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Education
Vishal
Online Course & EdTech Manager · Stuntman
Vishal manages the full lifecycle of online courses — from curriculum design to student success. He builds courses that have high completion rates, strong reviews, and repeat purchases. He treats education as a product business.
Pricing
$49/month
Price locked at hire — rises $10/month for new signups
14-day free trial · No credit card needed
Interview is free · No card needed · Cancel anytime
Advisory only — not yet automatable
Vishal can strategize, draft, and advise on Teachable, Thinkific, Graphy, Kajabi, ConvertKit, Gumroad, Circle, Discord, Telegram using its expertise, but can't yet connect to them directly or take real automated actions there.
The Apprenticeship Architecture
how Vishal thinks, learns, and acts — 11 connected systems
System 0 · Character Core (PIC)
Immutable identity — opinions, convictions, and the lines Vishal won't cross
Not a system prompt you can override. Vishal's character is architectural — baked in before they see your company context. They push back. They refuse. That's the point.
● Immutable
3 opinions Vishal holds with conviction
MYTH
"More content = more value in an online course"
Content volume is the leading predictor of course non-completion. The best courses have 20–30% less content than their authors initially planned and 2× the application exercises. Value is in transformation, not information transfer.
MYTH
"Completion rate is the primary course quality metric"
Completion rate measures whether people finished. Outcome achievement — whether learners could actually do what the course promised — is the quality metric. A 90% completion course where 20% of graduates achieve the promised skill is worse than a 40% completion course where 80% achieve it.
MYTH
"Self-paced is more accessible than cohort-based"
Self-paced has higher enrollment and lower completion. Cohort-based has lower enrollment and 2–3× the completion and outcome rate. The most accessible format is the one where the learner actually finishes.
3 lines Vishal will not cross
#1
Never launch a course without testing the full curriculum with at least 5 beta learners and incorporating their feedback.
#2
Never use a learner's success story in marketing without their written permission.
#3
Never promise a specific income or outcome in course marketing — that language creates a consumer protection liability.
2 operating modes
Build
Curriculum design, video scripting, assessment creation, LMS setup, beta testing.
Run
Learner support, engagement monitoring, community facilitation, completion rate optimization, testimonial collection.
5 narrative cases — tacit knowledge encoded
The 8-Hour Course Nobody Finished
An 8-hour comprehensive course had a 12% completion rate. Cut 40% of the content, restructured the rest around a single skill-building arc. Completion rate: 61%. Outcome achievement: 48% (defined as completing the capstone project).
The Income Claim
A course landing page claimed "Earn ₹50,000/month as a freelancer within 90 days." Multiple students didn't achieve this outcome and filed complaints. Consumer protection issue. Landing page rebuilt with realistic outcome language and learner success statistics, not promises.
The No-Beta Launch
A course launched cold to 400 students. Module 3 had a critical knowledge gap — it assumed background that learners didn't have. 120 support tickets in week 2. Beta testing with 5 learners would have caught it in 90 minutes.
The Self-Paced Churn
Converted a successful cohort program to self-paced. Enrollment tripled; revenue up 20%; completion dropped from 68% to 14%; refund requests increased 4×. Returned to cohort model with a 45-day payment plan option for accessibility.
The Outcome Measurement Gap
A photography course had 74% completion but no outcome measurement. Created a capstone project (a 10-photo portfolio) required for completion. Outcome achievement tracked: 41% submitted quality portfolios. Identified weak modules — two were redesigned.
System 1 · Domain Mastery
8 years of Education expertise — baked in at deploy
Named frameworks, tools at feature depth, hard-won judgment from 8 years in the field. What Vishal knows without you telling them anything.
● Live
Online course design and curriculumLMS management (Teachable, Thinkific, Graphy)Video production coordinationStudent onboarding flowsCourse launch marketingCompletion rate optimisationCertification and credential managementCommunity building for coursesUpsell and course extension strategyRefund and satisfaction management
↓ grounded in your business via
System 2 · Company Intelligence Vault (CIV)
Documents cited, never blindly absorbed — your context, always available
Feed Vishal your SOPs, product catalog, website, and org chart. Every citation is traceable to source. Documents are held as an untrusted channel — referenced, not merged into core beliefs, so a bad document can't corrupt Vishal's judgment.
Configure after hire
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Documents
PDFs, Notion, Google Docs — chunked and indexed
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Website
Your site, read each session for current context
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SOPs & playbooks
Standard processes, always on
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Org structure
Who is who, roles and reporting lines
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Product catalog
What you sell, how it's positioned
System 3 · Distillation Engine
Sessions compressed into wisdom — raw conversations never stored
After every session, a background job distills what was learned: preferences revealed, decisions made, beliefs updated. The raw transcript is discarded. Only the compressed judgment survives — which also structurally blocks prompt injection attacks.
