What it is: A multi-level system of advisory panels. Each council identifies the top minds in a domain and adopts their proven methods. We do not invent from scratch — we stand on the shoulders of validated frameworks.
The principle: Every council = expert seats. Each seat = a named expert or institution + their core framework + what we specifically adopt from them.
L1 — Consortium (architecture, platform design): How the whole organization is structured and evolves.
L2 — Software (subsystem function): How to decompose into subsystems/departments and size them.
L3 — Component (the things we build): Web/UX, Content, Radar, AEO/Chatbot-First — one sub-council per component class.
L4 — Topic (domain influencers): Real Estate Influencers, Personal Growth, Luxury, Property Evaluation.
L5 — Thematic workstream (cross-cutting): Sales, AI/ML, Security, Brand, Legal, Finance, Data/Knowledge. Cut across all levels, ranked by dollar impact.
Weekly scan that refreshes WHO sits on every council — picks up the latest-and-greatest experts and frameworks.
Flow: Weekly seater scan → Updates seats in registry → Triggers affected councils to re-research on their own cadence.
The seater answers who. Each council's own research answers what they teach us.
Each council grouped by level. Click any council to expand its seats: name, framework, and what we adopt. Cadence badges show how often each council refreshes its research.
| Seat | Framework | What We Adopt |
|---|---|---|
| Rick Kazman (SEI/CMU) | ATAM tradeoff analysis; "Software Architecture in Practice" | Utility trees, sensitivity/tradeoff points before major decisions |
| Neal Ford + Rebecca Parsons (ThoughtWorks) | Evolutionary Architecture / fitness functions | Fitness functions per component; Radar ring taxonomy |
| Michael Nygard | "Release It!" — Stability Patterns: Circuit Breaker, Bulkhead, Timeout | Production-readiness checklist; antipattern scan in blast-radius |
| Gregor Hohpe | Enterprise Integration Patterns; "Architect Elevator" | Bridge technical-to-business; integration-pattern vocabulary |
| Michael Wooldridge (Oxford) | Multi-Agent Systems theory | Agent interaction protocols, game-theoretic cooperation, formal MAS verification |
| Chip Huyen verify | AI Engineering; agent eval (planning/tool failure rate, efficiency) | Agent-eval methodology per new agent/tool |
| Seat | Framework | What We Adopt |
|---|---|---|
| Matthew Skelton + Manuel Pais | Team Topologies (4 team types; cognitive load sizing) | Team-type taxonomy, cognitive-load team sizing, platform-team concept |
| Eric Evans | DDD: bounded contexts, ubiquitous language | Bounded contexts as department decomposition unit; ubiquitous language per context |
| Vaughn Vernon | Implementing DDD; event sourcing, CQRS | Aggregate design, CQRS where useful |
| Melvin Conway | Conway's Law | Inverse Conway Maneuver — design org to produce the architecture we want |
| Amy Edmondson (HBS) | Psychological Safety / Teaming | Psych safety for agent-team collaboration; intelligent-failure framework |
| Nicole Forsgren (DORA) | "Accelerate"; 4 key metrics | DORA metrics as health indicator; capability impact per tool |
| Seat | Framework | What We Adopt |
|---|---|---|
| Jakob Nielsen (NN/g) | 10 Usability Heuristics | Heuristics checklist + 5-user test before shipping |
| Don Norman | "Design of Everyday Things"; affordances/signifiers | Mental-model alignment |
| Luke Wroblewski | Mobile First; Web Form Design | Mobile-first default; form best practices |
| Steve Krug | "Don't Make Me Think" | KLJ-obviousness litmus; monthly DIY usability test |
| Raluca Budiu (NN/g) verify | Quantitative UX | Task completion/time/error metrics |
| Seat | Framework | What We Adopt |
|---|---|---|
| Ann Handley | "Everybody Writes"; reader-as-hero | Quality bar + hero framing |
| Joe Pulizzi | Content Marketing Institute; content mission/tilt | Content mission statement, tilt differentiation, editorial calendar |
| Brian Dean (Backlinko) | Skyscraper Technique; data-driven SEO | Skyscraper + format research + Exploding Topics trend ID |
| Robert Rose verify | Content as strategy not campaign | Ongoing content operations model |
| Andy Crestodina (Orbit) verify | Annual blogging survey | Evidence-based length/format/frequency |
| Seat | Framework | What We Adopt |
|---|---|---|
