 4 articles and 21 short-form pieces.
The attribution record is on a site I help manage. Responsibilities varied by assignment; the organization’s audience is not my personally attributable reach.
Inspect sourceContributed merged PR #52: migration validation portability.
Acceptance covers the submitted change; it does not establish authorship of the wider research or independent engineering proficiency.
Inspect sourceContributed merged PR #54: portable repository instruction adapters.
Acceptance covers the submitted change; it does not establish authorship of the wider research or independent engineering proficiency.
Inspect sourceContributed merged PR #61: repository instruction organization.
Acceptance covers the submitted change; it does not establish authorship of the wider research or independent engineering proficiency.
Inspect sourceMaintained a directory containing 55 research-participation resources in the dated review.
37 Wikidata items referenced the project URL in the dated check; these are not 37 users or independent citations. A deposited DOI is not peer review.
Inspect sourceDated Proving Ground record: rank #74, top 6%, on 29 July 2026.
The displayed total is 113; four visible area counters sum to 112. Arena figures are separate. This is not a current ranking or paid engagement.
Inspect sourceDated Proving Ground record: rank #79, top 5%, with 127 platform-recorded total breaks on 30 September 2026.
Captured from the logged-out public profile. The displayed total is 127; visible area counters sum to 126. Arena separately shows rank #462, 31 unique breaks, 1,260 points and 354 submissions. This is dated platform evidence, not paid employment, security certification or independent reproduction of every result.
Inspect sourceDeveloped and maintained an AI-assisted browser tool for research-result workflows; case study distinguishes released store versions from capabilities currently in source.
Chrome: MDPI Filter 0.0.2 (June 2025), 14 users, one rating. Notandia 0.1.0 remains an unpublished draft. These are store counts, not verified active users. Edge availability and feature parity are unverified.
Inspect sourcePython Programming (TT00CB02): 3 ECTS, Pass, assessed 15 September 2026.
Based on transcript text supplied by the student, dated 19 September 2026. The private transcript is not published. This is one completed course in a non-degree Open UAS pathway, not an awarded degree or proof of professional programming proficiency.
Private institutional transcript supplied by the student; not published.
Contributed merged PR #69: a human-reviewable source metadata and rights-evidence audit.
The audit compares metadata and preserves retrieval evidence for human review; it does not certify citations or reuse rights. Most added lines are generated reports and evidence, not handwritten tooling.
Inspect sourceContributed merged PR #70: 15 missing source locators and clarified publication provenance.
Acceptance covers source traceability and bibliographic changes; no Lean theorem, proof or formalization-coverage change is claimed.
Inspect sourceListed as a coauthor of the September 2026 draft “The AI Safety Formalization Atlas: a machine-checked memory for AI safety mathematics.”
Draft status; publication and peer review are not established. The supplied page lists Metropolia University of Applied Sciences as affiliation, with permission confirmed by the contributor. It does not establish employment or a degree. Individual manuscript contributions are not yet specified here.
Draft title and author page supplied by the contributor; no public manuscript link supplied.
Created Hypermandala, a public interactive 2D, 3D and 4D geometry explorer.
The public explorer and source repository establish an inspectable visualization project, not adoption, revenue or an independent mathematical or engineering assessment. Source availability was verified while logged out on 30 September 2026. Higher-dimensional extensions and new form additions are experimental; testing and adjustments continue. Forms are procedural interpretations, not historical reconstructions.
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Attributed source investigations · EF SET certificate · Structured claim records