Site Updates

Auto-generated from the commit history on each deploy. Each page links here to the changes that affected it; the section below covers site-wide changes (layout, styles, config) that touch every page. Routine syncs, audit logs, and email ingestion are filtered out — prefix a commit with chore: or include [skip-log] to hide it.

MSBAi FAQ — Canonical Answers

• August 4, 2026 KB: laptop requirements approved language (2026-08-04) [conflict-check: clean — 5 entries reviewed] K-ai
• August 4, 2026 KB: official recruiting language on student datasets approved (2026-08-04) K-ai
• August 3, 2026 faq.md: add Practicum individual-effort exception to assessment answer (G45) K-ai
• August 1, 2026 faq: refresh assessment answer with v3 weights, BADM 590 exception, peer-eval 10%; queue DECISIONS.md entry via agent-inbox K-ai
• July 26, 2026 update: GitHub Copilot free again for verified students via GitHub Education (2026-07-26) [conflict-check: clean — 2 entries reviewed] K-ai
• July 10, 2026 Rename course: Agentic AI for Analytics → Agentic AI (KB-wide) K-ai
• June 19, 2026 feat(kb): OKF type: taxonomy + governance registration + deterministic enforcement (G43/G44) Vishal Sachdev
• June 12, 2026 Shrink FAQ to canonical answers; amend RC-005 to match Vishal Sachdev
• June 12, 2026 Content refresh: FAQ + index brought current with the decision record Vishal Sachdev
• June 12, 2026 Polish: auto-TOC on long pages; strip 34 redundant manual home-link crumbs Vishal Sachdev
• June 12, 2026 Fix all dead internal links on published pages; gate future ones in CI (G34) Vishal Sachdev
• June 2, 2026 curriculum: combine quantum courses + shift BADM 558 (Spring 2027 revision) Vishal Sachdev
• May 19, 2026 site-wide coherence pass: fix drift surfaced by today's revisions Vishal Sachdev
• May 1, 2026 Propagate AI-Native, Human-Centered + Practicum renames across KB Vishal Sachdev
• April 26, 2026 fix(coherence): propagate Spring 2027 restructure across all site pages Vishal Sachdev
• April 23, 2026 Move FAQ to docs/ for live site publication K-ai
• April 23, 2026 Add Shopify AI phase transition KB article and seed FAQ K-ai

MSBAi Practicum

• August 3, 2026 courses/practicum.md: update Part 2 to reflect individual-portfolio decision (2026-08-03) K-ai
• July 31, 2026 site pages: full instructor names + reword internal-registry references Vishal Sachdev
• July 22, 2026 Fix lint findings 2026-07-22: co-instructor TBD, BADM 557 frameworks-first note, practicum tool-choice clarifier Vishal Sachdev
• June 20, 2026 Assessment Framework v3: peer eval 10%, v3 bucket structure propagated K-ai
• June 19, 2026 feat(kb): OKF type: taxonomy + governance registration + deterministic enforcement (G43/G44) Vishal Sachdev
• June 12, 2026 Polish: auto-TOC on long pages; strip 34 redundant manual home-link crumbs Vishal Sachdev
• May 1, 2026 Rename strategy/ai_first_strategy.md → ai_native_strategy.md and courses/capstone.md → practicum.md Vishal Sachdev
• May 1, 2026 Propagate AI-Native, Human-Centered + Practicum renames across KB Vishal Sachdev
• April 15, 2026 drop Power BI as program-wide mandate — faculty choose visualization tools per course K-ai
• April 9, 2026 Fix BADM 558 catalog name: "Big Data Infrastructure" → "Big Data Infrastructures" K-ai
• April 6, 2026 Capstone KB: neutralize FAQ language pending Vanitha's sequencing decision K-ai
• March 26, 2026 Revert to official catalog course names across all program materials Vishal Sachdev
• March 26, 2026 Content standards + course status badges from 3/25 meetings Vishal Sachdev
• March 26, 2026 Rename all site pages to lowercase filenames + update all cross-references MSBAi Bot
• March 6, 2026 Assessment model redesign + rename BADM 557 Vishal Sachdev
• March 4, 2026 UX/content audit P0+P1: rebuild assessment strategy, deduplicate, standardize Vishal Sachdev
• February 28, 2026 Add AIAS levels to all 9 course syllabi with source citation Vishal Sachdev
• February 28, 2026 Add course cross-links across all 16 site-facing files Vishal Sachdev
• February 28, 2026 Standardize team size to 3 students across all courses Vishal Sachdev
• February 28, 2026 Add auto-generated last-updated dates to all site pages Vishal Sachdev
• February 26, 2026 Assign Vanitha as capstone instructor Vishal Sachdev
• February 26, 2026 Add career pivoter target profile and align curriculum across 17 files Vishal Sachdev
• February 9, 2026 Restructure curriculum from 18 to 15 months across 13 files Vishal Sachdev
• February 7, 2026 Implement curriculum evaluation recommendations across 16 files Vishal Sachdev
• February 6, 2026 Deploy site to Netlify with password protection and working navigation Vishal Sachdev
• February 6, 2026 Add home page navigation link to all content files Vishal Sachdev
• February 6, 2026 Restructure MSBAi repo: single source of truth, dependency graph, coherence fixes Vishal Sachdev

MSBAi Assessment Strategy

• August 3, 2026 DECISIONS + assessment_strategy: Practicum exempt from team-project commitment (2026-08-03) K-ai
• August 1, 2026 decisions: BADM 590 quantum-parts assessment exception published; team-project feasibility routed to OPEN_QUESTIONS [conflict-check: clean — 6 entries reviewed] Vishal Sachdev
• June 20, 2026 Assessment Framework v3: peer eval 10%, v3 bucket structure propagated K-ai
• June 19, 2026 feat(kb): OKF type: taxonomy + governance registration + deterministic enforcement (G43/G44) Vishal Sachdev
• June 12, 2026 Polish: auto-TOC on long pages; strip 34 redundant manual home-link crumbs Vishal Sachdev
• June 12, 2026 Fix all dead internal links on published pages; gate future ones in CI (G34) Vishal Sachdev
• June 6, 2026 docs(kb): propagate 06-04 platform decisions — Canvas for graded engagement, student-paid AI model Vishal Sachdev
• June 2, 2026 curriculum: combine quantum courses + shift BADM 558 (Spring 2027 revision) Vishal Sachdev
• May 19, 2026 site-wide coherence pass: fix drift surfaced by today's revisions Vishal Sachdev
• May 18, 2026 assessment: faculty-autonomy tone pass + live-preferred oral + feedback closure Vishal Sachdev
• May 18, 2026 assessment: propagate Black Box rubric to milestone template; archive FACT and Process-Product Vishal Sachdev
• May 18, 2026 assessment: peer-eval framework + coherence fixes from council review Vishal Sachdev
• May 18, 2026 Update assessment model: oral component, InScribe engagement, remove studio grade line K-ai
• May 1, 2026 Rename strategy/ai_first_strategy.md → ai_native_strategy.md and courses/capstone.md → practicum.md Vishal Sachdev
• May 1, 2026 Propagate AI-Native, Human-Centered + Practicum renames across KB Vishal Sachdev
• April 29, 2026 Add Black Box Assessment framework (Winstone et al. 2026) to KB K-ai
• April 27, 2026 pedagogy: add design thinking framework to assessment + milestone docs K-ai
• April 23, 2026 fix: update stale 60-min session references to 90 min (90+90+60 model) K-ai
• April 22, 2026 Propagate 60+60 session model across design/program/discussions docs Vishal Sachdev
• April 15, 2026 fix broken links: lowercase all uppercase filename references across 8 files K-ai
• March 28, 2026 Manzoor talk reference, faculty resources, Specify→Execute→Verify framework Vishal Sachdev
• March 26, 2026 Content standards + course status badges from 3/25 meetings Vishal Sachdev
• March 26, 2026 Rename all site pages to lowercase filenames + update all cross-references MSBAi Bot
• March 18, 2026 Add student-facing 'Why Show Your Thinking' page; link from Assessment Strategy MSBAi Bot
• March 14, 2026 Incorporate dopamine gap neuroscience into main pedagogical documents Claude
• March 11, 2026 Pedagogical foundations: critical thinking scaffolding + reference articles + open questions Vishal Sachdev
• March 6, 2026 Shift to one major project per course + weekly assignments model Vishal Sachdev
• March 4, 2026 Add low-stakes iteration with peer review as design constraint Vishal Sachdev
• March 4, 2026 UX/content audit P0+P1: rebuild assessment strategy, deduplicate, standardize Vishal Sachdev
• February 28, 2026 Add AIAS levels to all 9 course syllabi with source citation Vishal Sachdev
• February 28, 2026 Rename GenAI to Agentic AI, fix Core/Advanced split, resolve audit findings Vishal Sachdev
• February 28, 2026 Add course cross-links across all 16 site-facing files Vishal Sachdev
• February 28, 2026 Standardize team size to 3 students across all courses Vishal Sachdev
• February 28, 2026 Add auto-generated last-updated dates to all site pages Vishal Sachdev
• February 26, 2026 Add career pivoter target profile and align curriculum across 17 files Vishal Sachdev
• February 7, 2026 Implement curriculum evaluation recommendations across 16 files Vishal Sachdev
• February 7, 2026 Remove premature stackable pathways content from three files Vishal Sachdev
• February 6, 2026 Deploy site to Netlify with password protection and working navigation Vishal Sachdev
• February 6, 2026 Add home page navigation link to all content files Vishal Sachdev
• February 6, 2026 Restructure MSBAi repo: single source of truth, dependency graph, coherence fixes Vishal Sachdev

K-ai Governance & Reliability Change Log

• August 3, 2026 governance: adopt RC-015 as G57 (roster consistency CI gate) Vishal Sachdev
• July 29, 2026 fix(lint): wire Box-sync roster into check 6; narrow BADM 554 wrapper item Vishal Sachdev
• July 29, 2026 sensor people-facts shipped: ticket done, completing Vanitha correction audited, changelog Vishal Sachdev
• July 29, 2026 governance: G37 v2 promotion recorded — registry rows, changelog, stakeholder view, live artifact links Vishal Sachdev
• July 28, 2026 Governance changelog: Wed KB update 19 -> 25 (faculty roster complete + admissions) Vishal Sachdev
• July 28, 2026 Governance changelog: Wed KB update recipients 15 -> 19 (T&L team) Vishal Sachdev
• July 28, 2026 governance: outbound choke point made true (G22/G46) — nanoclaw PR #28 consolidation Vishal Sachdev
• July 28, 2026 governance: RC-012 approved -> G55 (aged OPEN_QUESTIONS monitor), registry v9.4 Vishal Sachdev
• July 28, 2026 governance: G42 in effect (registry v9.3) — playbook mirror landed, scope bounded to main group Vishal Sachdev
• July 22, 2026 governance changelog: 2026-07-22 short-reply guard + large-doc reply-tag guardrail (Amber audit incident) Vishal Sachdev
• July 17, 2026 Registry v9.1: G45/G46/G47/G51 implemented and deployed — ⚠ markers cleared Vishal Sachdev
• July 17, 2026 access: add Jill Moore-Reynen + Shambhavi Joshi (T&L PM) as read-only senders Vishal Sachdev
• July 17, 2026 docs: reply-gate governance entry + pipeline doc update; close scaffolding-leak inbox item Vishal Sachdev
• July 15, 2026 docs(governance): log sensor citation-path resolution fix (2026-07-15) Vishal Sachdev
• July 2, 2026 audit: manual corrected weekly update send + governance note on agent fabrication Vishal Sachdev
• June 24, 2026 governance: log 8→6 reminder consolidation (inward only; no outward change) Vishal Sachdev
• June 19, 2026 feat(kb): OKF type: taxonomy + governance registration + deterministic enforcement (G43/G44) Vishal Sachdev
• June 19, 2026 governance: publish reminder cadence + registry guardrail Vishal Sachdev
• June 19, 2026 feat(site): auto-generated /updates changelog from git log + de-link dead G34 ref Vishal Sachdev
• June 18, 2026 docs: K-ai governance/reliability change log + ACTION_ITEMS.md runtime contract Vishal Sachdev