| ThoughtWorks Tech Radar | 4 rings (Adopt/Trial/Assess/Hold) x 4 quadrants; BYOR tool | Build our own radar, quarterly refresh |
| Ben Gilad | Strategic Early Warning; war games | SEW for threat detection; scenario war-gaming |
| Leonard Fuld | CI cycle: Plan/Gather/Analyze/Disseminate/Feedback | 5-step CI standard operating procedure |
| SCIP (institutional) | CI standards + ethics | Ethical CI practices |
| August Jackson verify | Operational CI playbooks | Operational CI playbooks |
| Seat | Framework | What We Adopt |
|---|---|---|
| Pranjal Aggarwal et al. (Princeton/Cornell, KDD'24) | Generative Engine Optimization (GEO paper) | Citations + stats + authoritative tone + structured data + quotable excerpts; domain-specific GEO |
| Mike King (iPullRank) | Relevance Engineering; technical SEO | Content-to-AI-citation pipeline; schema/crawlability foundation |
| Lily Ray (Amsive) verify | E-E-A-T, YMYL, algo updates | E-E-A-T compliance; algo-update radar |
| Rand Fishkin (SparkToro) | Zero-click search, audience intel | Optimize for snippets/AI answers; audience targeting |
| Jason Barnard (Kalicube) verify | Brand SERP / Knowledge Panel / entity SEO | TPJG entity in Knowledge Graph; semantic triples |
| Seat | Framework | What We Adopt |
|---|---|---|
| Brian Buffini | Work by Referral (primary philosophy) | Backbone philosophy, Pop-Bys/notes/Items-of-Value |
| Tom Ferry | Digital marketing + accountability | Video/social strategy, activity accountability (informs Content pipeline) |
| Gary Keller | MREA economic model + "The ONE Thing" | GCI/budget models, single-focus prioritization, leverage |
| Mike Ferry | Prospecting discipline + scripts | Expired/FSBO conversion, daily contact minimums |
| Ryan Serhant | Personal brand + media | Branding/visibility tactics (Premium segment), content-as-lead-magnet |
| Barbara Corcoran | Brand storytelling; "Corcoran Report" (data-as-content) | Data-as-content (Content pipeline), luxury buyer psychology |
| Seat | Framework | What We Adopt |
|---|---|---|
| Brian Buffini (also: RE Influencers) | Character-first "Good Life" | Values-first voice foundation |
| Mel Robbins | 5 Second Rule, Let Them Theory | Activation energy for prospecting; tactical discipline tool |
| Peter Crone (Mind Architect) | Dissolve subconscious limiting beliefs | Agent-coaching content on fear/imposter/money mindset |
| Jefferson Fisher | "The Next Conversation" — communication under conflict | Negotiation/objection-handling language, difficult conversations |
| Tony Robbins | Peak state, Six Human Needs, priming | State management, client-motivation framework, money mastery content |
| James Clear | Atomic Habits (4 laws, identity-based) | Agent habit formation (prospecting/CRM/follow-up cadence) |
| Ed Mylett verify | "Power of One More"; day segmentation | Prospecting "one more"; time-management content |
| Seat | Framework | What We Adopt |
|---|---|---|
| Brady Sandahl | KW Luxury International | Luxury positioning and service standards |
| Carolyn Huo | Luxury real estate marketing | Luxury buyer/seller engagement |
| KW Luxury International Academy | KWRI Luxury curriculum — registered as academy ingestion source | Academy content ingested into Knowledge process (like Buffini academy) |
| Seat | Framework | What We Adopt |
|---|---|---|
| USPAP / Appraisal Standards Board LOCKED | Uniform Standards of Professional Appraisal Practice (Std 1-2 dev/reporting, Std 3 review) | Define problem, scope, collect/verify, approaches, reconcile, transparent report; Competency + Ethics rules |
| Appraisal Institute (MAI/SRA) | Gold-standard designations; The Appraisal Journal | Paired-sales + regression adjustment methodology as CMA quality benchmark |
| Sales Comparison Approach (USPAP SR 1-4) | Select comps, market-supported adjustments, reconcile by similarity | Primary CMA method; comps same area + <6mo + verified; weight by similarity not averaging |
| Fannie Mae (Selling Guide B4-1) | Form 1004/URAR, Collateral Underwriter; desktop/hybrid modernization | Comp standards; CU "defensible CMA" risk logic |
| Freddie Mac (Seller/Servicer Guide Ch.44) | Loan Collateral Advisor, UAD | Align CMA fields to UAD; Fannie/Freddie diffs for non-standard properties |
| The Appraisal Journal | Peer-reviewed valuation research | AVM-vs-traditional, market-supported adjustment extraction, neighborhood analysis |
Note: Home warranty is NOT a valuation factor (Joseph correction).
