Application sprint

Plans a college transfer application: finds requirement gaps and critiques the essay, then writes to your apps only after you approve.

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1. Profile

Start from

Demo student (semester units) Demo student (quarter units)

Intended major

GPA (0–4)

Units completed

Units in progress

Unit system

Terms remaining before transfer

Target programs University of California, Berkeley — Data Science BA (College of Computing, Data Science, and Society) Cornell University — School of Industrial and Labor Relations (ILR) Cornell University — College of Arts & Sciences - Economics University of Michigan - Ann Arbor — College of Literature, Science, and the Arts (LSA) University of Virginia — College of Arts and Sciences - VCCS Guaranteed Admission Agreement Northfield Institute of Technology (FICTIONAL) — Computer Science (FICTIONAL) Fictional test school

Advanced: edit the full profile JSON

{
  "profile_id": "demo",
  "student": {
    "name": "Alex Rivera",
    "email": "alex.rivera@example.com"
  },
  "current_school": {
    "name": "Diablo Valley College",
    "kind": "community_college",
    "state": "CA"
  },
  "intended_major": "Data Science",
  "gpa": 3.3,
  "units": {
    "completed": 45,
    "in_progress": 15,
    "system": "semester"
  },
  "terms_remaining": 2,
  "courses": [
    {
      "code": "MATH 192",
      "title": "Analytic Geometry and Calculus I",
      "units": 5,
      "status": "completed",
      "grade": "A",
      "satisfies": [
        "calc-1",
        "math-1110"
      ]
    },
    {
      "code": "MATH 193",
      "title": "Analytic Geometry and Calculus II",
      "units": 5,
      "status": "in_progress",
      "grade": null,
      "satisfies": [
        "calc-2"
      ]
    },
    {
      "code": "COMSC 110",
      "title": "Introduction to Programming (Python)",
      "units": 4,
      "status": "completed",
      "grade": "A-",
      "satisfies": [
        "intro-programming"
      ]
    },
    {
      "code": "ECON 220",
      "title": "Principles of Microeconomics",
      "units": 3,
      "status": "completed",
      "grade": "B+",
      "satisfies": [
        "econ-1110"
      ]
    },
    {
      "code": "ENGL 122",
      "title": "Freshman English: Composition",
      "units": 3,
      "status": "completed",
      "grade": "B",
      "satisfies": []
    },
    {
      "code": "MATH 142",
      "title": "Elementary Statistics with Probability",
      "units": 4,
      "status": "completed",
      "grade": "B+",
      "satisfies": []
    },
    {
      "code": "COMSC 165",
      "title": "Advanced Programming with C/C++",
      "units": 4,
      "status": "planned",
      "grade": null,
      "satisfies": []
    }
  ],
  "activities": [
    {
      "id": "ds-club",
      "title": "Data Science Club",
      "role": "President",
      "description": "Organizes weekly Kaggle-style study sessions for club members.",
      "hours_per_week": 4
    },
    {
      "id": "food-bank-dashboard",
      "title": "Food bank demand dashboard",
      "role": "Volunteer data analyst",
      "description": "Built a demand dashboard for a local food bank.",
      "hours_per_week": 3
    },
    {
      "id": "hf-models",
      "title": "Independent ML projects",
      "role": "Builder",
      "description": "Publishes small models and Spaces on Hugging Face."
    }
  ],
  "goals": "Use applied machine learning to make public-interest data easier to act on. Transfer into a data science program with strong statistics and computing depth.",
  "targets": [
    {
      "school_id": "uc-berkeley",
      "program_id": "uc-berkeley-data-science-ba",
      "term": "Fall 2027"
    },
    {
      "school_id": "cornell",
      "program_id": "cornell-as-economics",
      "term": "Fall 2027"
    },
    {
      "school_id": "umich",
      "program_id": "umich-lsa",
      "term": "Fall 2027"
    },
    {
      "school_id": "northfield-fictional",
      "program_id": "northfield-fictional-cs",
      "term": "Fall 2027"
    }
  ],
  "contacts": [
    {
      "id": "rep-berkeley",
      "role": "admissions_rep",
      "name": "Berkeley Transfer Admissions",
      "email": "transfer-questions@example.edu",
      "school_id": "uc-berkeley"
    },
    {
      "id": "prof-chen",
      "role": "professor",
      "name": "Dr. Lin Chen",
      "email": "lchen@example.edu"
    },
    {
      "id": "advisor-patel",
      "role": "cc_advisor",
      "name": "Priya Patel",
      "email": "ppatel@example.edu"
    }
  ],
  "portfolio": {
    "github_username": "wolfwdavid",
    "hf_username": "WolfDavid"
  },
  "essay_doc_id": "doc-essay-demo"
}

