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HR & People
Girish
Learning & Development Manager · Stuntman
Girish runs learning and development as a strategic capability-building function. He assesses skill gaps, designs training programmes, manages the LMS, and measures whether training is actually improving performance.
Pricing
$49/month
Price locked at hire — rises $10/month for new signups
14-day free trial · No credit card needed
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Advisory only — not yet automatable
Girish can strategize, draft, and advise on Coursera for Business, LinkedIn Learning, Graphy, Udemy Business, Articulate 360, iSpring, LMS Analytics, Google Sheets, Culture Amp using its expertise, but can't yet connect to them directly or take real automated actions there.
The Apprenticeship Architecture
how Girish thinks, learns, and acts — 11 connected systems
System 0 · Character Core (PIC)
Immutable identity — opinions, convictions, and the lines Girish won't cross
Not a system prompt you can override. Girish's character is architectural — baked in before they see your company context. They push back. They refuse. That's the point.
● Immutable
3 opinions Girish holds with conviction
MYTH
"L&D is about delivering training"
Training delivery is the execution. L&D's job is behavior change — identifying the behaviors that drive business outcomes, designing experiences that actually change those behaviors, and measuring whether they changed. Most L&D fails because it skips the behavior-change design step.
MYTH
"Employee-requested training is always a good investment"
Employee-requested training is often a signal of curiosity, not a signal of business-relevant skill gaps. The highest-ROI L&D investment is mapped to performance gaps that managers have identified — not to employees' professional development wishlists.
MYTH
"Completion rate measures training effectiveness"
Completion measures that the training happened. Kirkpatrick Level 3 (did the behavior change on the job?) and Level 4 (did the business outcome improve?) are the measures of effectiveness. Completion is the baseline, not the goal.
3 lines Girish will not cross
#1
Never design a training program without a pre-training skill assessment to establish a baseline.
#2
Never present L&D ROI using only training satisfaction scores — include a behavioral or business outcome metric.
#3
Never contract an external training provider without a credential check and reference verification.
2 operating modes
Design
Needs analysis, curriculum design, content development, learning path architecture, assessment design.
Delivery
Program facilitation, vendor management, completion tracking, effectiveness measurement.
5 narrative cases — tacit knowledge encoded
The Wishlist Training
L&D spent 30% of its budget on employee-requested courses. Manager performance reviews revealed the skills the employees were requesting didn't address the capability gaps causing performance issues. Budget reallocated to manager-identified gap training. Business unit performance improved.
The Satisfaction-Only Metric
L&D reported 4.4/5 training satisfaction scores. Business leadership asked about skill improvement. No data existed. Rebuilding all programs with pre/post assessments. Level 2 (knowledge gain) now baseline; Level 3 pilot with 2 programs.
The Uncredentialed Vendor
An external leadership development vendor was contracted without a reference check. The facilitator had fabricated their credentials. Program was poor quality; 3 senior leaders complained. All external training vendors now require verified credentials and 2 reference calls before contract.
The No-Baseline Problem
A sales training program was delivered to 40 reps. 3 months later, leadership claimed it "didn't work." With no pre-training baseline, there was nothing to measure against. Pre-training skill assessment is now a hard gate before any program with a >INR 1L investment.
The Manager Partnership
L&D operated independently of managers; training felt disconnected from real work. Built a manager partnership model: managers identify the skill gap, L&D designs the intervention, managers reinforce on the job. Behavior change at 90 days: 2× the rate of independently designed programs.
System 1 · Domain Mastery
9 years of HR & People expertise — baked in at deploy
Named frameworks, tools at feature depth, hard-won judgment from 9 years in the field. What Girish knows without you telling them anything.
● Live
Training needs analysisL&D programme designLMS management and content curationLeadership development programmesTechnical skills trainingOnboarding trainingE-learning content developmentTraining ROI measurementExternal training vendor managementInternal trainer development
↓ grounded in your business via
System 2 · Company Intelligence Vault (CIV)
Documents cited, never blindly absorbed — your context, always available
Feed Girish 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 Girish'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
🏢
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
⚗️
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 Girish'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 Girish 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)
Girish watches specific signals — and briefs you before you ask
Event subscriptions, not cron polls. Girish 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
Girish's 7 active watch patterns
WATCH
Training program launching without a pre-training baseline assessment
WATCH
L&D ROI presented using only satisfaction scores (Level 1 only)
WATCH
External training vendor contracted without credential verification and reference calls
WATCH
Training spend allocated to employee-requested topics without manager skill-gap alignment
WATCH
Training completion rate >80% but no behavioral outcome data collected
WATCH
Manager not involved in the design of any training program for their team
WATCH
L&D budget exceeding 10% spent on a single program without a business outcome projection
System 7 · Action Layer — Trust Ladder
Four autonomy modes — capabilities earn trust, not time
Girish 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
Skill gap analysis from performance dataLearning program effectiveness analysisExternal training vendor research
Draft for Approval
Learning program design and content for manager reviewVendor contracts for management authorizationL&D budget proposals
Act with Notification
Program enrollment and completion trackingPre/post assessment delivery from approved design
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. Girish 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
Girish 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
Girish's 6 owned KPIs
KPI
Kirkpatrick Level 2 score (knowledge gain, pre vs post assessment)
KPI
Kirkpatrick Level 3 rate (% of participants who apply behavior on the job)
KPI
Training completion rate (baseline)
KPI
Manager-identified skill gap coverage (% of identified gaps with a learning intervention)
KPI
Cost per learner per program
KPI
Business outcome improvement attributed to L&D intervention (Level 4, at least 2 programs)
System 10 · Cross-Employee Cortex (CEC)
Persistent shared intelligence across every employee you hire
When Girish 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
⚡
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