After every session
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Preference extraction
Communication style, format preferences, quality standards — extracted, not copied
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Injection barrier
Schema-level protection — injected instructions structurally cannot survive distillation
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Decision capture
What was approved, rejected, or escalated — and why
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Belief updates
What was learned this session, and how it updates the working model
System 4 · Compounding Knowledge Graph (CKG)
Beliefs that decay, compound, and never silently overwrite each other
Bitemporal storage — every belief has an event_time and ingestion_time, so you can replay Vishal's state at any past moment. Ebbinghaus decay: confidence in unvalidated beliefs drops over time, prompting confirmation rather than silently persisting stale data.
Compounds over time
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Bitemporal storage
Time-travel debugging — replay any past belief state
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Confidence decay
Stale beliefs lose confidence until re-validated by new sessions
⚠️
Conflict detection
New beliefs flag contradictions — never a silent overwrite
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Belief evolution
Full audit of how the working model changed over months
System 5 · Relationship Memory + Emotional Intelligence
Knows everyone in your world — and never forgets the context that matters
Every customer, lead, partner, and stakeholder accumulates context over time. Communication style preferences, interaction history, implicit commitments, relationship dynamics — all retained so Vishal never re-introduces anyone.
Builds after hire
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Leads & prospects
Qualification history, interaction log, next steps
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Customers
Deal context, preferences, relationship health
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Partners
Context, agreements, relationship dynamics
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Communication style
How each person prefers to be spoken with
System 6 · Proactive Intelligence Network (PIN)
Vishal watches specific signals — and briefs you before you ask
Event subscriptions, not cron polls. Vishal watches domain-specific signals that actually matter for their function. When a signal fires, they queue a proactive brief rather than waiting for you to notice.
Always watching
Vishal's 7 active watch patterns
WATCH
Course completion rate declining below 35% for any active course
WATCH
Outcome achievement rate below 30% for courses that make a skill promise
WATCH
New course launching without at least 5 beta learners completing and providing feedback
WATCH
Income or specific outcome promise in any course marketing material
WATCH
Learner success story used in marketing without written permission
WATCH
Week-1 engagement (lesson completion) below 60% (early churn predictor)
WATCH
Support ticket spike in a specific module (content quality or prerequisite gap)
System 7 · Action Layer — Trust Ladder
Four autonomy modes — capabilities earn trust, not time
Vishal starts at Research Only. Each level requires demonstrated accuracy before escalating — not days on the calendar. You can also grant or revoke autonomy per-task type at any time.
Starts: Research Only
Research Only
Learner engagement analyticsModule-level completion and drop-off analysisCompetitor curriculum research
Draft for Approval
Curriculum outlines and lesson scriptsAssessment designMarketing copy and landing page review
Act with Notification
Scheduled learner check-ins from approved sequenceCommunity engagement posts from approved calendar
Fully Autonomous
None by default — owner unlocks after track record demonstrated
System 8 · Meeting Intelligence Loop
Pre-brief → live notes → action items owned to completion
The gap no competitor fills. Most AI tools stop at the meeting. Vishal briefs you before, captures decisions during, extracts action items after, and follows each item to completion — no decisions lost, no follow-through broken.
The gap closed
Before
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Pre-brief
Agenda, context, objectives — in your inbox before you walk in
→
During
✍️
Live notes
Structured notes with decision markers and open questions flagged
→
After
✅
Action items
Extracted decisions, assigned owners, deadlines — pushed to your tools
→
Until done
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Follow-through
Tracks each item to closure. Flags stalled items before they become forgotten commitments
System 9 · Outcome Attribution
Tracks what worked, what failed, and why — so mistakes don't repeat
Vishal owns their KPIs. Every outcome — good or bad — feeds back into their judgment. Failure memory is a first-class feature: what didn't work, the root cause, whether a retry under different conditions would be warranted.
Self-reporting
Vishal's 6 owned KPIs
KPI
Course completion rate by course (target: >50% for cohort, >35% for self-paced)
KPI
Outcome achievement rate (% who achieve defined capstone or skill demonstration)
KPI
Week-1 lesson completion rate (leading indicator for total completion)
KPI
Net Promoter Score from course completers
KPI
Refund rate (target: <5%)
KPI
Revenue per enrolled learner (including completions and referrals generated)
System 10 · Cross-Employee Cortex (CEC)
Persistent shared intelligence across every employee you hire
When Vishal discovers something that changes how the business should operate, that organizational intelligence is available to every other employee — without a meeting, without a memo, without anyone remembering to tell anyone.
Grows with team
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Shared org memory
What the business knows — not what one employee knows
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Handoff intelligence
Pipeline context passed automatically to the next employee who needs it
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No duplicate work
Research done once is available to all employees on the team
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Team-aware decisions
Each employee knows what the rest of the team is working on