01
Project blueprint
Define outcomes, milestones, evidence requirements, AI-use policy, contribution rules, and assessment criteria.
The Howthy Build Record
The project is more than its final output.
A Build Record is a structured, evolving evidence object that connects how a project moved from problem to outcome—and shows exactly what the available evidence can support.
AI & DATA CAPSTONE · REVIEW READY
Capacity-Aware Predictive
Maintenance Triage
Risk rankingModel evaluationDecision support
CURRENT CLAIM
The model prioritises higher-risk cases within a fixed inspection capacity.
SourceArtifact-linked
ValidationTested
OutcomeDemonstration only
LATEST DECISION · D-08
Optimise ranking utility, not failure probability
The available labels support relative prioritisation. They do not support physical-failure probability.
AK
Reviewer note
Claim boundary is well supported.
Not a submission portal.
Not a polished retrospective.
A living evidence record.
Built into the workflow
Structure the work. Preserve the reasoning.
Howthy captures only meaningful project events, while the project is still alive.
02
Milestone timeline
Preserve meaningful project events, feedback, corrections, demonstrations, and approvals over time.
03
Contribution record
Distinguish personal, team, AI-assisted, external, and reviewer contributions without hidden monitoring.
04
Decision log
Record the situation, alternatives, rationale, expected result, actual result, and learning behind material choices.
05
Evidence graph
Connect each claim to relevant artefacts, decisions, tests, reviews, outcomes, and limitations.
06
AI-use disclosure
Declare tools, purposes, material contribution, verification, rejected outputs, and where human judgment remained necessary.
07
Rubric mapping
Link programme outcomes and assessment criteria directly to the evidence a learner has demonstrated.
08
Reviewer workflows
Let faculty, peers, practitioners, and institutions review the claims that matter at the right confidence level.
09
Claim boundaries
Make unsupported, simulated, tested, operational, and independently confirmed outcomes explicitly different.
One source, three views
The right depth for each decision.
The underlying evidence stays connected while the presentation changes for academic, professional, and hiring contexts.
Academic record
Detailed enough for assessment and moderation.
Milestones, rubric-linked evidence, supervisor review, contribution records, AI-use declarations, limitations, and a defensible audit trail.
- Faculty-reviewed
- 12 material claims
- 87% evidence-linked
Assessment evidence
Builder record
A durable professional capability asset.
A reusable project retrospective that makes decisions, learning, personal contribution, validation, and responsible claim boundaries visible.
- Builder-owned
- Portable export
- Selective sharing
AS
Capability evidenceEmployer brief
Decision-ready in 60–90 seconds.
The problem, personal role, three strongest evidence items, one difficult decision, one iteration, outcome, limitations, and review status.
- Compressed view
- Evidence-linked
- Interview-ready
Candidate briefProblemContribution
Evidence ✓ ✓ ✓
Open by design
Evidence should travel with the learner.
Howthy is designed for selective disclosure, portable export, and compatibility with established credential standards—without trapping evidence inside a proprietary profile.
01
Learner visibility
People can see what is collected and understand how evidence will be used.
02
Selective disclosure
Private, redacted, academic, and public views support different contexts.
03
Standards-aware
Open Badges and verifiable credentials can be outputs—not the product itself.
Start focused
See what your capstone could substantiate.
Start with one programme and a shared evidence framework built around your actual assessment workflow.