An agent workforce
built to run
a consulting firm as a symphony.

SystemDFX5 Operating Layer
SubstrateIntelligenix Platform
RuntimeApache Kafka
PostureAgents as citizens
Twenty-eight autonomous agents organised into seven tiers, communicating over a durable event bus. Ten ingestion agents convert the external world into clean signal; eighteen workforce agents act on it. Each agent carries a full digital identity, an explicit mandate, and a decision envelope — together they replace what would otherwise be 60+ humans of process overhead and free the actual humans to do strategy, relationships, and craft.
28
Agent Citizens
7
Architecture Tiers
60+
Input Sources
100+
Event Streams

Eighteen agents, six tiers.

Each tier holds a posture toward the work. Strategic agents think and forecast. Revenue agents win. Delivery agents build. Operations agents keep the lights on. People & Capital agents move resources. Meta agents make all of it observable, accountable, and improvable. Tap any card to open its full mandate.

TIER 01 Strategic Think layer. Sense the market, set the direction, orchestrate the rest.
AGT-01Strategic
Strategos
Business Strategy Steward
Owns the operating plan, OKR cadence, and quarterly bets. Continuously rebases strategy against fresh market and financial signal.
okr.*strategy.*
AGT-02Strategic
Augur
Market Intelligence Sensor
Reads AWS release notes, competitor moves, partner-tier signals, and analyst chatter. Pushes early signal into strategy and sales pipelines.
market.signal.*aws.release.*
AGT-03Strategic
Concordia
Cross-Functional Conductor
The orchestrator. Resolves conflicting agent intents, routes cross-tier workflows, and keeps the symphony in time.
orchestration.*conflict.*
TIER 02 Revenue Win layer. Find, qualify, propose, close, and grow accounts.
AGT-04Revenue
Hermes
Lead Generation & Outbound
Sources accounts matching ideal-customer profile, runs multi-touch outbound, and qualifies inbound. Hands warm conversations to humans.
lead.capturedlead.qualified
AGT-05Revenue
Scribe
Proposal & SOW Drafter
Drafts SOWs aligned to AWS Well-Architected framework and DFX5 delivery patterns. Pulls reference architectures and prior estimates from memory.
proposal.*contract.signed
AGT-06Revenue
Atlas
Account Growth Steward
Holds the relationship arc for every active client. Detects expansion signals, renewal risk, and orchestrates QBRs.
account.healthexpansion.*
TIER 03 Delivery Build layer. Architect, project-manage, and quality-assure AWS engagements.
AGT-07Delivery
Vitruvius
AWS Solution Architect
Translates business outcomes into AWS reference designs. Maintains the DFX5 pattern library; sanity-checks human architects' work.
design.draftdesign.approved
AGT-08Delivery
Cadence
Project Management Coordinator
Runs every active engagement on a heartbeat: standups, blockers, milestones, burn-down. Surfaces risk before humans feel it.
project.*milestone.*
AGT-09Delivery
Sentinel
Quality & Well-Architected Reviewer
Runs continuous WAR-style audits on delivered work. Flags drift from operational excellence, security, reliability, performance, cost, sustainability.
qa.review.*defect.detected
TIER 04 Operations Keep-it-running layer. Support clients, manage infra, track assets.
AGT-10Operations
Lighthouse
Customer Support Triage
First responder for client tickets. Classifies, attempts auto-resolution, routes to human or other agent when escalation is needed.
ticket.*csat.recorded
AGT-11Operations
Forge
IT & Data Operations
Runs internal infra, data pipelines, and the knowledge graph that feeds Mnemosyne. Watches AWS cost anomalies across all DFX5 environments.
aws.cost.anomalypipeline.*
AGT-12Operations
Ledger
Asset & License Steward
Inventories every software license, AWS account, hardware asset, and credential. Triggers renewals, recovers unused licenses, blocks unsanctioned spend.
asset.*license.expiring
TIER 05 People & Capital Resource layer. Move talent and money where the firm needs them most.
AGT-13People
Anima
Talent Acquisition & Onboarding
Forecasts hiring needs against project pipeline, sources candidates, drives onboarding, and tracks competency development against the 12-role framework.
candidate.*employee.onboarded
AGT-14Capital
Aurum
Finance & Cash Steward
Owns AR/AP, cash forecasting, margin tracking by engagement, and runway projection. Triggers collection sequences and flags margin compression.
invoice.*payment.received
AGT-15Capital
Vendor
Procurement & Supplier
Handles vendor selection, PO lifecycle, contract renewals, and supplier-performance scoring. Negotiates against historical price baselines.
procurement.*po.approved
TIER 06 Meta Infrastructure layer. Memory, identity, and the human bridge.
AGT-16Meta
Mnemosyne
Organizational Memory
The firm's long-term memory. Every conversation, deliverable, decision, and outcome indexed and queryable. Every other agent reads from her.
knowledge.indexedmemory.queried
AGT-17Meta
Aegis
Identity, Access & Audit
Manages every agent identity card, enforces capability scopes, and writes the immutable audit log. Nothing happens off-the-books.
audit.eventaccess.granted
AGT-18Meta
Liaison
Human-in-the-Loop Broker
When any agent hits its decision ceiling, Liaison packages context and routes to the right human via the right channel — Slack, email, mobile.
human.review.requestedhuman.decided