MSBAi Knowledge Base — Allowlist, Roles & Access

• August 3, 2026 governance: adopt RC-015 as G57 (roster consistency CI gate) Vishal Sachdev
• August 3, 2026 RC-015: derive stakeholders.md roster from EMAIL_ALLOWLIST.md + CI consistency gate Vishal Sachdev
• August 3, 2026 allowlist: add Brook Corwin (read-write, T&L design & production) + stakeholders entry Vishal Sachdev
• July 31, 2026 allowlist: add Megan Russ + Steven Pratten (read-only via Heather / Jason) Vishal Sachdev
• July 30, 2026 allowlist: add Sara Barnett (Director of Learning Support, read-write own lane) Vishal Sachdev
• July 29, 2026 KB: retire Kacie Jones from allowlist; route admissions approvals to Ravi Vishal Sachdev
• July 29, 2026 fix: add k-ai-cohort labels to EMAIL_ALLOWLIST to prevent onboarding rule misfires (#14) Vishal Sachdev
• July 28, 2026 allowlist: retire pilot framing — full MSBAi operating team as of 2026-07-28 Vishal Sachdev
• July 28, 2026 allowlist: add 4 faculty (Yang, Ghoshal, Liu, Virudachalam) + admissions pair (Deering, Crist via Kacie Jones) Vishal Sachdev
• July 28, 2026 allowlist: add Cheng Li + Eric French (T&L learning design, read-only via Jason Mock) Vishal Sachdev
• July 17, 2026 Registry v9: RC-005–011 approved — G45–G54 added (§7), Hermes marked agent principal Vishal Sachdev
• July 17, 2026 access: add Jill Moore-Reynen + Shambhavi Joshi (T&L PM) as read-only senders Vishal Sachdev
• June 24, 2026 Add Xing Gao, Mathias Kronlund, Gautam Pant to pilot allowlist (faculty expansion 2026-06-24) Vishal Sachdev
• June 23, 2026 feat(allowlist): add Hermes Agent (hermesvishal@gmail.com) as automated agent (#12) Vishal Sachdev
• June 19, 2026 feat(kb): OKF type: taxonomy + governance registration + deterministic enforcement (G43/G44) Vishal Sachdev
• June 12, 2026 Polish: auto-TOC on long pages; strip 34 redundant manual home-link crumbs Vishal Sachdev
• June 12, 2026 Fix all dead internal links on published pages; gate future ones in CI (G34) Vishal Sachdev
• June 12, 2026 Governance: add G38 (action-item update protocol) + G39 (role/access admin-only) Vishal Sachdev
• June 10, 2026 Allowlist: add Ashish Khandelwal; record plan-and-test pilot group restructure Vishal Sachdev
• June 9, 2026 docs: record triage approver CC policy Vishal Sachdev
• May 30, 2026 allowlist: fix Vishal title (Clinical Assoc Prof; +Faculty BADM 554) & Amber title; audit: record live F5 divergence + fix Vishal Sachdev
• May 30, 2026 docs: make EMAIL_ALLOWLIST.md the single source of truth (roster+access+role+gate); trim audit J to reference it Vishal Sachdev
• May 30, 2026 allowlist: narrow to pilot group (13) — 11 read-write + Ocasio/Love read-only Vishal Sachdev
• May 28, 2026 allowlist: activate Telegram filtering; Nerissa Brown role; close inbox task Vishal Sachdev
• May 28, 2026 docs(allowlist): correct stale "filtering not active" notes; retire CC inbox item Vishal Sachdev
• April 30, 2026 decisions: DataCamp as Python/GitHub prep vehicle; add Aaron Bennett to allowlist+stakeholders K-ai
• April 18, 2026 add Vishal Telegram handle to allowlist (@Svishal2001) K-ai
• April 16, 2026 allowlist: add Ron Guymon Telegram handle (@RonGuymon) K-ai
• April 15, 2026 docs: add Ocasio and Love to email allowlist Vishal Sachdev
• March 26, 2026 Restore EMAIL_ALLOWLIST.md uppercase — hardcoded in webhook-allowlist.js MSBAi Bot
• March 26, 2026 Rename all site pages to lowercase filenames + update all cross-references MSBAi Bot
• March 25, 2026 Add teaching & learning briefing transcript and update allowlist Vishal Sachdev
• March 15, 2026 Restore Jason Mock to allowlist and stakeholders MSBAi Bot
• March 15, 2026 Remove Jason Mock from allowlist and stakeholders MSBAi Bot
• March 15, 2026 Complete allowlist with all 21 addresses; expand STAKEHOLDERS.md MSBAi Bot
• March 15, 2026 Add email allowlist and action item for address confirmation MSBAi Bot

KB Governance Registry

• August 3, 2026 governance: G40 scope reverted — sensor skip-not-flag for non-fact claims (registry v9.6) Vishal Sachdev
• August 3, 2026 governance: RC-016 adopted as G56 (CC'd mail is context, not a request) — registry v9.5 Vishal Sachdev
• July 29, 2026 governance: G37 v2 promotion recorded — registry rows, changelog, stakeholder view, live artifact links Vishal Sachdev
• July 28, 2026 governance: RC-012 approved -> G55 (aged OPEN_QUESTIONS monitor), registry v9.4 Vishal Sachdev
• July 28, 2026 governance: G42 in effect (registry v9.3) — playbook mirror landed, scope bounded to main group Vishal Sachdev
• July 22, 2026 governance: activate G42 (coordination relay) + file RC-012 (aged OPEN_QUESTIONS) K-ai
• July 17, 2026 Registry v9.1: G45/G46/G47/G51 implemented and deployed — ⚠ markers cleared Vishal Sachdev
• July 17, 2026 Registry v9: RC-005–011 approved — G45–G54 added (§7), Hermes marked agent principal Vishal Sachdev
• July 17, 2026 Governance architecture review: 4-dimension audit, registry v8, RC-009/010/011, doc freshness + dependency tracking Vishal Sachdev
• July 15, 2026 update(governance): G33 gains Type C external-redistribution propagation (talking points et al.) Vishal Sachdev
• June 19, 2026 feat(kb): OKF type: taxonomy + governance registration + deterministic enforcement (G43/G44) Vishal Sachdev
• June 12, 2026 Registry v6: G40/G41 implemented (nanoclaw a8f9e5a) — tier code; inbox item done Vishal Sachdev
• June 12, 2026 Golive complete: G38/G39 mirrored to nanoclaw playbook (4a73573); inbox item done Vishal Sachdev
• June 12, 2026 Add /governance: interactive G-rule explorer + governance Q&A chat Vishal Sachdev
• June 12, 2026 Approve RC-002 with conditions → G42 (registry v5): two-tier outbound email Vishal Sachdev
• June 12, 2026 Document rule-candidate process: K-ai-actionable filing, admin-only promotion Vishal Sachdev
• June 12, 2026 Approve RC-003/RC-004 → G40/G41 (registry v4); file sensor implementation inbox item Vishal Sachdev
• June 12, 2026 Governance: add G38 (action-item update protocol) + G39 (role/access admin-only) Vishal Sachdev
• June 10, 2026 Registry: G36 final — compose-then-host-send, no in-container send capability Vishal Sachdev
• June 10, 2026 Registry: G36 final mechanism — host-side send window, no in-container secret Vishal Sachdev
• June 10, 2026 Registry: G36 — per-send HMAC signatures, token never on shared surfaces Vishal Sachdev
• June 10, 2026 Registry: G36 hardened — email grant keyed to immutable env-pinned task id Vishal Sachdev
• June 10, 2026 Canonicalize ACTION_ITEMS owner headers + registry v2 (G36, G37) Vishal Sachdev
• June 10, 2026 governance: define surfaced-in shorthand aliases in the registry Claude
• June 10, 2026 governance: add canonical KB governance registry (G1-G35) Claude

FIN 550 - Big Data Analytics in Finance (ML I)

• August 2, 2026 fin550: note Quarto as instructor recording tool (not student-facing, per Vishal 2026-08-02) K-ai
• July 31, 2026 site pages: full instructor names + reword internal-registry references Vishal Sachdev
• June 20, 2026 Assessment Framework v3: peer eval 10%, v3 bucket structure propagated K-ai
• June 19, 2026 feat(kb): OKF type: taxonomy + governance registration + deterministic enforcement (G43/G44) Vishal Sachdev
• June 12, 2026 Polish: auto-TOC on long pages; strip 34 redundant manual home-link crumbs Vishal Sachdev
• June 12, 2026 Fix all dead internal links on published pages; gate future ones in CI (G34) Vishal Sachdev
• May 30, 2026 feat(box-autosync): launchd Box->KB sync script + generalize sync breadcrumbs Vishal Sachdev
• May 28, 2026 sync: scaffold FIN 550 Box tracking + generalize sync runbook Vishal Sachdev
• May 19, 2026 fin550: align stats prereq language with staggered prep model Vishal Sachdev
• April 27, 2026 fix(course-names): remove proposed-name callouts; use catalog names throughout Vishal Sachdev
• April 9, 2026 Fix BADM 558 catalog name: "Big Data Infrastructure" → "Big Data Infrastructures" K-ai
• March 26, 2026 Revert to official catalog course names across all program materials Vishal Sachdev
• March 26, 2026 Remove MSBAi rubric numbers; add catalog name notes to BADM 554, FIN 550, Quantum MSBAi Bot
• March 26, 2026 Content standards + course status badges from 3/25 meetings Vishal Sachdev
• March 26, 2026 Rename all site pages to lowercase filenames + update all cross-references MSBAi Bot
• March 14, 2026 Add Pedagogical Notes for Faculty to three near-final course files Claude
• March 6, 2026 Shift to one major project per course + weekly assignments model Vishal Sachdev
• March 4, 2026 Update FIN 550 instructor to Xing/Mathias across all references Vishal Sachdev
• March 4, 2026 UX/content audit P2+P3: deduplicate, differentiate L-C-E, update stale items Vishal Sachdev
• March 4, 2026 UX/content audit P0+P1: rebuild assessment strategy, deduplicate, standardize Vishal Sachdev
• February 28, 2026 Add AIAS levels to all 9 course syllabi with source citation Vishal Sachdev
• February 28, 2026 Rename GenAI to Agentic AI, fix Core/Advanced split, resolve audit findings Vishal Sachdev
• February 28, 2026 Add course cross-links across all 16 site-facing files Vishal Sachdev
• February 28, 2026 Standardize team size to 3 students across all courses Vishal Sachdev
• February 28, 2026 Add auto-generated last-updated dates to all site pages Vishal Sachdev
• February 27, 2026 Adapt FIN 550 syllabus from on-campus to MSBAi online format Vishal Sachdev
• February 26, 2026 Add career pivoter target profile and align curriculum across 17 files Vishal Sachdev
• February 10, 2026 Replace stats pre-reqs with Gies Coursera courses Vishal Sachdev
• February 7, 2026 Implement curriculum evaluation recommendations across 16 files Vishal Sachdev
• February 6, 2026 Deploy site to Netlify with password protection and working navigation Vishal Sachdev
• February 6, 2026 Add home page navigation link to all content files Vishal Sachdev
• February 6, 2026 Restructure MSBAi repo: single source of truth, dependency graph, coherence fixes Vishal Sachdev

