Archived version. The current syllabus is at jaymargalus.com/foundations.
Jay Margalus
◆ ENT 1000 · Deliverables · Fall 2026

What's due, and what Satisfactory means.

Every deliverable is Satisfactory or Needs Revision against the checklist below. Nothing here is hidden. If every line is met, it passes. If one isn't, it comes back, and you have a token or the 48-hour evaluator window to fix it.

Individual work

Graded per person. Your teammates' work doesn't help or hurt you here.

  1. № 01

    Venture Log

    Weekly · Fridays 11:59pm · Google Form · 500–800 words · 11 entries
    • Evidence this week documented: interviews (with the team's running total), experiments, observations
    • Key decisions and pivots stated, with the reason
    • Assumptions tested: which one, how, result
    • Harness change this week: what you added or changed in your agent, and why
    • Touch-point status: which of the three run on real inputs
    • What's working, what's not, one thing you'd do differently
    • Reading-to-doing connection made
    • AI audit trail: tools, what you delegated, what you verified
    • Every field concrete. "Nothing this week" is Needs Revision.

    Named entries (all go in Key decisions, and why): 1 gift plan · 2 gift response · 6 pivot-persevere-abandon after the alumni panel · 9 post-competition synthesis · 10 go-to-market and unit economics.

  2. № 02

    Gift-giving exercise

    Due Fri Sep 18 · Individual
    • A gift planned for a specific person for a specific reason, recorded in Entry 1
    • Delivered; the response recorded in Entry 2
    • One paragraph on what it taught you about giving before asking
  3. № 02b

    Three inefficiencies (evidence)

    Due Fri Sep 11, 11:59pm, with Log 1 · Canvas · Individual
    • Three inefficiencies, each with: who does it (named organization and role), what the hands do, how often and how long, how you know, which bucket
    • At least one from a person you talked to, with a quote
    • None from a campus organization
    • Brought on paper Wed Sep 16 for team formation
  4. № 03

    Harness Checkpoints (4)

    Mondays, Weeks 2–5 · Individual · skill, hook, rule, memory
    • The piece exists in your agent's configuration and runs without errors
    • You can state the design decision behind it in one sentence: what it does that a one-off prompt doesn't
    • Demoed to a classmate before you leave; classmate's name on the log entry
    • Written up in that week's Venture Log under "harness change"
    • The hook fires on its own in front of a witness. The rule shows an observable before/after. The memory design says what's kept and what's forgotten.
  5. № 04

    Harness v1

    Due Mon Oct 19 · Individual
    • Skills, hooks, rules, and memory assembled into one system that runs your team's automation end to end
    • Runs on sample inputs at all three touch points
    • States which of gather, synthesize, sense-make, disseminate the agent owns at each touch point, and where the human decides
    • Prototype 1's hypothesis written down: the assumption, the result that would prove you wrong
    • Passes the evaluator's functional check
  6. № 05

    Video Pitch Competition

    Thu Nov 19 · Individual · required event
    • Present with your team
    • Answer the judges' questions; any teammate may be asked anything
    • Feedback captured and synthesized in Entry 9
  7. № 06

    Book-to-Venture Memos (2)

    Co-Intelligence: Fri Oct 30 · Minimalist Entrepreneur: Fri Nov 13 · 500–1,000 words · one for B, both for A
    • Two or three key ideas from the book, identified
    • Connected to your project with concrete examples
    • One specific action you'll take because of it
    • One question the book raised that you can't answer yet
    • Not a book report
  8. № 07

    Final Reflection

    Due Fri Dec 11, noon · 1,500–2,500 words
    • Your journey mapped against the seven entrepreneurial thinking skills
    • Your most significant failure and what it taught you
    • Three moments your judgment about your agent changed, each cited to a specific Venture Log entry
    • Assumptions that changed from Week 1 to now
    • What you'd do differently
    • Where this applies beyond the course
    • Specific examples throughout, not generic learning statements
  9. № 08

    Peer and Self Evaluation

    Due Fri Dec 11, noon · confidential Google Form
    • Ratings 1–5 for each teammate and yourself: contribution, reliability, collaboration, initiative
    • What each teammate did well
    • One change you'd make to how the team worked
    • Workload distribution, honestly
    • Your primary role and one improvement area

Team work

Shared credit. Two or three of you, one inefficiency, one design partner.