Validated against the Profile schema as you type.

Demo data only. Edits stay in this browser tab.

2. Gap report

As of Sep 13, 2026 · Dataset 2026-09-13 · Deterministic: no AI involved in these findings.

Curated from official admissions pages on the retrieved_at date. Requirements change; always verify on the official page linked next to each field. Northfield Institute of Technology is FICTIONAL and exists only for adversarial tests.

University of California, Berkeley

Data Science BA (College of Computing, Data Science, and Society) · Fall 2027

78 days left Nov 30, 2026

3 met 4 missing 1 unknown

Full gap report: 2 warnings, GPA, units, courses, essays, deadlines

Warning 4 required course(s) missing (linear-algebra, data-structures, domain-emphasis, uc-7-course-pattern) with 2 term(s) remaining before transfer.

PREREQ_MISSING_TERMS_LEFT Verify · Retrieved Sep 13, 2026 Medium confidence
Info 1 course(s) need an equivalency check with an advisor or articulation office: data-c8 (possible: MATH 142).

PREREQ_UNKNOWN_EQUIVALENCY Verify · Retrieved Sep 13, 2026 Medium confidence

GPA: 3.3 · minimum 3 · competitive not published Meets minimum

Verify on official page(opens in new tab) · Retrieved Sep 13, 2026 High confidence

Verify on official page(opens in new tab) · Retrieved Sep 13, 2026 Medium confidence
Source note

Provenance from the "min_gpa" source; this field is not stated separately on that page.
Units: 45 completed + 15 in progress of 60 semester units Met with in-progress units

Verify on official page(opens in new tab) · Retrieved Sep 13, 2026 High confidence
Transfer program: Accepts transfer applicants

Verify on official page(opens in new tab) · Retrieved Sep 13, 2026 Medium confidence
Source note

Provenance from the "deadlines" source; this field is not stated separately on that page.
Recommendations: No recommendations required

Verify on official page(opens in new tab) · Retrieved Sep 13, 2026 Medium confidence
Essays: 1 required · 7 optional

Essay prompts (8)

Please describe how you have prepared for your intended major, including your readiness to succeed in your upper-division courses once you enroll at the university.

Required · 350 words

Verify on official page(opens in new tab) · Retrieved Sep 13, 2026 Medium confidence
Source note

Provenance from the "essays" source; this field is not stated separately on that page.
Describe an example of your leadership experience in which you have positively influenced others, helped resolve disputes, or contributed to group efforts over time.

Optional · 350 words

Verify on official page(opens in new tab) · Retrieved Sep 13, 2026 Medium confidence
Source note

Provenance from the "essays" source; this field is not stated separately on that page.
Every person has a creative side, and it can be expressed in many ways: problem solving, original and innovative thinking, and artistically, to name a few. Describe how you express your creative side.

Optional · 350 words

Verify on official page(opens in new tab) · Retrieved Sep 13, 2026 Medium confidence
Source note

Provenance from the "essays" source; this field is not stated separately on that page.
What would you say is your greatest talent or skill? How have you developed and demonstrated that talent over time?

Optional · 350 words

Verify on official page(opens in new tab) · Retrieved Sep 13, 2026 Medium confidence
Source note

Provenance from the "essays" source; this field is not stated separately on that page.
Describe how you have taken advantage of a significant educational opportunity or worked to overcome an educational barrier you have faced.