Ten questions for an AI at 9:30pm

• August 1, 2026 ocasio dialogue page: August 2026 annotations — dated editor's note, 3 inline updates, postscript mapping April critiques to shipped governance artifacts (transcript preserved verbatim) Vishal Sachdev
• June 19, 2026 feat(kb): OKF type: taxonomy + governance registration + deterministic enforcement (G43/G44) Vishal Sachdev
• June 9, 2026 docs: record triage approver CC policy Vishal Sachdev
• May 19, 2026 site-wide coherence pass: fix drift surfaced by today's revisions Vishal Sachdev
• April 19, 2026 Fix timestamps in Ocasio article: UTC → CDT (9:33pm–10:26pm, April 17) K-ai
• April 19, 2026 accuracy fixes: ten Ocasio exchanges (not nine), add all 3 digests to cadence table, Ocasio invitation pending note, Telegram mention clarification K-ai
• April 17, 2026 update Ocasio article with full 9-exchange thread; add public layout (no password gate) K-ai
• April 17, 2026 add Ocasio AI governance exchange article (human-AI interaction showcase) K-ai

BADM 554 - Enterprise Database Management

• July 31, 2026 site pages: full instructor names + reword internal-registry references Vishal Sachdev
• June 20, 2026 Assessment Framework v3: peer eval 10%, v3 bucket structure propagated K-ai
• June 19, 2026 feat(kb): OKF type: taxonomy + governance registration + deterministic enforcement (G43/G44) Vishal Sachdev
• June 12, 2026 Polish: auto-TOC on long pages; strip 34 redundant manual home-link crumbs Vishal Sachdev
• June 12, 2026 Fix all dead internal links on published pages; gate future ones in CI (G34) Vishal Sachdev
• June 6, 2026 docs(kb): propagate 06-04 platform decisions — Canvas for graded engagement, student-paid AI model Vishal Sachdev
• May 29, 2026 sync: BADM 554 roster from Box (populated) + standardize file-naming convention Vishal Sachdev
• May 28, 2026 curriculum: propagate 2026-05-22 prep-course decisions to source of truth Vishal Sachdev
• May 28, 2026 courses/badm554: add Recruiting Talking Points section (Vishal's draft, 2026-05-27) K-ai
• May 22, 2026 badm554: update data_foundations.md to current Fall 2026 design Vishal Sachdev
• May 22, 2026 sync: add BADM 554 Box sync infrastructure + generic runbook Vishal Sachdev
• May 21, 2026 feat(tools): GCP BigQuery confirmed for BADM 554 — replaces Cloud SQL K-ai
• May 19, 2026 site-wide coherence pass: fix drift surfaced by today's revisions Vishal Sachdev
• April 29, 2026 Add Black Box Assessment framework (Winstone et al. 2026) to KB K-ai
• April 27, 2026 fix(course-names): remove proposed-name callouts; use catalog names throughout Vishal Sachdev
• April 27, 2026 BADM 554: Remove query optimization; refocus Week 7 on cloud deployment + automation K-ai
• April 27, 2026 Update BADM 554 syllabus: 4 alignment fixes K-ai
• April 16, 2026 add cognitive offloading U-curve to BADM 554 pedagogical notes + design_principles; park for further propagation K-ai
• April 8, 2026 fix: replace AWS RDS with GCP Cloud SQL in BADM 554 (3 stale references) K-ai
• April 4, 2026 BADM 554/558: revise week topics + standardize on GCP K-ai
• March 26, 2026 Revert to official catalog course names across all program materials Vishal Sachdev
• March 26, 2026 Remove MSBAi rubric numbers; add catalog name notes to BADM 554, FIN 550, Quantum MSBAi Bot
• March 26, 2026 Content standards + course status badges from 3/25 meetings Vishal Sachdev
• March 26, 2026 Rename all site pages to lowercase filenames + update all cross-references MSBAi Bot
• March 17, 2026 Add three-options prompting protocol to BADM 554 (Weeks 4-8, AIAS Level 2-3) MSBAi Bot
• March 14, 2026 Add Pedagogical Notes for Faculty to three near-final course files Claude
• March 6, 2026 Assessment model redesign + rename BADM 557 Vishal Sachdev
• March 4, 2026 UX/content audit P0+P1: rebuild assessment strategy, deduplicate, standardize Vishal Sachdev
• February 28, 2026 Add AIAS levels to all 9 course syllabi with source citation Vishal Sachdev
• February 28, 2026 Standardize team size to 3 students across all courses Vishal Sachdev
• February 28, 2026 Add auto-generated last-updated dates to all site pages Vishal Sachdev
• February 26, 2026 Add career pivoter target profile and align curriculum across 17 files Vishal Sachdev
• February 7, 2026 Implement curriculum evaluation recommendations across 16 files Vishal Sachdev
• February 6, 2026 Deploy site to Netlify with password protection and working navigation Vishal Sachdev
• February 6, 2026 Add home page navigation link to all content files Vishal Sachdev
• February 6, 2026 Restructure MSBAi repo: single source of truth, dependency graph, coherence fixes Vishal Sachdev

BDI 513 - Data Storytelling

• July 31, 2026 site pages: full instructor names + reword internal-registry references Vishal Sachdev
• June 20, 2026 Assessment Framework v3: peer eval 10%, v3 bucket structure propagated K-ai
• June 19, 2026 feat(kb): OKF type: taxonomy + governance registration + deterministic enforcement (G43/G44) Vishal Sachdev
• June 12, 2026 Polish: auto-TOC on long pages; strip 34 redundant manual home-link crumbs Vishal Sachdev
• June 12, 2026 Fix all dead internal links on published pages; gate future ones in CI (G34) Vishal Sachdev
• May 30, 2026 feat(box-autosync): launchd Box->KB sync script + generalize sync breadcrumbs Vishal Sachdev
• May 28, 2026 sync: BDI 513 from Box (Video Roster, 2026-05-28) Vishal Sachdev
• May 7, 2026 BDI 513: ingest Ron's draft syllabus (2026-05-01) into KB K-ai
• April 15, 2026 drop Power BI as program-wide mandate — faculty choose visualization tools per course K-ai
• March 26, 2026 Revert to official catalog course names across all program materials Vishal Sachdev
• March 26, 2026 Content standards + course status badges from 3/25 meetings Vishal Sachdev
• March 26, 2026 Rename all site pages to lowercase filenames + update all cross-references MSBAi Bot
• March 14, 2026 Add Pedagogical Notes for Faculty to three near-final course files Claude
• March 6, 2026 Shift to one major project per course + weekly assignments model Vishal Sachdev
• March 4, 2026 UX/content audit P0+P1: rebuild assessment strategy, deduplicate, standardize Vishal Sachdev
• February 28, 2026 Add AIAS levels to all 9 course syllabi with source citation Vishal Sachdev
• February 28, 2026 Add course cross-links across all 16 site-facing files Vishal Sachdev
• February 28, 2026 Standardize team size to 3 students across all courses Vishal Sachdev
• February 28, 2026 Add auto-generated last-updated dates to all site pages Vishal Sachdev
• February 26, 2026 Add career pivoter target profile and align curriculum across 17 files Vishal Sachdev
• February 7, 2026 Implement curriculum evaluation recommendations across 16 files Vishal Sachdev
• February 6, 2026 Deploy site to Netlify with password protection and working navigation Vishal Sachdev
• February 6, 2026 Add home page navigation link to all content files Vishal Sachdev
• February 6, 2026 Restructure MSBAi repo: single source of truth, dependency graph, coherence fixes Vishal Sachdev

Quantum Cognition — Part 1 of “Quantum Approaches for Decision Making”

• July 31, 2026 site pages: full instructor names + reword internal-registry references Vishal Sachdev
• June 19, 2026 feat(kb): OKF type: taxonomy + governance registration + deterministic enforcement (G43/G44) Vishal Sachdev
• June 12, 2026 Polish: auto-TOC on long pages; strip 34 redundant manual home-link crumbs Vishal Sachdev
• June 12, 2026 Fix all dead internal links on published pages; gate future ones in CI (G34) Vishal Sachdev
• June 10, 2026 feat: BADM 590 website course description confirmed (Maria Rodas, 2026-06-10) K-ai
• June 2, 2026 curriculum: combine quantum courses + shift BADM 558 (Spring 2027 revision) Vishal Sachdev
• May 19, 2026 Fix Quantum II course name inconsistency: rename to "Quantum Computing for Optimization" K-ai
• May 19, 2026 fix: update quantum course names per Maria Rodas (2026-05-19) K-ai
• May 1, 2026 Propagate AI-Native, Human-Centered + Practicum renames across KB Vishal Sachdev
• April 26, 2026 feat(quantum-cognition): v12 approved — update status note Vishal Sachdev
• April 26, 2026 feat(quantum-cognition): record v11 decisions, fix home page schedule, add course stub Vishal Sachdev

Quantum Computing and Decision Making — Part 2 of “Quantum Approaches for Decision Making” (BADM 5XX)

• July 31, 2026 site pages: full instructor names + reword internal-registry references Vishal Sachdev
• July 10, 2026 Rename course: Agentic AI for Analytics → Agentic AI (KB-wide) K-ai
• June 19, 2026 feat(kb): OKF type: taxonomy + governance registration + deterministic enforcement (G43/G44) Vishal Sachdev
• June 12, 2026 Polish: auto-TOC on long pages; strip 34 redundant manual home-link crumbs Vishal Sachdev
• June 10, 2026 feat: BADM 590 website course description confirmed (Maria Rodas, 2026-06-10) K-ai
• June 2, 2026 curriculum: combine quantum courses + shift BADM 558 (Spring 2027 revision) Vishal Sachdev
• May 20, 2026 Quantum II course name confirmed: Quantum Computing and Decision Making K-ai
• May 19, 2026 Fix Quantum II course name inconsistency: rename to "Quantum Computing for Optimization" K-ai
• May 19, 2026 fix: update quantum course names per Maria Rodas (2026-05-19) K-ai
• April 26, 2026 fix(coherence): propagate Spring 2027 restructure across all site pages Vishal Sachdev
• March 26, 2026 Remove MSBAi rubric numbers; add catalog name notes to BADM 554, FIN 550, Quantum MSBAi Bot
• March 26, 2026 Content standards + course status badges from 3/25 meetings Vishal Sachdev
• March 26, 2026 Rename all site pages to lowercase filenames + update all cross-references MSBAi Bot
• March 6, 2026 Assessment model redesign + rename BADM 557 Vishal Sachdev
• March 4, 2026 Add tentative status to Agentic AI and Quantum course pages Vishal Sachdev
• March 4, 2026 UX/content audit P2+P3: deduplicate, differentiate L-C-E, update stale items Vishal Sachdev
• March 4, 2026 UX/content audit P0+P1: rebuild assessment strategy, deduplicate, standardize Vishal Sachdev
• February 28, 2026 Add AIAS levels to all 9 course syllabi with source citation Vishal Sachdev
• February 28, 2026 Add auto-generated last-updated dates to all site pages Vishal Sachdev
• February 26, 2026 Add career pivoter target profile and align curriculum across 17 files Vishal Sachdev
• February 7, 2026 Split electives into individual pages and surface brainstorming as ideation Vishal Sachdev