  1. № 09

    Inefficiency Brief

    Due Fri Sep 25 · 2–3 pages
    • Design partner named; process owner named and their agreement to three meetings recorded
    • The inefficiency in two sentences: who does it, how often, what it produces
    • What it costs them now, in their words and their estimate
    • The ten-more-customers list: ten organizations that do this the same way, with a reason each would pay to stop
    • First sketch of three touch points
    • Initial assumptions ledger: every belief the project rests on, each marked untested
    • Data agreement with the process owner: what the harness may read, what it may send, who checks
    • Research plan: eight planned conversations and one observation session, each with an owner and a date
  2. № 10

    Discovery Pack

    Due Fri Oct 9 · PDF plus raw notes
    • Eight conversations with real people who do or depend on this work. Not roommates, classmates, friends, or family.
    • Each conversation: date, who (anonymized), three or more verbatim quotes, surprises, follow-up questions. Recording with permission or typed notes.
    • Sixty minutes of observation of the process with field notes that record behaviors, not interpretations
    • Synthesis: needs, surprises, what changed your mind
    • Baseline numbers in the process owner's own terms: minutes per week, error rate, how often it's late
    • Assumptions ledger updated: what's now confirmed, what's killed
  3. № 11

    Business Case

    Due Fri Oct 16 · one page
    • Who pays, and what the work is worth to them, in dollars or hours with the arithmetic shown
    • What it costs to run: tokens, tools, your time
    • Value proposition in one paragraph
    • Lean canvas
    • The ten, revisited: which of them you've talked to since the Brief
  4. № 12

    Validation Report

    Due Fri Oct 30
    • Process owner has used prototype 1 and prototype 2; both sessions documented
    • Three or more test sessions with a plan: the question, who, the success criterion
    • Each prototype's hypothesis and what happened to it
    • What changed between prototypes and why, with the evidence
    • Evaluation results on twenty real inputs: pass, fail, and why
    • Assumptions ledger updated
  5. № 13

    Pitch video

    Due Tue Nov 17, 11:59pm · three minutes maximum
    • The problem, in the process owner's words if you can get them
    • The automation running, on real inputs, on screen
    • The evidence: baseline, what changed, what the process owner said
    • The ten: why this is a business and not a favor
    • The ask
    • Every teammate on camera
  6. № 14

    Deployment Log

    Due Fri Dec 4
    • The harness ran on the live process for at least five working days by the end of Week 11
    • What it caught, what it broke, what a person had to step in on
    • Baseline numbers from Week 5 next to the same numbers now
    • The process owner's signed statement of what it did
  7. № 15

    Final Dossier

    Due Fri Dec 11, noon · 10–15 pages plus appendices
    • Executive summary (one page)
    • The inefficiency: who, what, why it matters
    • Discovery: methods, findings, quotes
    • Business case
    • Harness evolution: prototype 1 to deployed, with the touch-point diagram
    • Evidence of learning: what worked, what failed, pivots
    • Current state: what runs today and who runs it
    • What's next: roadmap, open questions
    • Team reflection: roles, conflicts, how you resolved them
    • Appendices: interview notes summary, eval results, deployment log, judges' feedback
    • Complete, evidence-based, specific, iterative, honest

Mastery options

Team work, shared credit, due Fri Dec 11 with the Final Dossier. Two for a B, four for an A. Each has hard minimums; "we tried" is Needs Revision.

  1. M1

    External validation

    • Six or more conversations with organizations from your ten-more-customers list
    • Notes in the Discovery Pack format
    • Two-page synthesis: what confirms the market claim, what breaks it, what you'd change
    • Diverse organizations, not six branches of the same one
  2. M2

    Second deployment

    • The harness runs in a second organization for five working days
    • What transferred unchanged, what didn't, what you changed and why
    • The second process owner's statement
  3. M3

    Sell it

    • A real transaction of at least $5 with a real stranger for work your harness does
    • Stranger means not a roommate, classmate, friend, family member, or anyone who'd pay out of obligation
    • The pricing conversation, the transaction record, and the follow-up documented
  4. M4

    Go-to-market experiment

    • Live landing page with a clear value proposition and a working sign-up
    • An outreach campaign you actually ran: channels, number reached, the scripts
    • Metrics report: visitors, sign-ups, conversion, response rates, what you learned about demand
    • Honest numbers, even if disappointing
  5. M5

    Technical hardening

    • An eval suite of forty or more real inputs with pass/fail criteria
    • Run before and after a change to the harness; both result sets reported
    • Every failure explained; the ones you chose not to fix, justified
  6. M6

    Handoff manual

    • Documentation good enough that the process owner's colleague can run and maintain the harness without you
    • Tested: they do it while you watch and don't help. What they got stuck on, recorded and fixed.
  7. M7

    Operations plan

    • Three potential partners: who, what you need from them, what you offer, outreach status
    • Twelve-month roadmap with go/no-go decision points
    • Budget with unit economics: startup costs, monthly costs, pricing, customer acquisition cost, break-even

Bundles

C

  • No more than 3 unexcused absences
  • All core deliverables Satisfactory
  • 9 of 11 Venture Logs Satisfactory

B

  • No more than 2 unexcused absences
  • Everything in C
  • 10 of 11 Venture Logs Satisfactory
  • One Book Memo
  • Two mastery options

A

  • No more than 1 unexcused absence
  • Everything in B
  • Both Book Memos
  • Four mastery options

Absences with a doctor's note or confirmed varsity obligations are excused. A late Monday demo costs a token. Nov 19 is a required event and counts as a class day.