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PRODID:-//ANDYGROVE.SYSTEMS//42-Hour Continuing Professional Development & Fresh Preprints//EN
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X-WR-CALNAME:ANDYGROVE.SYSTEMS — 42-Hr CPD & 16 Fresh Preprints
X-WR-CALDESC:Self-paced 6-module Continuing Professional Development schedule built on 16 fresh 2023-2026 AI operations preprints (https://andygrove.systems/preprints)
BEGIN:VEVENT
UID:cpd-01-202611@andygrove.systems
DTSTAMP:20261115T185600Z
DTSTART:20261116T090000Z
DTEND:20261116T160000Z
SUMMARY:CPD-01 (GRV-CPD-401): Queueing Networks, Little’s Law (L = λW), Kingman 95% Overload & AI Variance Wedges [7 PDH / CPE / CPD Hrs]
DESCRIPTION:Quantify why speeding up Routine tasks without filtering bimodal AI service-time variance creates a Kingman queue explosion at human review stations and compute congestion-dependent escalation thresholds. Fresh Preprints Reading Room: https://andygrove.systems/preprints | Course Module: https://andygrove.systems/course/cpd-01 | Syllabus PDF: https://andygrove.systems/papers/cpd-01.pdf | Independent platform; not affiliated with Intel Corporation or the Grove family
URL:https://andygrove.systems/course/cpd-01
CATEGORIES:Continuing Professional Development,Fresh AI Preprints,COO Operations
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DESCRIPTION:Open ANDYGROVE.SYSTEMS Fresh Preprints & CPD Module
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BEGIN:VEVENT
UID:cpd-02-202611@andygrove.systems
DTSTAMP:20261115T185600Z
DTSTART:20261118T090000Z
DTEND:20261118T160000Z
SUMMARY:CPD-02 (GRV-CPD-402): Step-Level LLM Routing, Frugal Cascades & Prefix KV-Caching for COO Unit Economics [7 PDH / CPE / CPD Hrs]
DESCRIPTION:Replace naive CFO flat token-price cuts with trajectory step-level routing immutable prefix KV-caching and confidence-calibrated cascades that cut inference bills 50–85% without collapsing First-Pass Yield (Y_FPY). Fresh Preprints Reading Room: https://andygrove.systems/preprints | Course Module: https://andygrove.systems/course/cpd-02 | Syllabus PDF: https://andygrove.systems/papers/cpd-02.pdf | Independent platform; not affiliated with Intel Corporation or the Grove family
URL:https://andygrove.systems/course/cpd-02
CATEGORIES:Continuing Professional Development,Fresh AI Preprints,COO Operations
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TRIGGER:-PT30M
ACTION:DISPLAY
DESCRIPTION:Open ANDYGROVE.SYSTEMS Fresh Preprints & CPD Module
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BEGIN:VEVENT
UID:cpd-03-202611@andygrove.systems
DTSTAMP:20261115T185600Z
DTSTART:20261120T090000Z
DTEND:20261120T160000Z
SUMMARY:CPD-03 (GRV-CPD-403): Data-Processing Inequality (DPI) Token Budgets & Multi-Agent Failure Mode Diagnostics [7 PDH / CPE / CPD Hrs]
DESCRIPTION:Audit 14 MAST multi-agent failure modes across 1600+ traces eliminate redundant sequential agent chatter under equal token budgets and enforce typed schema handoffs at Stage 00. Fresh Preprints Reading Room: https://andygrove.systems/preprints | Course Module: https://andygrove.systems/course/cpd-03 | Syllabus PDF: https://andygrove.systems/papers/cpd-03.pdf | Independent platform; not affiliated with Intel Corporation or the Grove family
URL:https://andygrove.systems/course/cpd-03
CATEGORIES:Continuing Professional Development,Fresh AI Preprints,COO Operations