MSBAi Cohort Model: Student Experience & Synchronous Touchpoints

• July 31, 2026 site pages: full instructor names + reword internal-registry references Vishal Sachdev
• June 19, 2026 feat(kb): OKF type: taxonomy + governance registration + deterministic enforcement (G43/G44) Vishal Sachdev
• June 12, 2026 Polish: auto-TOC on long pages; strip 34 redundant manual home-link crumbs Vishal Sachdev
• April 23, 2026 Update design docs for 90+90+60 session model K-ai
• April 22, 2026 Propagate 60+60 session model across design/program/discussions docs Vishal Sachdev
• April 22, 2026 Confirm weekly workload structure (60+60 live sessions) for 8-week courses K-ai
• March 26, 2026 Content standards + course status badges from 3/25 meetings Vishal Sachdev
• March 26, 2026 Rename all site pages to lowercase filenames + update all cross-references MSBAi Bot
• February 28, 2026 Add auto-generated last-updated dates to all site pages Vishal Sachdev
• February 26, 2026 Add career pivoter target profile and align curriculum across 17 files Vishal Sachdev
• February 7, 2026 Remove placeholder speakers, specific times, and attendance target from cohort model Vishal Sachdev
• February 7, 2026 Remove placeholder office hours scheduling from cohort model Vishal Sachdev
• February 7, 2026 Remove placeholder example schedule from cohort model Vishal Sachdev
• February 7, 2026 Remove reference pointers to COHORT_MODEL_DETAILS (not visible to site users) Vishal Sachdev
• February 7, 2026 Move cohort model Parts 3-11 to reference for fine-tuning later Vishal Sachdev
• February 7, 2026 Reword Discord hub to include iMBA communication platform option Vishal Sachdev
• February 7, 2026 Remove premature diversity goals, enrollment targets, and cohort naming from cohort model Vishal Sachdev
• February 6, 2026 Deploy site to Netlify with password protection and working navigation Vishal Sachdev
• February 6, 2026 Add home page navigation link to all content files Vishal Sachdev
• February 6, 2026 Restructure MSBAi repo: single source of truth, dependency graph, coherence fixes Vishal Sachdev
• January 13, 2026 Update MSBAi curriculum: 4-week course structure, quantum computing syllabus, and branding updates Vishal Sachdev
• January 13, 2026 Rename BADM 554 to Data Foundations, fix rubric tables, remove Cohort Model from public site Vishal Sachdev
• January 12, 2026 Add ELECTIVES_ROADMAP.md, COHORT_MODEL.md, and GitHub Pages site Vishal Sachdev

GitHub Strategy for the MSBA Programs

• July 31, 2026 site pages: full instructor names + reword internal-registry references Vishal Sachdev
• July 28, 2026 Narrow the GitHub strategy proposal to genuine approval asks Vishal Sachdev
• July 28, 2026 Decline UIUC GitHub Enterprise move; create PLO stub [conflict-check: clean] Vishal Sachdev
• July 28, 2026 Add program-level GitHub strategy proposal (design/github_strategy.md) Vishal Sachdev

MSBAi Weekly Time Estimate — 4-Credit, 8-Week Course

• July 31, 2026 site pages: full instructor names + reword internal-registry references Vishal Sachdev
• June 19, 2026 feat(kb): OKF type: taxonomy + governance registration + deterministic enforcement (G43/G44) Vishal Sachdev
• June 12, 2026 Polish: auto-TOC on long pages; strip 34 redundant manual home-link crumbs Vishal Sachdev
• April 23, 2026 Update design docs for 90+90+60 session model K-ai
• April 22, 2026 Propagate 60+60 session model across design/program/discussions docs Vishal Sachdev
• April 22, 2026 Add project milestone template, weekly time estimate, and finalize workload decisions K-ai

MSBAi: Master of Science in Business Analytics - Online

• July 31, 2026 site pages: full instructor names + reword internal-registry references Vishal Sachdev
• July 28, 2026 Narrow the GitHub strategy proposal to genuine approval asks Vishal Sachdev
• July 28, 2026 Decline UIUC GitHub Enterprise move; create PLO stub [conflict-check: clean] Vishal Sachdev
• July 28, 2026 Add program-level GitHub strategy proposal (design/github_strategy.md) Vishal Sachdev
• July 22, 2026 Fix lint findings 2026-07-22: co-instructor TBD, BADM 557 frameworks-first note, practicum tool-choice clarifier Vishal Sachdev
• July 10, 2026 Rename course: Agentic AI for Analytics → Agentic AI (KB-wide) K-ai
• June 13, 2026 Fix Copilot drift in index.md: present base AI assistant (OpenRouter rec.) as standard, not Copilot Vishal Sachdev
• June 12, 2026 Content refresh: FAQ + index brought current with the decision record Vishal Sachdev
• June 12, 2026 Home: replace run-on channel sentence with three channel cards Vishal Sachdev
• June 12, 2026 Add /governance: interactive G-rule explorer + governance Q&A chat Vishal Sachdev
• June 10, 2026 Add K-ai explainer video to home page Claude (cowork)
• June 2, 2026 curriculum: combine quantum courses + shift BADM 558 (Spring 2027 revision) Vishal Sachdev
• May 24, 2026 fix: expand abbreviated 'Quantum Computing' → 'Quantum Computing and Decision Making' in semester summary Vishal Sachdev
• May 24, 2026 Fix quantum course names across repo K-ai
• May 19, 2026 fix: update quantum course names per Maria Rodas (2026-05-19) K-ai
• May 1, 2026 Rename strategy/ai_first_strategy.md → ai_native_strategy.md and courses/capstone.md → practicum.md Vishal Sachdev
• May 1, 2026 Propagate AI-Native, Human-Centered + Practicum renames across KB Vishal Sachdev
• April 26, 2026 feat(quantum-cognition): record v11 decisions, fix home page schedule, add course stub Vishal Sachdev
• April 22, 2026 Web chat: read-only — clarify on chat page and home page K-ai
• April 17, 2026 drop Power BI as program-wide mandate; BI tool is now instructor's choice K-ai
• April 9, 2026 Fix BADM 558 catalog name: "Big Data Infrastructure" → "Big Data Infrastructures" K-ai
• April 9, 2026 Add instructor names to course syllabi table on front page Vishal Sachdev
• March 26, 2026 Revert to official catalog course names across all program materials Vishal Sachdev
• March 26, 2026 Rename all site pages to lowercase filenames + update all cross-references MSBAi Bot
• March 15, 2026 Add web chat widget and Teams outgoing webhook channel Vishal Sachdev
• March 15, 2026 Add Knowledge Base guide for faculty and staff Vishal Sachdev
• March 6, 2026 Assessment model redesign + rename BADM 557 Vishal Sachdev
• March 6, 2026 Shift to one major project per course + weekly assignments model Vishal Sachdev
• March 4, 2026 Add 5 program differentiators from Amber/Lindsey marketing discussion Vishal Sachdev
• March 4, 2026 UX/content audit P0+P1: rebuild assessment strategy, deduplicate, standardize Vishal Sachdev
• February 28, 2026 Rename GenAI to Agentic AI, fix Core/Advanced split, resolve audit findings Vishal Sachdev
• February 28, 2026 Add auto-generated last-updated dates to all site pages Vishal Sachdev
• February 9, 2026 Restructure curriculum from 18 to 15 months across 13 files Vishal Sachdev
• February 7, 2026 Remove on-campus comparison section and fix home page formatting Vishal Sachdev
• February 7, 2026 Remove premature stackable pathways content from three files Vishal Sachdev
• February 7, 2026 Move Implementation Plan and Dependency Graph to reference (off-site) Vishal Sachdev
• February 7, 2026 Add half-semester terms and week ranges to course index table Vishal Sachdev
• February 7, 2026 Split electives into individual pages and surface brainstorming as ideation Vishal Sachdev
• February 6, 2026 Rename program to Master of Science in Business Analytics Vishal Sachdev
• February 6, 2026 Deploy site to Netlify with password protection and working navigation Vishal Sachdev

MSBAi Course Names

• July 31, 2026 site pages: full instructor names + reword internal-registry references Vishal Sachdev
• July 10, 2026 Rename course: Agentic AI for Analytics → Agentic AI (KB-wide) K-ai
• June 19, 2026 feat(kb): OKF type: taxonomy + governance registration + deterministic enforcement (G43/G44) Vishal Sachdev
• June 12, 2026 Polish: auto-TOC on long pages; strip 34 redundant manual home-link crumbs Vishal Sachdev
• June 9, 2026 Revert "chore: whitespace (stage-3 webhook smoke test)" Vishal Sachdev
• June 2, 2026 curriculum: BADM 590 is a temporary shared course number (year 1), not a placeholder Vishal Sachdev
• June 2, 2026 curriculum: combine quantum courses + shift BADM 558 (Spring 2027 revision) Vishal Sachdev
• May 20, 2026 Quantum II course name confirmed: Quantum Computing and Decision Making K-ai
• May 19, 2026 Fix Quantum II course name inconsistency: rename to "Quantum Computing for Optimization" K-ai
• May 19, 2026 fix: update quantum course names per Maria Rodas (2026-05-19) K-ai
• May 1, 2026 Rename strategy/ai_first_strategy.md → ai_native_strategy.md and courses/capstone.md → practicum.md Vishal Sachdev
• May 1, 2026 Propagate AI-Native, Human-Centered + Practicum renames across KB Vishal Sachdev
• April 26, 2026 fix(coherence): propagate Spring 2027 restructure across all site pages Vishal Sachdev
• April 9, 2026 Fix BADM 558 catalog name: "Big Data Infrastructure" → "Big Data Infrastructures" K-ai
• March 26, 2026 Revert to official catalog course names across all program materials Vishal Sachdev
• March 26, 2026 Rename all site pages to lowercase filenames + update all cross-references MSBAi Bot
• March 6, 2026 Assessment model redesign + rename BADM 557 Vishal Sachdev
• March 4, 2026 UX/content audit P2+P3: deduplicate, differentiate L-C-E, update stale items Vishal Sachdev
• March 4, 2026 UX/content audit P0+P1: rebuild assessment strategy, deduplicate, standardize Vishal Sachdev
• February 28, 2026 Rename GenAI to Agentic AI, fix Core/Advanced split, resolve audit findings Vishal Sachdev
• February 28, 2026 Add course cross-links across all 16 site-facing files Vishal Sachdev
• February 28, 2026 Add auto-generated last-updated dates to all site pages Vishal Sachdev
• February 9, 2026 Restructure curriculum from 18 to 15 months across 13 files Vishal Sachdev
• February 7, 2026 Implement curriculum evaluation recommendations across 16 files Vishal Sachdev
• February 6, 2026 Deploy site to Netlify with password protection and working navigation Vishal Sachdev
• February 6, 2026 Add home page navigation link to all content files Vishal Sachdev
• February 6, 2026 Restructure MSBAi repo: single source of truth, dependency graph, coherence fixes Vishal Sachdev
• January 13, 2026 Rename BADM 557 to Decision Intelligence with AI (final name) Vishal Sachdev