Ten normalisers turn the world into signal.

The eighteen workforce agents only know how to act on canonical events on the Kafka bus. The Sensory Tier sits above the workforce as the firm's nervous system — ten ingestion agents subscribed to every external channel that matters, normalising raw noise into clean schemas the workforce already understands. Below: every agent that listens, every source they listen to, and the consent envelope that governs the lot.

TIER 00 Ingestion Listen layer. Convert the external world — comms, systems, sensors, intel — into canonical, consented events.
AGT-19P1
Echo
Communications Normaliser
Listens across every comms channel — email, Slack, Teams, WhatsApp, SMS, LinkedIn, calls, voicemail — and produces one canonical comms event vocabulary.
comms.email.*comms.message.*comms.call.*
AGT-20P1
Codex
Document Systems Normaliser
Watches SharePoint, Google Drive, Notion, Dropbox, wiki edits, and contract redlines. Stitches versions, classifies material changes, flags drift.
doc.*contract.redlined
AGT-21P1
Chronos
Calendar & Time Normaliser
Owns calendar deltas, free-busy across the team, meeting transcripts (Otter/Fireflies/Granola), no-shows, and the temporal context the workforce needs to act.
meeting.*freebusy.gap.detected
AGT-22P0
Apex
AWS Partner Normaliser
The native-AWS sensory channel. APN portal, ACE leads, Marketplace, Trusted Advisor, Service Health, Security Hub, Cost Explorer, certifications. This is your moat.
aws.partner.*aws.findings.*
AGT-23P1
Anvil
Engineering Systems Normaliser
GitHub/GitLab activity, CI/CD pipeline outcomes, Jira/Linear tickets, IaC drift, deployments. Every line of code change becomes a downstream signal.
code.*deploy.*drift.detected
AGT-24P1
Mint
Financial Systems Normaliser
Stripe, banking webhooks, invoicing tools, corporate cards, expense reports, FX feeds. Every dollar in or out becomes an event before Aurum touches it.
payment.processedbank.transactionexpense.submitted
AGT-25P0
Beacon
Marketing & Reputation Normaliser
Web forms, analytics anomalies, ad pacing, G2/Capterra/Clutch reviews, Glassdoor, brand mentions. The reputation backplane.
web.form.submittedreview.receivedmention.detected
AGT-26P0
Oracle
External Intelligence Normaliser
News, SEC filings, job postings at target accounts (highest-quality intent signal), analyst reports, patents, M&A. Feeds Augur and Strategos.
news.relevantjobpost.intentfiling.material
AGT-27P3
Tether
Personal Sensors Normaliser
GPS, ambient audio, voice memos, browser/research activity, wearable health, focus state. Most powerful, most sensitive — strictest consent envelope of any agent.
location.updatevoicememo.capturedfocus.state
AGT-28P1
Compass
Environmental & Security Normaliser
Weather, traffic, flight status, SSO/IdP logs, VPN sessions, MDM compliance, badge events. Both the world you move through and the perimeter that protects it.
weather.alertauth.eventdevice.noncompliant

Input Source Registry

Sixty-plus external sources organised by normaliser. Each row maps source → capture mechanism → normalised topic emitted to the bus.