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TRIGGER:-PT30M
ACTION:DISPLAY
DESCRIPTION:Open ANDYGROVE.SYSTEMS Fresh Preprints & CPD Module
END:VALARM
END:VEVENT
BEGIN:VEVENT
UID:cpd-04-202611@andygrove.systems
DTSTAMP:20261115T185600Z
DTSTART:20261122T090000Z
DTEND:20261122T160000Z
SUMMARY:CPD-04 (GRV-CPD-404): L0–L3 Task-Relevant Maturity (TRM), Wilson 95% Evals & Blast-Radius Delegation Gates [7 PDH / CPE / CPD Hrs]
DESCRIPTION:Operationalize Grove’s Chapter 9 Task-Relevant Maturity via finite-sample Wilson 95% lower confidence bounds SPC acceptance sampling single human Owner accountability and hard L1 irreversible action gates. Fresh Preprints Reading Room: https://andygrove.systems/preprints | Course Module: https://andygrove.systems/course/cpd-04 | Syllabus PDF: https://andygrove.systems/papers/cpd-04.pdf | Independent platform; not affiliated with Intel Corporation or the Grove family
URL:https://andygrove.systems/course/cpd-04
CATEGORIES:Continuing Professional Development,Fresh AI Preprints,COO Operations
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TRIGGER:-PT30M
ACTION:DISPLAY
DESCRIPTION:Open ANDYGROVE.SYSTEMS Fresh Preprints & CPD Module
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END:VEVENT
BEGIN:VEVENT
UID:cpd-05-202611@andygrove.systems
DTSTAMP:20261115T185600Z
DTSTART:20261124T090000Z
DTEND:20261124T160000Z
SUMMARY:CPD-05 (GRV-CPD-405): Human-LLM-OR Complementarity, Test-Time Compute & Deterministic Solver Guards [7 PDH / CPE / CPD Hrs]
DESCRIPTION:Partition unstructured regime translation (LLMs) exact constrained optimization (MIP/LP solvers) and strategic exception sign-off (humans) while allocating test-time verifier compute strictly to tail difficulty. Fresh Preprints Reading Room: https://andygrove.systems/preprints | Course Module: https://andygrove.systems/course/cpd-05 | Syllabus PDF: https://andygrove.systems/papers/cpd-05.pdf | Independent platform; not affiliated with Intel Corporation or the Grove family
URL:https://andygrove.systems/course/cpd-05
CATEGORIES:Continuing Professional Development,Fresh AI Preprints,COO Operations
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TRIGGER:-PT30M
ACTION:DISPLAY
DESCRIPTION:Open ANDYGROVE.SYSTEMS Fresh Preprints & CPD Module
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END:VEVENT
BEGIN:VEVENT
UID:cpd-06-202611@andygrove.systems
DTSTAMP:20261115T185600Z
DTSTART:20261126T090000Z
DTEND:20261126T160000Z
SUMMARY:CPD-06 (GRV-CPD-406): Cybernetic Human + Agent Pods, Jagged Frontier Mapping & Inflection-Point Resets [7 PDH / CPE / CPD Hrs]
DESCRIPTION:Re-architect functional silos into AI-equipped Cybernetic Pods map Jagged Frontier failure cliffs at every model-release Strategic Inflection Point (Grove 1996) and run weekly Trace 1-on-1s. Fresh Preprints Reading Room: https://andygrove.systems/preprints | Course Module: https://andygrove.systems/course/cpd-06 | Syllabus PDF: https://andygrove.systems/papers/cpd-06.pdf | Independent platform; not affiliated with Intel Corporation or the Grove family
URL:https://andygrove.systems/course/cpd-06
CATEGORIES:Continuing Professional Development,Fresh AI Preprints,COO Operations
BEGIN:VALARM
TRIGGER:-PT30M
ACTION:DISPLAY
DESCRIPTION:Open ANDYGROVE.SYSTEMS Fresh Preprints & CPD Module
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