MSBAi Curriculum: Single Source of Truth

• July 31, 2026 site pages: full instructor names + reword internal-registry references Vishal Sachdev
• July 22, 2026 Fix lint findings 2026-07-22: co-instructor TBD, BADM 557 frameworks-first note, practicum tool-choice clarifier Vishal Sachdev
• July 17, 2026 Correction: Linear Algebra prep belongs to Quantum part 2, not Agentic AI (lore: intentional) Vishal Sachdev
• July 17, 2026 Curriculum: add Linear Algebra prep module (Agentic AI) to prep tables Vishal Sachdev
• July 15, 2026 feat(agentic-ai): rebuild course to 8-week Framework v3 design [conflict-check: clean — 7 entries reviewed] Vishal Sachdev
• July 15, 2026 propagate(curriculum): BADM 576 co-instructor Amir Fazli joins Zilong Liu Vishal Sachdev
• July 11, 2026 Rename course: Agentic AI for Analytics → Agentic AI (curriculum.md) Vishal Sachdev
• June 19, 2026 feat(kb): OKF type: taxonomy + governance registration + deterministic enforcement (G43/G44) Vishal Sachdev
• June 13, 2026 Promote later-term soft-launch dates to KB (Spring/Summer/Fall 2027) Vishal Sachdev
• June 13, 2026 curriculum: add Fall 2026 CRNs (BADM 554 81817, BDI 513 81818, FIN 550 77523) Vishal Sachdev
• June 13, 2026 KB-lag fixes from MSBAi Essentials Canvas audit (K1-K3) Vishal Sachdev
• June 12, 2026 Polish: auto-TOC on long pages; strip 34 redundant manual home-link crumbs Vishal Sachdev
• June 10, 2026 curriculum: Practicum gains BADM 550 code + Banner-vs-structure note Claude
• June 10, 2026 decisions: BADM 558 cloud platform — GCP confirmed; propagate (curriculum, course file, OQ cross-ref) Claude
• June 2, 2026 curriculum: BADM 590 is a temporary shared course number (year 1), not a placeholder Vishal Sachdev
• June 2, 2026 curriculum: combine quantum courses + shift BADM 558 (Spring 2027 revision) Vishal Sachdev
• May 30, 2026 kb: BADM 554 status 'recording starts April 15' -> 'recording in progress' (stale) Vishal Sachdev
• May 30, 2026 Document STEM designation status in curriculum.md K-ai
• May 28, 2026 curriculum: propagate 2026-05-22 prep-course decisions to source of truth Vishal Sachdev
• May 24, 2026 Fix quantum course names across repo K-ai
• May 20, 2026 Quantum II course name confirmed: Quantum Computing and Decision Making K-ai
• May 18, 2026 kb: resolve 2026-05-18 staggered prep coursework conflict Vishal Sachdev
• May 1, 2026 Rename strategy/ai_first_strategy.md → ai_native_strategy.md and courses/capstone.md → practicum.md Vishal Sachdev
• April 26, 2026 fix(agentic-ai): update instructor to Vishal (lead) + Mark Moran (co-instructor) Vishal Sachdev
• April 23, 2026 Confirm Spring 2027 restructure + close Gautam/Quantum open items K-ai
• April 9, 2026 Fix BADM 558 catalog name: "Big Data Infrastructure" → "Big Data Infrastructures" K-ai
• April 4, 2026 Fix broken TARGET_PROFILE.md link (case sensitivity) K-ai
• March 26, 2026 Revert to official catalog course names across all program materials Vishal Sachdev
• March 26, 2026 Content standards + course status badges from 3/25 meetings Vishal Sachdev
• March 26, 2026 Rename all site pages to lowercase filenames + update all cross-references MSBAi Bot
• March 6, 2026 Assessment model redesign + rename BADM 557 Vishal Sachdev
• March 4, 2026 Update FIN 550 instructor to Xing/Mathias across all references Vishal Sachdev
• February 28, 2026 Rename GenAI to Agentic AI, fix Core/Advanced split, resolve audit findings Vishal Sachdev
• February 28, 2026 Add course cross-links across all 16 site-facing files Vishal Sachdev
• February 28, 2026 Add auto-generated last-updated dates to all site pages Vishal Sachdev
• February 26, 2026 Assign Vanitha as capstone instructor Vishal Sachdev
• February 26, 2026 Add career pivoter target profile and align curriculum across 17 files Vishal Sachdev
• February 10, 2026 Replace stats pre-reqs with Gies Coursera courses Vishal Sachdev
• February 9, 2026 Restructure curriculum from 18 to 15 months across 13 files Vishal Sachdev
• February 7, 2026 Remove on-campus comparison section and fix home page formatting Vishal Sachdev
• February 7, 2026 Implement curriculum evaluation recommendations across 16 files Vishal Sachdev
• February 6, 2026 Rename program to Master of Science in Business Analytics Vishal Sachdev
• February 6, 2026 Deploy site to Netlify with password protection and working navigation Vishal Sachdev
• February 6, 2026 Add home page navigation link to all content files Vishal Sachdev
• February 6, 2026 Update program name to Master of Science in Business Analytics and Intelligence Vishal Sachdev
• February 6, 2026 Restructure MSBAi repo: single source of truth, dependency graph, coherence fixes Vishal Sachdev

MSBAi Program Learning Outcomes (PLOs)

• July 31, 2026 site pages: full instructor names + reword internal-registry references Vishal Sachdev
• July 28, 2026 fix(deploy): remove dead links to excluded discussions/ pages in PLO stub K-ai
• July 28, 2026 Decline UIUC GitHub Enterprise move; create PLO stub [conflict-check: clean] Vishal Sachdev

MSBAi Standard Tools Reference

• July 31, 2026 site pages: full instructor names + reword internal-registry references Vishal Sachdev
• July 29, 2026 fix(tools): Copilot prose reflects 2026-07-26 restoration (lint 1a/4a) Vishal Sachdev
• July 26, 2026 update: GitHub Copilot free again for verified students via GitHub Education (2026-07-26) [conflict-check: clean — 2 entries reviewed] K-ai
• June 26, 2026 KB: correct Peerceptiv name variant, add to tools.md, confirm pilot status K-ai
• June 19, 2026 feat(kb): OKF type: taxonomy + governance registration + deterministic enforcement (G43/G44) Vishal Sachdev
• June 13, 2026 tools.md: wire in faculty tool poll (owner: Maria Rodas) + stamp owner in poll doc Vishal Sachdev
• June 12, 2026 Polish: auto-TOC on long pages; strip 34 redundant manual home-link crumbs Vishal Sachdev
• June 6, 2026 docs(kb): propagate 06-04 platform decisions — Canvas for graded engagement, student-paid AI model Vishal Sachdev
• June 5, 2026 fix(tools): move Mindforum and Cognitive Swarm to proposed/under evaluation K-ai
• May 30, 2026 Add Cognitive Swarm to program tools reference K-ai
• May 30, 2026 Add Mindforum to program tools reference K-ai
• May 21, 2026 feat(tools): GCP BigQuery confirmed for BADM 554 — replaces Cloud SQL K-ai
• May 21, 2026 Track GitHub Copilot signup pause and add Illinois Anywhere fallback K-ai
• May 1, 2026 Rename strategy/ai_first_strategy.md → ai_native_strategy.md and courses/capstone.md → practicum.md Vishal Sachdev
• April 17, 2026 drop Power BI as program-wide mandate; BI tool is now instructor's choice K-ai
• April 15, 2026 fix broken links: lowercase all uppercase filename references across 8 files K-ai
• April 15, 2026 drop Power BI as program-wide mandate — faculty choose visualization tools per course K-ai
• March 26, 2026 Rename all site pages to lowercase filenames + update all cross-references MSBAi Bot
• March 6, 2026 Assessment model redesign + rename BADM 557 Vishal Sachdev
• March 4, 2026 UX/content audit P2+P3: deduplicate, differentiate L-C-E, update stale items Vishal Sachdev
• February 28, 2026 Add course cross-links across all 16 site-facing files Vishal Sachdev
• February 28, 2026 Add auto-generated last-updated dates to all site pages Vishal Sachdev
• February 28, 2026 Add standard tools reference and update Design Principles for VS Code + Copilot Vishal Sachdev

How the MSBAi Knowledge Base Works

• July 29, 2026 governance: G37 v2 promotion recorded — registry rows, changelog, stakeholder view, live artifact links Vishal Sachdev
• July 17, 2026 Registry v9: RC-005–011 approved — G45–G54 added (§7), Hermes marked agent principal Vishal Sachdev
• July 17, 2026 Governance architecture review: 4-dimension audit, registry v8, RC-009/010/011, doc freshness + dependency tracking Vishal Sachdev
• June 19, 2026 feat(kb): OKF type: taxonomy + governance registration + deterministic enforcement (G43/G44) Vishal Sachdev
• June 10, 2026 governance: wire CLAUDE.md + stakeholder docs to the registry Claude
• May 19, 2026 site-wide coherence pass: fix drift surfaced by today's revisions Vishal Sachdev
• April 28, 2026 docs(kb): close kb-conflict-detection inbox; document live state Vishal Sachdev
• April 26, 2026 docs(kb): add 7-topic taxonomy + Risks/Dependencies fields Vishal Sachdev
• April 25, 2026 docs: add stakeholder-facing KB architecture overview Vishal Sachdev

MSBAi Knowledge Base Audit — Confirmed Policies & Decisions

• July 21, 2026 Add KB audit page (docs/kb-audit.md) — 15-category confirmed-policy reference K-ai

Agentic AI

• July 17, 2026 Correction: Linear Algebra prep belongs to Quantum part 2, not Agentic AI (lore: intentional) Vishal Sachdev
• July 15, 2026 fix(agentic-ai): de-link excluded reference/ page (G34 link-check deploy failure) Vishal Sachdev
• July 15, 2026 feat(agentic-ai): rebuild course to 8-week Framework v3 design [conflict-check: clean — 7 entries reviewed] Vishal Sachdev
• July 10, 2026 Rename course: Agentic AI for Analytics → Agentic AI (KB-wide) K-ai
• June 23, 2026 decisions: Agentic AI prep = Linear Algebra (Maria to lead); co-instructor TBD K-ai
• June 20, 2026 Assessment Framework v3: peer eval 10%, v3 bucket structure propagated K-ai
• June 19, 2026 feat(kb): OKF type: taxonomy + governance registration + deterministic enforcement (G43/G44) Vishal Sachdev
• June 12, 2026 Polish: auto-TOC on long pages; strip 34 redundant manual home-link crumbs Vishal Sachdev
• June 12, 2026 Fix all dead internal links on published pages; gate future ones in CI (G34) Vishal Sachdev
• June 6, 2026 docs(kb): propagate 06-04 platform decisions — Canvas for graded engagement, student-paid AI model Vishal Sachdev
• May 19, 2026 fix: update quantum course names per Maria Rodas (2026-05-19) K-ai
• May 19, 2026 agentic_ai: align weights with program-wide commitments Vishal Sachdev
• May 19, 2026 site-wide coherence pass: fix drift surfaced by today's revisions Vishal Sachdev
• May 5, 2026 Add Tonk Labs reference articles + Exercise D in Agentic AI course K-ai
• April 26, 2026 fix(agentic-ai): update instructor to Vishal (lead) + Mark Moran (co-instructor) Vishal Sachdev
• April 9, 2026 Fix BADM 558 catalog name: "Big Data Infrastructure" → "Big Data Infrastructures" K-ai
• March 28, 2026 Manzoor talk reference, faculty resources, Specify→Execute→Verify framework Vishal Sachdev
• March 26, 2026 Content standards + course status badges from 3/25 meetings Vishal Sachdev
• March 26, 2026 Rename all site pages to lowercase filenames + update all cross-references MSBAi Bot
• March 6, 2026 Assessment model redesign + rename BADM 557 Vishal Sachdev
• March 4, 2026 Add tentative status to Agentic AI and Quantum course pages Vishal Sachdev
• March 4, 2026 UX/content audit P0+P1: rebuild assessment strategy, deduplicate, standardize Vishal Sachdev
• February 28, 2026 Add AIAS levels to all 9 course syllabi with source citation Vishal Sachdev
• February 28, 2026 Rename GenAI to Agentic AI, fix Core/Advanced split, resolve audit findings Vishal Sachdev
• February 28, 2026 Add course cross-links across all 16 site-facing files Vishal Sachdev
• February 28, 2026 Add auto-generated last-updated dates to all site pages Vishal Sachdev
• February 7, 2026 Implement curriculum evaluation recommendations across 16 files Vishal Sachdev
• February 7, 2026 Split electives into individual pages and surface brainstorming as ideation Vishal Sachdev

MSBAi / K-ai / NanoClaw — Process Architecture Audit

• July 17, 2026 Governance architecture review: 4-dimension audit, registry v8, RC-009/010/011, doc freshness + dependency tracking Vishal Sachdev
• June 19, 2026 feat(kb): OKF type: taxonomy + governance registration + deterministic enforcement (G43/G44) Vishal Sachdev
• June 12, 2026 Fix all dead internal links on published pages; gate future ones in CI (G34) Vishal Sachdev
• May 30, 2026 allowlist: fix Vishal title (Clinical Assoc Prof; +Faculty BADM 554) & Amber title; audit: record live F5 divergence + fix Vishal Sachdev
• May 30, 2026 docs: make EMAIL_ALLOWLIST.md the single source of truth (roster+access+role+gate); trim audit J to reference it Vishal Sachdev
• May 30, 2026 docs: audit J status (pilot access shipped) + draft off-board faculty notice Vishal Sachdev
• May 30, 2026 docs(audit): complete authority map — admissions/marketing/LD/faculty + read-only tier Vishal Sachdev
• May 30, 2026 docs(audit): scope to active channels (Email/Telegram/WebChat); Teams/Copilot dormant Vishal Sachdev
• May 30, 2026 docs(audit): Section J — authority & gatekeeping model (data-grounded) Vishal Sachdev
• May 30, 2026 docs(audit): incorporate Codex architecture review + KB/memory options Vishal Sachdev
• May 30, 2026 docs: process architecture audit (inventory, first-principles history, best practices) Vishal Sachdev

