Evaluated IBM SkillsBuild Capstone & Case Study

Unseen Lifeline

An accessibility-centered human-AI workflow for turning an urgent institutional notice into verified requirements, evidence needs, deadlines, communications, and a sequenced response plan.

OriginIBM SkillsBuild capstone
Primary user needReduce procedural and cognitive overload
Operating boundaryDraft and organize, never submit autonomously
EvidenceWorkflow, risk model, example transformation, review gates

The problem

People can lose rights, services, or opportunities because a process is difficult to navigate.

High-stakes notices often combine dense language, strict deadlines, fragmented documentation, multiple agencies, and severe cognitive load. The failure may be procedural rather than a lack of underlying eligibility or merit.

Unseen Lifeline is designed to reduce that burden by separating source evidence from interpretation, making deadlines and missing information visible, preparing draft communications, and keeping final review and submission with the person or their authorized support.

Representative transformation

From an overwhelming notice to a reviewable response plan.

The fictional example below demonstrates the structure without exposing personal records or representing legal advice.

Incoming notice

“Provide the requested work-activity forms and supporting records within 10 days.”

The notice includes multiple forms, a response deadline, unfamiliar terminology, possible benefit consequences, and no organized list of what evidence already exists.

Prepared response view

One deadline, four evidence needs, three open questions, and a sequenced action plan.

The workflow extracts the stated requirement, records the source language, identifies missing records, prepares questions for the agency, drafts a good-cause explanation for review, and creates a submission checklist.

Prepared itemExample outputHuman review required
DeadlineResponse due: August 16, 2026, based on the stated 10-day periodConfirm receipt date and governing calculation
Evidence checklistForms, wage records, employer dates, hospitalization documentationConfirm relevance, completeness, and privacy
Open questionsWhich months are covered? Is an extension available? Where should records be submitted?Contact the agency or authorized advisor
Draft communicationRequest clarification and explain documented barriers affecting timely responseEdit, approve, and send personally or through authorized support
Action sequenceVerify deadline → gather records → complete drafts → review → submit → preserve confirmationChoose actions and confirm completion

Workflow architecture

Source first, then requirements, evidence, review, and action.

The process is designed to preserve uncertainty and prevent a draft from being mistaken for an approved submission.

01

Preserve source

Retain the original notice and identify the issuing organization, date, and stated consequence.

02

Decompose

Separate requirements, deadlines, forms, evidence requests, contacts, and unclear terms.

03

Compare evidence

Mark what exists, what is missing, what conflicts, and what requires verification.

04

Prepare support

Draft questions, communication, accommodation requests, checklists, and an action sequence.

05

Human decision

Review accuracy, obtain advice where needed, approve the final response, submit, and retain proof.

Evidence artifacts

What the capstone and case study demonstrate.

The evaluated capstone combines accessibility research, structured workflow design, and human review of consequential actions.

Notice map

Requirement decomposition

Source-linked table of requirements, dates, forms, contacts, consequences, and ambiguous language.

Evidence control

Missing-information checklist

A review queue that distinguishes available evidence, missing records, conflicts, and verification needs.

Risk view

Deadline and consequence map

Visible dates, dependencies, severity, reversibility, and escalation points.

Communication

Draft support

Questions, clarification requests, accommodation language, and response drafts tied to source facts.

Execution

Sequenced action plan

Tasks ordered by deadline, dependency, effort, and consequence, with completion evidence.

Governance

Human review gates

Explicit checkpoints before advice, submission, disclosure, or consequential action.

Selected design decisions

Accessibility is part of the operating architecture.

  • Preserve the exact source language before simplifying it.
  • Separate confirmed facts, inferred meaning, open questions, and draft language.
  • Make the smallest next action visible instead of presenting one large response task.
  • Track deadlines with their source and calculation assumptions.
  • Return uncertainty to the user rather than silently resolving it.
  • Keep legal, medical, financial, benefits, and eligibility judgment with qualified people.

Project status and next steps

Unseen Lifeline is an evaluated capstone and structured product concept for procedural support. Its design keeps source verification, professional judgment, and final submission with the user and qualified support. Implementation planning includes privacy controls and explicit approval for consequential actions.

What you can test here

A new browser prototype of the notice-review pattern. It recognizes explicitly written ISO dates only. It does not interpret eligibility, calculate legal deadlines, contact agencies, or submit a response.

Change the fictional inputs, run the scenario, inspect its exceptions and source references, and export a review record. Added October 14, 2026. This public demo is a separate artifact from any earlier private implementation or historical professional work.

Earlier local v0.3 verification record: this record names the frozen private artifact and its historical tests; it does not validate the new browser demo or establish that every Lifeline concept is implemented.