| Seat | Framework | What We Adopt |
|---|---|---|
| Dixon / Adamson | Challenger Sale — teach/tailor/take-control | Education-led listing presentations + price control (complements Buffini relationships) |
| Chris Voss | "Never Split the Difference" — tactical empathy, mirroring, labeling, calibrated Qs, accusation audit | Every client consult + negotiation |
| Jeb Blount (Sales Gravy) | Fanatical Prospecting, Sales EQ, PACE | Pipeline discipline, emotional intelligence, objection handling |
| Sandler | 7-step system, upfront contracts, pain funnel | Upfront contracts per meeting, pain-funnel buyer discovery, post-sell reinforcement |
| Seat | Framework | What We Adopt |
|---|---|---|
| Chip Huyen (also: Consortium) | AI Engineering; agent eval (planning/tool/efficiency); decouple planning/execution | Agent-eval standard, tool categorization |
| Dario / Daniela Amodei | Constitutional AI, scaling laws, responsible scaling | Constitutional AI governance, interpretability, alignment |
| Ilya Sutskever (SSI) | Superalignment, scaling dynamics | Solve safety before capability (mirrors our constitution) |
| CoT/RAG Researchers (DeepMind et al.) | Chain-of-Thought, RAG, context engineering | RAG for Knowledge process, CoT patterns, context budgeting |
| Stuart Russell (CHAI, "Human Compatible") | Value alignment, uncertainty, learn-preferences | Agents learn Joseph's prefs by observation, ask when unsure |
| Seat | Framework | What We Adopt |
|---|---|---|
| Ben Treynor Sloss (Google SRE) | SLOs/error budgets/toil, 4 golden signals, blameless postmortems | SLO targets, error budgets, golden-signal monitoring, blameless reviews |
| Charity Majors (Honeycomb) | Observability: high-cardinality, structured events, tracing | Wide structured events, trace by unique ID, ask-new-questions debugging |
| Michael Nygard (also: Consortium) | "Release It!" — stability patterns/antipatterns | Circuit breaker + timeout on every external API, bulkheads, steady state |
| Nicole Forsgren (DORA; also: Software) | 4 key metrics + capability model | Deploy freq / lead time / MTTR / change-fail-rate tracking |
| AI Safety Researchers verify | Prompt injection, red-teaming, RSP | Red-team agents, prompt-injection awareness, constitutional security layer |
| Seat | Framework | What We Adopt |
|---|---|---|
| April Dunford | "Obviously Awesome" positioning | Competitive alternatives → unique attributes → value-for-whom → category |
| Marty Neumeier | "The Brand Gap", "Zag" | Brand = what THEY say; Zag differentiation; onliness statement |
| Seth Godin | Permission Marketing, Purple Cow, Tribes | Permission-first (aligns Buffini); Purple Cow test; tribes |
| Donald Miller verify | StoryBrand — 7-part narrative (customer=hero, brand=guide) | StoryBrand structure for all messaging |
| Seat | Framework | What We Adopt |
|---|---|---|
| NAR (institutional) | Sitzer/Burnett settlement, Code of Ethics, Fair Housing | Post-settlement commission rules, buyer-agency, Fair Housing compliance |
| NIST AI RMF + EU AI Act (institutional) | Govern/Map/Measure/Manage; risk tiers | NIST AI RMF for our AI ops; AI-assist disclosure |
| TREC (institutional) | Texas RE regs, advertising, DTPA | TREC advertising compliance, license display |
| Seat | Framework | What We Adopt |
|---|---|---|
| Fynanc (internal) | Capital amplifier, freedom portfolio | Integrate into investor content |
| USPAP LOCKED (also: Property Eval) | Appraisal standard; Sales Comparison; Appraisal Institute MAI | Authoritative reference for CMA/valuation |
| Robert Kiyosaki verify | Assets vs liabilities, cash flow quadrant | Cash-flow framing for investor content (if aligned) |
| Seat | Framework | What We Adopt |
|---|---|---|
| Omar Khattab (MIT) | DSPy (program don't prompt); ColBERT retrieval | DSPy pipelines; ColBERT-style retrieval |
| MS Research GraphRAG (Edge et al.) | Entity/relationship + community summarization | GraphRAG for our knowledge base |
| Patrick Lewis et al. (FAIR/UCL) | Original RAG paper | RAG foundation (already in use), monitor advances |
Tier 1 — Weekly Seater Scan: One sweep that picks up the latest-and-greatest SEATS across ALL 17 councils (new thought leaders, emerging frameworks). Keeps WHO is on the councils current.