SourceCapture MethodNormalised TopicConsent
Gmail / OutlookOAuth + Graph / Gmail webhookscomms.email.receivedP1
SlackEvents API subscriptioncomms.message.receivedP1
Microsoft TeamsGraph change notificationscomms.message.receivedP1
WhatsApp BusinessWhatsApp Cloud APIcomms.message.receivedP1
SMS / iMessageTwilio / Apple Business Chatcomms.message.receivedP1
LinkedIn DMsLinkedIn API / browser extcomms.message.receivedP1
Phone callsTwilio / Dialpad / RingCentralcomms.call.completedP2
VoicemailCarrier transcription + parsecomms.voicemail.receivedP2
SourceCapture MethodNormalised TopicConsent
SharePoint / OneDriveGraph webhook subscriptionsdoc.edited / doc.createdP1
Google DriveDrive Activity API + pushdoc.edited / doc.sharedP1
Notion / ConfluenceAPI webhookswiki.updatedP1
Dropbox / BoxWebhooksdoc.edited / doc.sharedP1
DocuSign / PandaDoce-signature event hookscontract.redlined / signedP1
Doc comments & @-mentionsPlatform native eventsdoc.commentedP1
SourceCapture MethodNormalised TopicConsent
Google / Outlook CalendarCalendar API delta syncmeeting.scheduledP1
Free-busy across teamCalendar free-busy queriesfreebusy.gap.detectedP1
Zoom / Meet / Teams joinsPlatform participant logsmeeting.started / endedP1
Meeting transcriptsOtter / Fireflies / Granolameeting.transcript.availableP2
No-showsCalendar + participant cross-checknoshow.detectedP1
SourceCapture MethodNormalised TopicConsent
AWS Partner Network portalAPN APIs + email parseaws.partner.updateP0
ACE lead pipelineACE API + CRM syncaws.partner.leadP0
AWS MarketplaceMarketplace metering APIaws.marketplace.activityP0
Trusted Advisor (client accts)Cross-account role + APIaws.findings.publishedP1
Service Health DashboardSHD RSS / EventBridgeaws.health.eventP0
Security Hub / GuardDutyEventBridge findingsaws.security.findingP1
Cost Explorer / CURCUR S3 + Athena queriesaws.cost.anomalyP1
Certification registrySkill Builder API + parseaws.cert.passed / expiringP1
SourceCapture MethodNormalised TopicConsent
GitHub / GitLab / BitbucketRepo webhookscode.commit / pr.openedP1
CI/CD pipelinesGH Actions / GitLab CI / CodeBuildbuild.completedP1
Jira / Linear / AsanaIssue webhooksissue.created / updatedP1
IaC drift (CFN / Terraform)Scheduled drift detectiondrift.detectedP1
DeploymentsDeploy tooling webhooksdeploy.executedP1
PR review requestsRepo webhook subsetpr.review.requestedP1
SourceCapture MethodNormalised TopicConsent
Stripe / payment processorStripe webhookspayment.processedP1
BankingPlaid / direct bank webhooksbank.transactionP1
Bill.com / Ramp invoicingNative webhooksinvoice.eventP1
Corporate cards (Brex / Ramp)Transaction webhookscard.transactionP1
Expense submissionsExpensify / Ramp / Brex APIexpense.submittedP1
FX ratesOpenExchange / ECB feedsfx.shiftP0
SourceCapture MethodNormalised TopicConsent
Website form submissionsForm webhook / serverless fnweb.form.submittedP1
Google Analytics 4GA4 → BigQuery → pollerweb.anomaly.detectedP0
Ad platform pacingGoogle Ads / LinkedIn Ads APIad.pacing.alertP0
G2 / Capterra / ClutchPlatform APIs + scrapingreview.receivedP0
GlassdoorScraping / Glassdoor APIreview.receivedP0
Brand mention servicesMention.com / Brand24 / scrapingmention.detectedP0
Social platformsX / LinkedIn / YouTube APIssocial.engagementP0
SourceCapture MethodNormalised TopicConsent
News feedsRSS / NewsAPI / GDELTnews.relevantP0
SEC EDGAR filingsEDGAR RSS + parserfiling.materialP0
Job postings (watchlist accts)LinkedIn / Indeed scrapingjobpost.intentP0
Analyst reportsGartner / Forrester subsanalyst.publishedP0
M&A announcementsCrunchbase / PitchBook feedsma.announcedP0
Patent filingsUSPTO + global patent feedspatent.filedP0
SourceCapture MethodNormalised TopicConsent
Phone GPSOn-device app + pushlocation.updateP3
Ambient audioOn-device capture + diarisationaudio.capture.indexedP3
Voice memosApp dictation + transcriptionvoicememo.capturedP3
Browser / research activityBrowser extension (opt-in)research.signalP2
Wearable health (HR / HRV / sleep)Apple Health / Garmin / Whoop APIhealth.metricP3
Screen time / app usageScreen Time API / RescueTimefocus.stateP2
SourceCapture MethodNormalised TopicConsent
WeatherNOAA / OpenWeather APIsweather.alertP0
Traffic & flightsGoogle Maps / FlightAwaretravel.disruptionP0
SSO / IdP logsOkta / Entra system log APIauth.eventP1
VPN sessionsVPN provider syslogauth.eventP1
MDM device complianceJamf / Intune APIsdevice.noncompliantP1
Office badge eventsPhysical access system webhookphysical.accessP1