MSBAi Org Memory — Stakeholder Guide

• July 17, 2026 Registry v9: RC-005–011 approved — G45–G54 added (§7), Hermes marked agent principal Vishal Sachdev
• July 17, 2026 Governance architecture review: 4-dimension audit, registry v8, RC-009/010/011, doc freshness + dependency tracking Vishal Sachdev
• June 19, 2026 feat(kb): OKF type: taxonomy + governance registration + deterministic enforcement (G43/G44) Vishal Sachdev
• June 10, 2026 governance: wire CLAUDE.md + stakeholder docs to the registry Claude
• June 9, 2026 docs: stakeholder-bot-guide — remove retired Teams channel Vishal Sachdev
• June 5, 2026 docs(stakeholder-guide): update channels, roles, and observers K-ai
• April 26, 2026 Stakeholder guide: add Telegram channel, PDF support, lore:intentional K-ai
• April 19, 2026 Update stakeholder guide: email-primary, functional lead structure, future approval model, remove Telegram K-ai
• April 14, 2026 Remove MS Teams from stakeholder bot guide Vishal Sachdev
• April 14, 2026 Capture 4/14 prep-courses meeting + pilot plan + stakeholder guide Vishal Sachdev

/governance

• July 17, 2026 Governance architecture review: 4-dimension audit, registry v8, RC-009/010/011, doc freshness + dependency tracking Vishal Sachdev
• June 19, 2026 governance: publish reminder cadence + registry guardrail Vishal Sachdev
• June 18, 2026 governance: link the K-ai reliability change log from 'How governance has evolved' Vishal Sachdev
• June 12, 2026 Add /governance: interactive G-rule explorer + governance Q&A chat Vishal Sachdev

MSBAi Target Student Profile & Admission Criteria

• July 17, 2026 Correction: Linear Algebra prep belongs to Quantum part 2, not Agentic AI (lore: intentional) Vishal Sachdev
• July 17, 2026 Curriculum: add Linear Algebra prep module (Agentic AI) to prep tables Vishal Sachdev
• June 19, 2026 feat(kb): OKF type: taxonomy + governance registration + deterministic enforcement (G43/G44) Vishal Sachdev
• June 13, 2026 KB-lag fixes from MSBAi Essentials Canvas audit (K1-K3) Vishal Sachdev
• June 12, 2026 Polish: auto-TOC on long pages; strip 34 redundant manual home-link crumbs Vishal Sachdev
• June 12, 2026 Fix all dead internal links on published pages; gate future ones in CI (G34) Vishal Sachdev
• June 6, 2026 target_profile: align International Pivoter STEM-OPT claim to curriculum (not STEM-designated) Vishal Sachdev
• May 28, 2026 curriculum: propagate 2026-05-22 prep-course decisions to source of truth Vishal Sachdev
• May 19, 2026 site-wide coherence pass: fix drift surfaced by today's revisions Vishal Sachdev
• April 17, 2026 drop Power BI as program-wide mandate; BI tool is now instructor's choice K-ai
• April 15, 2026 fix broken links: lowercase all uppercase filename references across 8 files K-ai
• March 26, 2026 Rename all site pages to lowercase filenames + update all cross-references MSBAi Bot
• March 15, 2026 Add Lightcast + Hanover geographic/industry targeting data to TARGET_PROFILE MSBAi Bot
• March 4, 2026 UX/content audit P2+P3: deduplicate, differentiate L-C-E, update stale items Vishal Sachdev
• March 4, 2026 UX/content audit P0+P1: rebuild assessment strategy, deduplicate, standardize Vishal Sachdev
• February 28, 2026 Add course cross-links across all 16 site-facing files Vishal Sachdev
• February 26, 2026 Add career pivoter target profile and align curriculum across 17 files Vishal Sachdev

BADM 576 - Data Science and Analytics (ML II)

• July 14, 2026 update(badm576): add Amir Fazli as co-instructor alongside Zilong Liu K-ai
• July 10, 2026 Rename course: Agentic AI for Analytics → Agentic AI (KB-wide) K-ai
• June 20, 2026 Assessment Framework v3: peer eval 10%, v3 bucket structure propagated K-ai
• June 19, 2026 feat(kb): OKF type: taxonomy + governance registration + deterministic enforcement (G43/G44) Vishal Sachdev
• June 12, 2026 Polish: auto-TOC on long pages; strip 34 redundant manual home-link crumbs Vishal Sachdev
• June 9, 2026 feat(badm576): update CLOs per Zilong Liu (2026-06-09) K-ai
• May 1, 2026 Rename strategy/ai_first_strategy.md → ai_native_strategy.md and courses/capstone.md → practicum.md Vishal Sachdev
• May 1, 2026 Propagate AI-Native, Human-Centered + Practicum renames across KB Vishal Sachdev
• April 27, 2026 fix(course-names): remove proposed-name callouts; use catalog names throughout Vishal Sachdev
• April 15, 2026 fix broken links: lowercase all uppercase filename references across 8 files K-ai
• March 26, 2026 Revert to official catalog course names across all program materials Vishal Sachdev
• March 26, 2026 Content standards + course status badges from 3/25 meetings Vishal Sachdev
• March 26, 2026 Rename all site pages to lowercase filenames + update all cross-references MSBAi Bot
• March 6, 2026 Assessment model redesign + rename BADM 557 Vishal Sachdev
• March 4, 2026 UX/content audit P2+P3: deduplicate, differentiate L-C-E, update stale items Vishal Sachdev
• March 4, 2026 UX/content audit P0+P1: rebuild assessment strategy, deduplicate, standardize Vishal Sachdev
• February 28, 2026 Add AIAS levels to all 9 course syllabi with source citation Vishal Sachdev
• February 28, 2026 Rename GenAI to Agentic AI, fix Core/Advanced split, resolve audit findings Vishal Sachdev
• February 28, 2026 Add course cross-links across all 16 site-facing files Vishal Sachdev
• February 28, 2026 Standardize team size to 3 students across all courses Vishal Sachdev
• February 28, 2026 Add auto-generated last-updated dates to all site pages Vishal Sachdev
• February 26, 2026 Add career pivoter target profile and align curriculum across 17 files Vishal Sachdev
• February 7, 2026 Implement curriculum evaluation recommendations across 16 files Vishal Sachdev
• February 6, 2026 Deploy site to Netlify with password protection and working navigation Vishal Sachdev
• February 6, 2026 Add home page navigation link to all content files Vishal Sachdev
• February 6, 2026 Restructure MSBAi repo: single source of truth, dependency graph, coherence fixes Vishal Sachdev

Dive into Claude Code: The Design Space of AI Agent Systems

• July 11, 2026 Rename course: Agentic AI for Analytics → Agentic AI (remaining source docs) Vishal Sachdev
• June 19, 2026 feat(kb): OKF type: taxonomy + governance registration + deterministic enforcement (G43/G44) Vishal Sachdev
• June 12, 2026 Fix all dead internal links on published pages; gate future ones in CI (G34) Vishal Sachdev
• April 19, 2026 Ingest arXiv:2604.14228 — Claude Code agent design principles (Liu et al., April 17 2026) K-ai

BADM 557 - Business Intelligence

• July 10, 2026 Rename course: Agentic AI for Analytics → Agentic AI (KB-wide) K-ai
• June 20, 2026 Assessment Framework v3: peer eval 10%, v3 bucket structure propagated K-ai
• June 19, 2026 feat(kb): OKF type: taxonomy + governance registration + deterministic enforcement (G43/G44) Vishal Sachdev
• June 12, 2026 Polish: auto-TOC on long pages; strip 34 redundant manual home-link crumbs Vishal Sachdev
• May 5, 2026 course: rewrite BADM 557 with Gautam's confirmed week-by-week outline K-ai
• April 27, 2026 fix(course-names): remove proposed-name callouts; use catalog names throughout Vishal Sachdev
• April 26, 2026 fix(coherence): propagate Spring 2027 restructure across all site pages Vishal Sachdev
• April 15, 2026 drop Power BI as program-wide mandate — faculty choose visualization tools per course K-ai
• March 26, 2026 Revert to official catalog course names across all program materials Vishal Sachdev
• March 26, 2026 Content standards + course status badges from 3/25 meetings Vishal Sachdev
• March 26, 2026 Rename all site pages to lowercase filenames + update all cross-references MSBAi Bot
• March 6, 2026 Assessment model redesign + rename BADM 557 Vishal Sachdev
• March 4, 2026 UX/content audit P2+P3: deduplicate, differentiate L-C-E, update stale items Vishal Sachdev
• March 4, 2026 UX/content audit P0+P1: rebuild assessment strategy, deduplicate, standardize Vishal Sachdev
• February 28, 2026 Add AIAS levels to all 9 course syllabi with source citation Vishal Sachdev
• February 28, 2026 Add course cross-links across all 16 site-facing files Vishal Sachdev
• February 28, 2026 Standardize team size to 3 students across all courses Vishal Sachdev
• February 28, 2026 Add auto-generated last-updated dates to all site pages Vishal Sachdev
• February 26, 2026 Add career pivoter target profile and align curriculum across 17 files Vishal Sachdev
• February 7, 2026 Implement curriculum evaluation recommendations across 16 files Vishal Sachdev
• February 6, 2026 Deploy site to Netlify with password protection and working navigation Vishal Sachdev
• February 6, 2026 Add home page navigation link to all content files Vishal Sachdev
• February 6, 2026 Restructure MSBAi repo: single source of truth, dependency graph, coherence fixes Vishal Sachdev

BADM 558 - Big Data Infrastructures

• July 10, 2026 Rename course: Agentic AI for Analytics → Agentic AI (KB-wide) K-ai
• June 20, 2026 Assessment Framework v3: peer eval 10%, v3 bucket structure propagated K-ai
• June 19, 2026 feat(kb): OKF type: taxonomy + governance registration + deterministic enforcement (G43/G44) Vishal Sachdev
• June 12, 2026 Polish: auto-TOC on long pages; strip 34 redundant manual home-link crumbs Vishal Sachdev
• June 10, 2026 decisions: BADM 558 cloud platform — GCP confirmed; propagate (curriculum, course file, OQ cross-ref) Claude
• April 9, 2026 Fix BADM 558 catalog name: "Big Data Infrastructure" → "Big Data Infrastructures" K-ai
• April 4, 2026 BADM 554/558: revise week topics + standardize on GCP K-ai
• March 26, 2026 Revert to official catalog course names across all program materials Vishal Sachdev
• March 26, 2026 Content standards + course status badges from 3/25 meetings Vishal Sachdev
• March 26, 2026 Rename all site pages to lowercase filenames + update all cross-references MSBAi Bot
• March 6, 2026 Assessment model redesign + rename BADM 557 Vishal Sachdev
• March 4, 2026 UX/content audit P0+P1: rebuild assessment strategy, deduplicate, standardize Vishal Sachdev
• February 28, 2026 Add AIAS levels to all 9 course syllabi with source citation Vishal Sachdev
• February 28, 2026 Add course cross-links across all 16 site-facing files Vishal Sachdev
• February 28, 2026 Standardize team size to 3 students across all courses Vishal Sachdev
• February 28, 2026 Add auto-generated last-updated dates to all site pages Vishal Sachdev
• February 26, 2026 Add career pivoter target profile and align curriculum across 17 files Vishal Sachdev
• February 7, 2026 Implement curriculum evaluation recommendations across 16 files Vishal Sachdev
• February 6, 2026 Deploy site to Netlify with password protection and working navigation Vishal Sachdev
• February 6, 2026 Add home page navigation link to all content files Vishal Sachdev
• February 6, 2026 Restructure MSBAi repo: single source of truth, dependency graph, coherence fixes Vishal Sachdev