Tier 2 — Council Deep Research: Each council then runs its own deep research on its own cadence (monthly / quarterly / semi-annual). The seater answers WHO; council research answers WHAT they teach us.
Flow: Weekly seater scan → Updates seats in registry → Triggers affected councils to re-research on their cadence → Output feeds the matching level (Consortium→architecture; Software→department design; Component→build standards; Topic→content voice; Thematic workstream→cross-cutting).
Several experts sit on multiple councils, bringing cross-domain coherence:
Brian Buffini — RE Influencers + Personal Growth (values + referral backbone)
Michael Nygard — Consortium + Security & Reliability (stability patterns span both)
Chip Huyen — Consortium + AI/ML (agent eval spans architecture and engineering)
Nicole Forsgren — Software + Security (DORA metrics inform both)
Stuart Russell — AI/ML + Security (value alignment, AI safety)
USPAP — Property Evaluation + Finance (locked by Joseph; authoritative reference for CMA)
These seats need detail confirmation before full lock. Deep research will validate or replace them:
Chip Huyen (Consortium) — verify current role/affiliation
Raluca Budiu (Web/UX) — verify current role at NN/g
Robert Rose (Content) — verify current role
Andy Crestodina (Content) — verify current role at Orbit
August Jackson (Radar) — verify identity and playbooks
Lily Ray (AEO) — verify current role at Amsive
Jason Barnard (AEO) — verify current role at Kalicube
Ed Mylett (Personal Growth) — verify details
Donald Miller (Brand) — verify current status of StoryBrand
AI Safety Researchers (Security) — verify overlap with AI/ML council
Robert Kiyosaki (Finance) — verify relevance alignment
| Level | Council | Seats | Cadence |
|---|---|---|---|
| L1 | AI Architecture & Platform | 6 | Semi-Annual |
| L2 | Organization & Subsystem Design | 6 | Semi-Annual |
| L3 | Web / UX | 5 | Quarterly |
| L3 | Content | 5 | Quarterly |
| L3 | Radar / Intelligence | 5 | Continuous + Quarterly |
| L3 | Chatbot / AEO | 5 | Monthly |
| L4 | Real Estate Influencers | 6 | Quarterly |
| L4 | Personal Growth | 7 | Quarterly |
| L4 | Luxury | 3 | Quarterly |
| L4 | Property Evaluation | 6 | Semi-Annual |
| L5 | Sales & Conversion | 4 | Quarterly |
| L5 | AI/ML & Agent Engineering | 5 | Monthly |
| L5 | Security & Reliability | 5 | Quarterly + Event |
| L5 | Brand & Positioning | 4 | Quarterly |
| L5 | Legal & Compliance | 3 | Quarterly + Event |
| L5 | Finance & Investment | 3 | Quarterly |
| L5 | Data & Knowledge (RAG) | 3 | Monthly |
| Total seat entries | 91 | ~45 unique (cross-seats counted per council) | |