Optional · 350 words

Verify on official page(opens in new tab) · Retrieved Sep 13, 2026 Medium confidence
Source note

Provenance from the "essays" source; this field is not stated separately on that page.
Describe the most significant challenge you have faced and the steps you have taken to overcome this challenge. How has this challenge affected your academic achievement?

Optional · 350 words

Verify on official page(opens in new tab) · Retrieved Sep 13, 2026 Medium confidence
Source note

Provenance from the "essays" source; this field is not stated separately on that page.
What have you done to make your school or your community a better place?

Optional · 350 words

Verify on official page(opens in new tab) · Retrieved Sep 13, 2026 Medium confidence
Source note

Provenance from the "essays" source; this field is not stated separately on that page.
Beyond what has already been shared in your application, what do you believe makes you a strong candidate for admissions to the University of California?

Optional · 350 words

Verify on official page(opens in new tab) · Retrieved Sep 13, 2026 Medium confidence
Source note

Provenance from the "essays" source; this field is not stated separately on that page.
GE pattern: UC 7-course pattern required for eligibility. Completing IGETC, Cal-GETC, or campus-specific GE may already satisfy it. Berkeley also lists a Reading & Composition requirement.

Verify on official page(opens in new tab) · Retrieved Sep 13, 2026 High confidence
AI policy: AI feedback allowed

Verify on official page(opens in new tab) · Retrieved Sep 13, 2026 High confidence

Required courses

Met Calculus I via MATH 192 Verify · Retrieved Sep 13, 2026 Medium confidence
Met (in progress) Calculus II via MATH 193 Verify · Retrieved Sep 13, 2026 Medium confidence
Unknown equivalency Foundations of Data Science (Data C8) possible match: MATH 142, ask an advisor Verify · Retrieved Sep 13, 2026 Medium confidence
Met Programming: CS 61A or CS/Data C88C, or Engin 7 via COMSC 110 Verify · Retrieved Sep 13, 2026 Medium confidence
Missing Linear Algebra (Math 54 or equivalent) Verify · Retrieved Sep 13, 2026 Medium confidence
Missing Data Structures (CS 61B or 61BL) Verify · Retrieved Sep 13, 2026 Medium confidence
Missing Domain Emphasis lower-division course Verify · Retrieved Sep 13, 2026 Medium confidence
Missing UC 7-course pattern Verify · Retrieved Sep 13, 2026 Medium confidence

All deadlines (4)

Filing opens · Oct 1, 2026 · 18 days
Application due · Nov 30, 2026 · 78 days
Documents due · Jan 31, 2027 · 140 days
Documents due · Jul 1, 2027 · 291 days

Cornell University

College of Arts & Sciences - Economics · Fall 2027

183 days left Mar 15, 2027

2 met 1 missing 1 unknown

Full gap report: 4 warnings, GPA, units, courses, essays, deadlines

Warning No minimum GPA is published; GPA 3.3 is below the program's competitive GPA of 3.5.

GPA_BELOW_COMPETITIVE Verify · Retrieved Sep 13, 2026 Medium confidence
Warning 1 required course(s) missing (econ-1120) with 2 term(s) remaining before transfer.

PREREQ_MISSING_TERMS_LEFT Verify · Retrieved Sep 13, 2026 High confidence
Info 1 course(s) need an equivalency check with an advisor or articulation office: as-writing-intensive (possible: ENGL 122).

PREREQ_UNKNOWN_EQUIVALENCY Verify · Retrieved Sep 13, 2026 High confidence
Info The prompt for essay as-college-supplement is not publicly available; check the application portal.

DATA_NOT_PUBLISHED Verify · Retrieved Sep 13, 2026 Low confidence: verify

GPA: 3.3 · minimum not published · competitive 3.5 Below competitive

Verify on official page(opens in new tab) · Retrieved Sep 13, 2026 Medium confidence
Source note

Provenance from the "competitive_gpa" source; this field is not stated separately on that page.