MSBAi Instructor Course Talking Points

• July 10, 2026 Rename course: Agentic AI for Analytics → Agentic AI (KB-wide) K-ai
• June 23, 2026 Ingest instructor course talking points (Amber Glynn, 2026-06-24) K-ai

Shopify’s AI Phase Transition — Lessons for MSBAi

• July 10, 2026 Rename course: Agentic AI for Analytics → Agentic AI (KB-wide) K-ai
• June 19, 2026 feat(kb): OKF type: taxonomy + governance registration + deterministic enforcement (G43/G44) Vishal Sachdev
• June 12, 2026 Polish: auto-TOC on long pages; strip 34 redundant manual home-link crumbs Vishal Sachdev
• May 1, 2026 Rename strategy/ai_first_strategy.md → ai_native_strategy.md and courses/capstone.md → practicum.md Vishal Sachdev
• May 1, 2026 Propagate AI-Native, Human-Centered + Practicum renames across KB Vishal Sachdev
• April 27, 2026 fix(course-names): remove proposed-name callouts; use catalog names throughout Vishal Sachdev
• April 23, 2026 Add Shopify AI phase transition KB article and seed FAQ K-ai

Design Guide: T&L Digital Media Production PowerPoint Template

• June 19, 2026 feat(kb): OKF type: taxonomy + governance registration + deterministic enforcement (G43/G44) Vishal Sachdev
• June 6, 2026 docs: DECISIONS.md entries append at end, not beside topical neighbor Vishal Sachdev

Faculty Resources: Assessment Design & Tool Orientation

• June 19, 2026 feat(kb): OKF type: taxonomy + governance registration + deterministic enforcement (G43/G44) Vishal Sachdev
• June 12, 2026 Polish: auto-TOC on long pages; strip 34 redundant manual home-link crumbs Vishal Sachdev
• June 12, 2026 Fix all dead internal links on published pages; gate future ones in CI (G34) Vishal Sachdev
• June 6, 2026 docs(kb): propagate 06-04 platform decisions — Canvas for graded engagement, student-paid AI model Vishal Sachdev
• June 2, 2026 KB coherence: reconcile oral-defense weights, propagate Copilot caveat, fix filename drift Vishal Sachdev
• May 19, 2026 site-wide coherence pass: fix drift surfaced by today's revisions Vishal Sachdev
• May 1, 2026 Propagate AI-Native, Human-Centered + Practicum renames across KB Vishal Sachdev
• April 22, 2026 Propagate 60+60 session model across design/program/discussions docs Vishal Sachdev
• April 17, 2026 drop Power BI as program-wide mandate; BI tool is now instructor's choice K-ai
• March 28, 2026 Manzoor talk reference, faculty resources, Specify→Execute→Verify framework Vishal Sachdev

MSBAi Project Milestone Template

• June 19, 2026 feat(kb): OKF type: taxonomy + governance registration + deterministic enforcement (G43/G44) Vishal Sachdev
• June 12, 2026 Polish: auto-TOC on long pages; strip 34 redundant manual home-link crumbs Vishal Sachdev
• May 18, 2026 assessment: faculty-autonomy tone pass + live-preferred oral + feedback closure Vishal Sachdev
• May 18, 2026 assessment: propagate Black Box rubric to milestone template; archive FACT and Process-Product Vishal Sachdev
• May 18, 2026 assessment: peer-eval framework + coherence fixes from council review Vishal Sachdev
• May 18, 2026 Align project_milestone_template with updated assessment model K-ai
• April 27, 2026 pedagogy: add design thinking framework to assessment + milestone docs K-ai
• April 22, 2026 Add project milestone template, weekly time estimate, and finalize workload decisions K-ai

Why We Ask You to Show Your Thinking

• June 19, 2026 feat(kb): OKF type: taxonomy + governance registration + deterministic enforcement (G43/G44) Vishal Sachdev
• June 12, 2026 Polish: auto-TOC on long pages; strip 34 redundant manual home-link crumbs Vishal Sachdev
• June 12, 2026 Fix case-sensitive dead links caught by CI link gate (G34) Vishal Sachdev
• June 12, 2026 Fix all dead internal links on published pages; gate future ones in CI (G34) Vishal Sachdev
• May 1, 2026 Propagate AI-Native, Human-Centered + Practicum renames across KB Vishal Sachdev
• March 28, 2026 Manzoor talk reference, faculty resources, Specify→Execute→Verify framework Vishal Sachdev
• March 26, 2026 Rename all site pages to lowercase filenames + update all cross-references MSBAi Bot
• March 18, 2026 Add student-facing 'Why Show Your Thinking' page; link from Assessment Strategy MSBAi Bot

On joining humans&

• June 19, 2026 docs: ingest Sorensen 'On joining humans&' with MSBAi cross-reference analysis (#11) Vishal Sachdev

MSBAi Learning Infrastructure — Pilot Brief

• June 19, 2026 feat(kb): OKF type: taxonomy + governance registration + deterministic enforcement (G43/G44) Vishal Sachdev
• April 27, 2026 fix(course-names): remove proposed-name callouts; use catalog names throughout Vishal Sachdev
• April 19, 2026 Add hyperlinks to both source articles in learning infrastructure brief K-ai
• April 19, 2026 add Gemini story context for audience unfamiliar with the article K-ai
• April 19, 2026 fix MIT Sloan ME article date: 2025 → April 2026 K-ai
• April 19, 2026 accuracy fixes: ten Ocasio exchanges (not nine), add all 3 digests to cadence table, Ocasio invitation pending note, Telegram mention clarification K-ai
• April 19, 2026 add learning-infrastructure-brief.md — pilot team brief with frameworks, roles, Ocasio research plan K-ai

Philosophy Eats AI

• June 19, 2026 feat(kb): OKF type: taxonomy + governance registration + deterministic enforcement (G43/G44) Vishal Sachdev
• May 1, 2026 Rename strategy/ai_first_strategy.md → ai_native_strategy.md and courses/capstone.md → practicum.md Vishal Sachdev
• May 1, 2026 Propagate AI-Native, Human-Centered + Practicum renames across KB Vishal Sachdev
• April 19, 2026 Ingest: Philosophy Eats AI (MIT SMR, Schrage & Kiron, Jan 2025) K-ai

MSBAi: Design Principles & Constraints

• June 19, 2026 feat(kb): OKF type: taxonomy + governance registration + deterministic enforcement (G43/G44) Vishal Sachdev
• June 13, 2026 KB-lag fixes from MSBAi Essentials Canvas audit (K1-K3) Vishal Sachdev
• June 12, 2026 Polish: auto-TOC on long pages; strip 34 redundant manual home-link crumbs Vishal Sachdev
• June 12, 2026 Fix all dead internal links on published pages; gate future ones in CI (G34) Vishal Sachdev
• June 6, 2026 docs(kb): propagate 06-04 platform decisions — Canvas for graded engagement, student-paid AI model Vishal Sachdev
• June 2, 2026 KB coherence: reconcile oral-defense weights, propagate Copilot caveat, fix filename drift Vishal Sachdev
• May 19, 2026 site-wide coherence pass: fix drift surfaced by today's revisions Vishal Sachdev
• May 2, 2026 feat(kb): add Anderson & Rainie (2026) Human Resilience Infrastructure K-ai
• May 1, 2026 Propagate AI-Native, Human-Centered + Practicum renames across KB Vishal Sachdev
• April 22, 2026 Propagate 60+60 session model across design/program/discussions docs Vishal Sachdev
• April 16, 2026 add cognitive offloading U-curve to BADM 554 pedagogical notes + design_principles; park for further propagation K-ai
• April 15, 2026 fix broken links: lowercase all uppercase filename references across 8 files K-ai
• March 26, 2026 Clean up design principles: remove stale Red Flags, Success Criteria, naming options Vishal Sachdev
• March 26, 2026 Revert to official catalog course names across all program materials Vishal Sachdev
• March 26, 2026 Content standards + course status badges from 3/25 meetings Vishal Sachdev
• March 26, 2026 Rename all site pages to lowercase filenames + update all cross-references MSBAi Bot
• March 14, 2026 Incorporate dopamine gap neuroscience into main pedagogical documents Claude
• March 11, 2026 Pedagogical foundations: critical thinking scaffolding + reference articles + open questions Vishal Sachdev
• March 6, 2026 Shift to one major project per course + weekly assignments model Vishal Sachdev
• March 4, 2026 Add low-stakes iteration with peer review as design constraint Vishal Sachdev
• March 4, 2026 UX/content audit P0+P1: rebuild assessment strategy, deduplicate, standardize Vishal Sachdev
• February 28, 2026 Add AIAS levels to all 9 course syllabi with source citation Vishal Sachdev
• February 28, 2026 Add course cross-links across all 16 site-facing files Vishal Sachdev
• February 28, 2026 Standardize team size to 3 students across all courses Vishal Sachdev
• February 28, 2026 Add auto-generated last-updated dates to all site pages Vishal Sachdev
• February 28, 2026 Add standard tools reference and update Design Principles for VS Code + Copilot Vishal Sachdev
• February 26, 2026 Add career pivoter target profile and align curriculum across 17 files Vishal Sachdev
• February 10, 2026 Replace stats pre-reqs with Gies Coursera courses Vishal Sachdev
• February 9, 2026 Restructure curriculum from 18 to 15 months across 13 files Vishal Sachdev
• February 7, 2026 Implement curriculum evaluation recommendations across 16 files Vishal Sachdev
• February 6, 2026 Deploy site to Netlify with password protection and working navigation Vishal Sachdev
• February 6, 2026 Add home page navigation link to all content files Vishal Sachdev
• February 6, 2026 Restructure MSBAi repo: single source of truth, dependency graph, coherence fixes Vishal Sachdev
• January 13, 2026 Rename BADM 557 to Decision Intelligence with AI (final name) Vishal Sachdev
• January 13, 2026 Rename BADM 554 to Data Foundations, fix rubric tables, remove Cohort Model from public site Vishal Sachdev
• January 13, 2026 Fix GitHub Pages 404 errors - copy docs to docs folder Vishal Sachdev
• January 12, 2026 Initial MSBAi curriculum design: 8-week online MSBA program launch (Fall 2026) Vishal Sachdev

K-ai Email Conventions

• June 19, 2026 feat(kb): OKF type: taxonomy + governance registration + deterministic enforcement (G43/G44) Vishal Sachdev
• April 19, 2026 Record email authorization policy: allowlist members can instruct outgoing emails K-ai
• April 19, 2026 Add email conventions doc: plain text formatting, three modes, Ocasio organic protocol, pending code fix K-ai

