Verified now
Public launch
Published a public LLM data-quality agent demo with release v0.3.0 and GHCR container packaging.
View evidenceOutcome Proof Page
A public, resume-safe proof page for Data Quality Agent. Verified signals are separated from blocked future outcome claims, and every reviewer action points to a public evidence path.
6verified proof cards
6blocked future claims
5reviewer action paths
124public health checks
Verified Now
Verified now
CI verification
Maintained 252 passing tests covering agent behavior, APIs, evidence gates, and resume-safe metrics.
View evidenceVerified now
AI Engineer readiness
Documented 8 implemented AI Engineer signals across tool calling, guardrails, structured output, evidence traces, and evaluation.
View evidenceVerified now
Public discovery traffic
Captured public GitHub interest in the rolling 14-day window: 0 views, 0 unique visitors, 0 clones, and 0 unique cloners without counting them as users.
View evidenceVerified now
Public availability
Verified 4/4 public project surfaces and 3/3 main-branch workflows in a generated availability snapshot without claiming production SLA.
View evidenceVerified now
Business problem casebook
Converted a support-operations CSV export into a verified data-quality casebook with 4 business risks, 5 evidence-backed findings, 3 ranked root-cause hypotheses, and 4 remediation owner handoffs.
View evidenceBlocked Until Evidence
Blocked future claim
confirmed_external_users
0/1 collected. Remaining: 1.
A non-owner public GitHub issue confirms the path tried and includes permission to count.
Blocked future claim
external_feedback_items
0/3 collected. Remaining: 3.
Public feedback issues include role, path tried, outcome, improvement request, and permission.
Blocked future claim
reproducible_feedback_items
0/1 collected. Remaining: 1.
A public issue includes command or URL evidence, expected result, actual result, and environment.
Blocked future claim
business_case_feedback_items
0/1 collected. Remaining: 1.
A public business-case issue includes anonymized schema, quality failure, impact, and reviewer role.
Blocked future claim
ai_engineer_review_items
0/1 collected. Remaining: 1.
A non-owner public review issue lists inspected paths and grants permission to count.
Blocked future claim
github_stars
0/5 collected. Remaining: 5.
GitHub public star count and docs/adoption-metrics.json both show at least 5 stars.
Help Unlock Real Outcomes
Reviewer action
demo_feedback_review
classmate, club member, or engineer who can try the public demo
Open evidence pathReviewer action
business_data_replay
data analyst, data engineer, or operations teammate with an anonymized CSV workflow
Open evidence pathReviewer action
ai_engineer_review
AI engineer, ML engineer, or senior CS student familiar with LLM agents
Open evidence pathReviewer action
business_case_review
someone who has worked with support, billing, ecommerce, or operations data
Open evidence pathReviewer action
ethical_star_or_fork
developer who inspected the repo, demo, tests, or Docker run and genuinely wants to follow it
Open evidence pathCounting Rule
A resume outcome is upgraded only after public, non-owner, permissioned, redacted evidence passes the evidence gate. Traffic, self-authored planning issues, and outreach attempts do not count as users, feedback, business validation, or stars.