First: Robert’s public projects with verifiable repositories and explicit claim boundaries. Below: nine learning examples; they are not client case studies or student work.
Five projects by Robert Dumanyan with public repositories and inspectable scope. These are mentor builds, not student work or client case studies.
VISUAL AI · PUBLIC REPORESEARCH / OFFLINE TESTABLE
01VisionAssist
A visual-semantic cognition layer for evidence-grounded observations, competing hypotheses, counterevidence, uncertainty and explicit human-AI revision.
01EvidenceThe public repository documents a 75-case corpus: 60 market chart cases plus 15 deterministic visual-control cases, with an offline harness, scorer and proof checklist.
02BoundaryThe README makes no calibration, human-AI uplift, natural-scene generality or production-value claim.
AGENT GOVERNANCE · PUBLIC REPODETERMINISTIC REFERENCE
03BitEvo Agent Authority
A public seven-gate Agent Authority & Evidence reference package for examining one action-capable workflow.
01Evidencespec/gates.json, a local deterministic evaluator, fail-closed validation and regression tests; the package is source-bound to the public BitEvo implementation.
02BoundaryIt does not issue a trust/safety score, certify a system, execute external actions or request credentials.
AI PRODUCT · PUBLIC REPOPUBLIC PRODUCT / EVIDENCE SURFACE
04BitEvo Agent Site
A public authority-first AI-agent product where SOURCE, BUILD, DEPLOYMENT, READBACK and EXTERNAL EFFECT are kept as separate evidence classes.
01EvidenceAstro site with provider-bound build receipts, deterministic release gates, a CSP hash allowlist and separate Vercel / Cloudflare provider paths.
02BoundaryProduction promotion is separate from build/readback; the public repository explicitly fixes can_trade=false and capital_permission=DENY.
A versioned governance/control stack with deterministic validation assets for policy binding, external witnesses, execution reconciliation and rollback detection.
01EvidenceThe public repository includes executable validation harnesses for signed policy heads, quorum, execution ledger, provider reconciliation and completion witnesses.
02BoundaryThe repository explicitly says it is not a production gateway; validation results do not prove production exactly-once behavior or complete mediation.
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01 · RESEARCH8–13
01Fact detective
Topic → 3+ sources → claim table → short presentation of what was verified and what was not.
01GoalSeparate a verifiable fact from a convincing-looking answer.
02AI roleHelps form search queries, compare versions and organize findings.
03Human checkOpens the sources, marks contradictions and explains why a conclusion is trustworthy.
04ArtifactSource table + claim map + mini presentation.
02 · CREATE8–13
02World & character
Character bible, visual rules, storyboard and a short final story with clear separation between the learner’s idea and AI assistance.
01GoalTurn an idea into a coherent system of world and character rules.
02AI roleExplores alternatives, reference directions and consistency checks.
03Human checkOwns the creative choices and can explain what came from them versus AI assistance.