MSBAi: AI-Native, Human-Centered Strategy

• June 19, 2026 feat(kb): OKF type: taxonomy + governance registration + deterministic enforcement (G43/G44) Vishal Sachdev
• June 12, 2026 Polish: auto-TOC on long pages; strip 34 redundant manual home-link crumbs Vishal Sachdev
• June 12, 2026 Fix all dead internal links on published pages; gate future ones in CI (G34) Vishal Sachdev
• June 10, 2026 positioning: add Stanford DEL AI Economic Indicators Jun 2026 findings K-ai
• May 8, 2026 kb: log Gies DRAFT strategic priorities — human-AI orchestration and graduate portfolio (2026-05) K-ai
• May 7, 2026 Add Gies purpose statement + align ai_native_strategy.md K-ai
• May 2, 2026 feat(kb): add Anderson & Rainie (2026) Human Resilience Infrastructure K-ai
• May 1, 2026 Rename strategy/ai_first_strategy.md → ai_native_strategy.md and courses/capstone.md → practicum.md Vishal Sachdev
• May 1, 2026 Propagate AI-Native, Human-Centered + Practicum renames across KB Vishal Sachdev
• April 27, 2026 Add OpenAI Jobs Transition Framework (Richmond 2026) to KB K-ai
• April 15, 2026 fix broken links: lowercase all uppercase filename references across 8 files K-ai
• March 26, 2026 Rename all site pages to lowercase filenames + update all cross-references MSBAi Bot
• March 14, 2026 Incorporate dopamine gap neuroscience into main pedagogical documents Claude
• March 6, 2026 Shift to one major project per course + weekly assignments model Vishal Sachdev
• March 4, 2026 UX/content audit P0+P1: rebuild assessment strategy, deduplicate, standardize Vishal Sachdev
• February 28, 2026 Rename GenAI to Agentic AI, fix Core/Advanced split, resolve audit findings Vishal Sachdev
• February 28, 2026 Add course cross-links across all 16 site-facing files Vishal Sachdev
• February 26, 2026 Add career pivoter target profile and align curriculum across 17 files Vishal Sachdev
• February 9, 2026 Restructure curriculum from 18 to 15 months across 13 files Vishal Sachdev
• February 7, 2026 Implement curriculum evaluation recommendations across 16 files Vishal Sachdev
• February 7, 2026 Remove premature stackable pathways content from three files Vishal Sachdev
• February 7, 2026 Remove internal project-planning language from site-visible pages Vishal Sachdev
• February 7, 2026 Split electives into individual pages and surface brainstorming as ideation Vishal Sachdev
• February 6, 2026 Rename program to Master of Science in Business Analytics Vishal Sachdev
• February 6, 2026 Deploy site to Netlify with password protection and working navigation Vishal Sachdev
• February 6, 2026 Add home page navigation link to all content files Vishal Sachdev
• February 6, 2026 Update program name to Master of Science in Business Analytics and Intelligence Vishal Sachdev
• February 6, 2026 Restructure MSBAi repo: single source of truth, dependency graph, coherence fixes Vishal Sachdev

Philosophy Eats AI — Synthesis for MSBAi

• June 19, 2026 feat(kb): OKF type: taxonomy + governance registration + deterministic enforcement (G43/G44) Vishal Sachdev
• May 1, 2026 Rename strategy/ai_first_strategy.md → ai_native_strategy.md and courses/capstone.md → practicum.md Vishal Sachdev
• May 1, 2026 Propagate AI-Native, Human-Centered + Practicum renames across KB Vishal Sachdev
• April 19, 2026 ingest Schrage/Kiron 'Philosophy Eats AI' (MIT SMR 2025); add synthesis + PARKED-005 K-ai

Student AI Companion

• June 19, 2026 feat(kb): OKF type: taxonomy + governance registration + deterministic enforcement (G43/G44) Vishal Sachdev
• June 12, 2026 Polish: auto-TOC on long pages; strip 34 redundant manual home-link crumbs Vishal Sachdev
• March 26, 2026 Rename all site pages to lowercase filenames + update all cross-references MSBAi Bot
• March 26, 2026 Improve student AI companion vision doc for public site MSBAi Bot
• March 25, 2026 Add student AI companion vision extracted from 3/25 T&L + Gautam meetings MSBAi Bot

BADM 554 Box Sync

• June 12, 2026 Fix all dead internal links on published pages; gate future ones in CI (G34) Vishal Sachdev
• May 22, 2026 sync: add BADM 554 Box sync infrastructure + generic runbook Vishal Sachdev

BADM 554 — Course Map (Box sync)

• June 12, 2026 Fix all dead internal links on published pages; gate future ones in CI (G34) Vishal Sachdev
• June 6, 2026 docs(kb): fix last InScribe->Canvas ref in badm554 course-map placeholder Vishal Sachdev
• May 22, 2026 sync: add BADM 554 Box sync infrastructure + generic runbook Vishal Sachdev

BDI 513 Box Sync

• June 12, 2026 Fix all dead internal links on published pages; gate future ones in CI (G34) Vishal Sachdev
• May 28, 2026 sync: BDI 513 from Box (Video Roster, 2026-05-28) Vishal Sachdev

FIN 550 Box Sync

• June 12, 2026 Fix all dead internal links on published pages; gate future ones in CI (G34) Vishal Sachdev
• May 28, 2026 sync: scaffold FIN 550 Box tracking + generalize sync runbook Vishal Sachdev

K-ai — MSBAi Knowledge Base

• June 12, 2026 Polish: auto-TOC on long pages; strip 34 redundant manual home-link crumbs Vishal Sachdev
• June 12, 2026 Fix case-sensitive dead links caught by CI link gate (G34) Vishal Sachdev
• June 9, 2026 docs: record triage approver CC policy Vishal Sachdev
• June 9, 2026 docs: knowledge-base — Teams retired, add web chat channel Vishal Sachdev
• May 1, 2026 Propagate AI-Native, Human-Centered + Practicum renames across KB Vishal Sachdev
• April 3, 2026 Rename bot to K-ai across knowledge base page K-ai
• March 26, 2026 Content standards + course status badges from 3/25 meetings Vishal Sachdev
• March 26, 2026 Rename all site pages to lowercase filenames + update all cross-references MSBAi Bot
• March 15, 2026 Update knowledge base: Vishal review note, home nav link Vishal Sachdev
• March 15, 2026 Add Knowledge Base guide for faculty and staff Vishal Sachdev

BADM 554 — Instructional Activity Roster (Box sync)

• May 29, 2026 sync: BADM 554 roster from Box (populated) + standardize file-naming convention Vishal Sachdev
• May 22, 2026 badm554/sync: activity-roster — fill in all 33 planned video titles from week-by-week plan Vishal Sachdev
• May 22, 2026 sync: add BADM 554 Box sync infrastructure + generic runbook Vishal Sachdev

BDI 513 — Instructional Activity Roster (Box sync)

• May 28, 2026 sync: BDI 513 from Box (Video Roster, 2026-05-28) Vishal Sachdev

MSBAi Pilot — Engagement Dashboard

• May 25, 2026 dashboard: engagement-only pilot dashboard at /dashboard Vishal Sachdev

/chat

• April 22, 2026 Web chat: read-only — clarify on chat page and home page K-ai
• April 4, 2026 Rename bot persona to K-ai in chat widget and architecture doc Vishal Sachdev
• March 15, 2026 Add web chat widget and Teams outgoing webhook channel Vishal Sachdev

Site-wide & infrastructure

Changes to shared layout, styles, scripts, or config — these affect every page on the site.

• August 3, 2026 governance: adopt RC-015 as G57 (roster consistency CI gate) Vishal Sachdev
• August 3, 2026 RC-015: derive stakeholders.md roster from EMAIL_ALLOWLIST.md + CI consistency gate Vishal Sachdev
• June 19, 2026 feat(kb): OKF type: taxonomy + governance registration + deterministic enforcement (G43/G44) Vishal Sachdev
• June 19, 2026 feat(updates): link each page-section header back to its page Vishal Sachdev
• June 19, 2026 feat(updates): per-page changelog — each page links to the updates that touched it Vishal Sachdev
• June 19, 2026 ci(updates): tighten pilot-log filter, bump actions to Node 24, add TG failure alert Vishal Sachdev
• June 19, 2026 feat(site): auto-generated /updates changelog from git log + de-link dead G34 ref Vishal Sachdev
• June 13, 2026 Add schedule-sync.py: daily sync of Box MSBAi Curriculum.xlsx → reference/msbai-schedule.md Vishal Sachdev
• June 13, 2026 tools.md: wire in faculty tool poll (owner: Maria Rodas) + stamp owner in poll doc Vishal Sachdev
• June 13, 2026 Add tools-poll-sync.py: weekly sync of faculty tool poll → reference/faculty-tool-poll.md Vishal Sachdev
• June 12, 2026 Polish: auto-TOC on long pages; strip 34 redundant manual home-link crumbs Vishal Sachdev
• June 12, 2026 Site chrome overhaul: compact sticky nav replaces hero banner; UX fixes Vishal Sachdev
• June 12, 2026 Fix all dead internal links on published pages; gate future ones in CI (G34) Vishal Sachdev
• June 12, 2026 Add /governance: interactive G-rule explorer + governance Q&A chat Vishal Sachdev
• June 11, 2026 Retire program/dependencies.json (no consumers); close cybernetics inbox item as superseded by R-track Vishal Sachdev
• June 10, 2026 governance: add canonical KB governance registry (G1-G35) Claude
• June 10, 2026 Add K-ai explainer video to home page Claude (cowork)
• May 31, 2026 Add Mindforum faculty room system prompt; exclude from site build Vishal Sachdev
• May 30, 2026 fix(box-autosync): rebase-autostash on push + per-commit bot identity Vishal Sachdev
• May 30, 2026 feat(box-autosync): launchd Box->KB sync script + generalize sync breadcrumbs Vishal Sachdev
• May 29, 2026 sync: BADM 554 roster from Box (populated) + standardize file-naming convention Vishal Sachdev
• May 28, 2026 sync: scaffold FIN 550 Box tracking + generalize sync runbook Vishal Sachdev
• May 25, 2026 dashboard: engagement-only pilot dashboard at /dashboard Vishal Sachdev
• May 24, 2026 trim(CLAUDE): extract infrastructure/deployment notes → docs/infrastructure-notes.md Vishal Sachdev
• May 22, 2026 audit-log: Pass 2 enrichment — chat context for 39 in-session commits Vishal Sachdev
• May 22, 2026 audit-log: Pass 1 backfill — terminal commits 2026-03-17 → 2026-05-22 Vishal Sachdev
• May 22, 2026 sync: add BADM 554 Box sync infrastructure + generic runbook Vishal Sachdev
• May 18, 2026 ci: bump Node to 22 in deploy workflow Vishal Sachdev
• April 17, 2026 update Ocasio article with full 9-exchange thread; add public layout (no password gate) K-ai
• April 1, 2026 Update site access password Vishal Sachdev
• March 26, 2026 Fix deploy workflow: use wrangler@latest directly Vishal Sachdev
• March 26, 2026 Add GitHub Actions auto-deploy to Cloudflare Pages Vishal Sachdev
• March 15, 2026 Make hero title link back to home page Vishal Sachdev
• March 14, 2026 Remove stale netlify.toml — site deployed via Cloudflare Pages since Feb 2026 Vishal Sachdev
• March 6, 2026 Add faculty orientation Slidev deck + update discussion tracking from FIN 550 email thread Vishal Sachdev
• March 4, 2026 Add Cloudflare Email Worker for automated email-to-GitHub ingestion Vishal Sachdev
• March 4, 2026 UX/content audit P0+P1: rebuild assessment strategy, deduplicate, standardize Vishal Sachdev
• February 28, 2026 Add auto-generated last-updated dates to all site pages Vishal Sachdev
• February 28, 2026 Add stakeholder discussion tracking system Vishal Sachdev
• February 7, 2026 Remove unused GitHub Pages workflow (site deploys via Netlify) Vishal Sachdev
• February 7, 2026 Integrate IBC research into competitive analysis and consolidate files Vishal Sachdev
• February 6, 2026 Rename program to Master of Science in Business Analytics Vishal Sachdev
• February 6, 2026 Deploy site to Netlify with password protection and working navigation Vishal Sachdev
• January 13, 2026 Add Jekyll build to GitHub Pages workflow Vishal Sachdev
• January 13, 2026 Add GitHub Pages deployment workflow with proper permissions Vishal Sachdev