Verify on official page(opens in new tab) · Retrieved Sep 13, 2026 Medium confidence
Units: 45 completed + 15 in progress of 12 semester units Met

Verify on official page(opens in new tab) · Retrieved Sep 13, 2026 High confidence
Transfer program: Accepts transfer applicants

Verify on official page(opens in new tab) · Retrieved Sep 13, 2026 Medium confidence
Source note

Provenance from the "deadlines" source; this field is not stated separately on that page.
Recommendations: 1 recommendation required

Verify on official page(opens in new tab) · Retrieved Sep 13, 2026 High confidence
Essays: 2 required · 0 optional

Essay prompts (2)

How does continuing your education at a new institution help you achieve your future goals?

Required · 650 words

Verify on official page(opens in new tab) · Retrieved Sep 13, 2026 High confidence
Prompt not publicly available; check the application portal.

Required · No limit published

Verify on official page(opens in new tab) · Retrieved Sep 13, 2026 Low confidence: verify
GE pattern: No GE pattern published

Verify on official page(opens in new tab) · Retrieved Sep 13, 2026 Medium confidence
Source note

Provenance from the "required_courses" source; this field is not stated separately on that page.
AI policy: AI help limited to grammar and spelling

Verify on official page(opens in new tab) · Retrieved Sep 13, 2026 High confidence

Required courses

Met Introductory Microeconomics (ECON 1110 or equivalent) via ECON 220 Verify · Retrieved Sep 13, 2026 High confidence
Missing Introductory Macroeconomics (ECON 1120 or equivalent) Verify · Retrieved Sep 13, 2026 High confidence
Met Calculus I (MATH 1110 or equivalent) via MATH 192 Verify · Retrieved Sep 13, 2026 High confidence
Unknown equivalency Writing-intensive composition course possible match: ENGL 122, ask an advisor Verify · Retrieved Sep 13, 2026 High confidence

All deadlines (2)

Application due · Mar 15, 2027 · 183 days
Documents due · Apr 15, 2027 · 214 days

University of Michigan - Ann Arbor

College of Literature, Science, and the Arts (LSA) · Fall 2027

141 days left Feb 1, 2027

0 met 0 missing 0 unknown

Full gap report: 2 warnings, GPA, units, courses, essays, deadlines

Info No minimum or competitive GPA is published for this program.

DATA_NOT_PUBLISHED Verify · Retrieved Sep 13, 2026 High confidence
Info No minimum unit requirement is published for this program.

DATA_NOT_PUBLISHED Verify · Retrieved Sep 13, 2026 High confidence

GPA: 3.3 · minimum not published · competitive not published Not published

Verify on official page(opens in new tab) · Retrieved Sep 13, 2026 High confidence

Verify on official page(opens in new tab) · Retrieved Sep 13, 2026 Medium confidence
Source note

Provenance from the "min_gpa" source; this field is not stated separately on that page.
Units: 45 completed + 15 in progress · no minimum published Not published

Verify on official page(opens in new tab) · Retrieved Sep 13, 2026 High confidence
Transfer program: Accepts transfer applicants

Verify on official page(opens in new tab) · Retrieved Sep 13, 2026 Medium confidence
Source note

Provenance from the "deadlines" source; this field is not stated separately on that page.
Recommendations: No recommendations required

Verify on official page(opens in new tab) · Retrieved Sep 13, 2026 High confidence
Essays: 4 required · 1 optional

Essay prompts (5)

Common App personal essay (choose one Common App prompt).

Required · 650 words

Verify on official page(opens in new tab) · Retrieved Sep 13, 2026 Medium confidence
Source note

Provenance from the "essays" source; this field is not stated separately on that page.
At the University of Michigan, we are focused on developing leaders and citizens who will challenge the present and enrich the future. In your essay, share with us how you are prepared to contribute to these goals. This could include the people, places, experiences, or aspirations that have shaped your journey and future plans. (1,500 characters maximum.)

Required · 1500 characters

Verify on official page(opens in new tab) · Retrieved Sep 13, 2026 Medium confidence
Source note

Provenance from the "essays" source; this field is not stated separately on that page.
Describe the unique qualities that attract you to the specific undergraduate college or school (including preferred admission and dual degree programs) to which you are applying at the University of Michigan. How would that curriculum support your interests? (2,750 characters maximum.)

Required · 2750 characters

Verify on official page(opens in new tab) · Retrieved Sep 13, 2026 Medium confidence
Source note

Provenance from the "essays" source; this field is not stated separately on that page.
Please provide a statement that addresses your reasons for transferring and the objectives you hope to achieve. (1,500 characters maximum.)

Required · 1500 characters

Verify on official page(opens in new tab) · Retrieved Sep 13, 2026 Medium confidence
Source note

Provenance from the "essays" source; this field is not stated separately on that page.
Common App challenges and circumstances question (optional).

Optional · 250 words

Verify on official page(opens in new tab) · Retrieved Sep 13, 2026 Medium confidence
Source note

Provenance from the "essays" source; this field is not stated separately on that page.
GE pattern: No GE pattern published

Verify on official page(opens in new tab) · Retrieved Sep 13, 2026 Medium confidence
Source note

Provenance from the "required_courses" source; this field is not stated separately on that page.
AI policy: AI brainstorming and outlining allowed

Verify on official page(opens in new tab) · Retrieved Sep 13, 2026 High confidence

All deadlines (2)

Application due · Oct 1, 2026 · 18 days
Application due · Feb 1, 2027 · 141 days

Northfield Institute of Technology (FICTIONAL)

Computer Science (FICTIONAL) · Fall 2027

No deadline published Fictional test school

0 met 0 missing 0 unknown 1 blocker

Blocker Computer Science (FICTIONAL) does not accept transfer applicants.

NO_TRANSFER_PROGRAM Fictional school: no official page · Retrieved Sep 13, 2026 Low confidence: verify

Full gap report: GPA, units, courses, essays, deadlines

GPA: 3.3 · minimum not published · competitive not published Not published

Fictional school: no official page · Retrieved Sep 13, 2026 Low confidence: verify
Source note

Provenance from the "*" source; this field is not stated separately on that page.

Fictional school: no official page · Retrieved Sep 13, 2026 Low confidence: verify
Source note

Provenance from the "*" source; this field is not stated separately on that page.
Units: 45 completed + 15 in progress · no minimum published Not published

Fictional school: no official page · Retrieved Sep 13, 2026 Low confidence: verify
Source note

Provenance from the "*" source; this field is not stated separately on that page.
Transfer program: Does not accept transfer applicants Blocker

Fictional school: no official page · Retrieved Sep 13, 2026 Low confidence: verify
Source note

Provenance from the "*" source; this field is not stated separately on that page.
Recommendations: No recommendations required

Fictional school: no official page · Retrieved Sep 13, 2026 Low confidence: verify
Source note

Provenance from the "*" source; this field is not stated separately on that page.
Essays: 0 required · 0 optional
GE pattern: No GE pattern published

Fictional school: no official page · Retrieved Sep 13, 2026 Low confidence: verify
Source note

Provenance from the "*" source; this field is not stated separately on that page.
AI policy: AI policy not published

Fictional school: no official page · Retrieved Sep 13, 2026 Low confidence: verify
Source note

Provenance from the "*" source; this field is not stated separately on that page.

3. Plan & approve

Every write the agent will make, before it happens. Gmail actions create drafts only. Nothing is ever sent.

No plan yet

Review the gap report, then build a plan to see every write before it happens.

Checking how this site is running…

4. Run trace

Nothing has run yet

Approve actions above and select Run approved actions. Each step appears here as it happens.

5. Verified results

Verified means the item was read back from the app after the run, not taken from the agent's own report.

No artifacts yet

After the run, each artifact is read back from its app and marked verified or failed.