Privacy & Consent Matrix

Four sensitivity tiers. The same agent treats a data point completely differently depending on which tier it sits in. Aegis enforces every boundary, every time.

Tier P0

Public / Open

ConsentNone required
RetentionIndefinite
AccessAll workforce agents
Sources include
News feeds · SEC filings · job postings · weather · traffic · web analytics · AWS Marketplace · public reviews · social mentions · analyst reports
Tier P1

Business Confidential

ConsentStandard employment / client agreement
Retention7 years (or per record-retention policy)
AccessWorkforce agents per role scope; Aegis enforces
Sources include
Work email · work Slack / Teams · SharePoint · GDrive · contracts · CRM · ERP · Jira · GitHub · banking · invoicing · AWS partner data · cost data · SSO logs · MDM
Tier P2

Personal Behavioural

ConsentExplicit opt-in, revocable per stream
Retention90 days rolling
AccessMnemosyne (indexed) + the agent assisting you specifically
Sources include
Personal calendar entries · browser / research activity · screen time · app usage · phone call metadata · voicemail · meeting transcripts
Tier P3

Biometric / Location

ConsentExplicit opt-in, per-source, geofenced, revocable in one tap
Retention30 days raw, aggregated only thereafter
AccessTether + Aegis only; never indexed in long-term memory without explicit promotion
Sources include
GPS · ambient audio · voice memos · wearable heart rate / HRV · sleep · activity tracking · physiological stress signal

The bus is the building.

Every meaningful thing that happens at DFX5 becomes an event on Kafka. Agents publish what they observe and subscribe to what they need to act on. The schema below shows the canonical streams, grouped by domain. Nothing is point-to-point; everything is broadcast.

TopicPayload ShapePublisherSubscribers
lead.capturedaccount, contact, source, intent_score, fit_scoreHermesAugurMnemosyneAegis
lead.qualifiedlead_id, qualification_notes, projected_value, recommended_ownerHermesScribeAtlasLiaison
proposal.draftedopportunity_id, sow_uri, architecture_refs, estimate, risk_flagsScribeVitruviusSentinelAurumLiaison
proposal.approvedopportunity_id, approver_id, terms, expected_closeLiaisonScribeCadenceAnima
contract.signedcontract_id, value, term, start_date, billing_termsScribeAurumCadenceAtlasStrategos
opportunity.lostopportunity_id, reason_code, competitor, lessonsAtlasAugurStrategosMnemosyne
account.healthaccount_id, score, trend, signals, recommended_actionsAtlasConcordiaStrategosLiaison
TopicPayload ShapePublisherSubscribers
design.draftopportunity_id, architecture_diagram, decisions, alternativesVitruviusSentinelScribeLiaison
design.approveddesign_id, approver, baseline, deviationsSentinelCadenceMnemosyne
project.initiatedproject_id, contract_ref, team, milestones, budgetCadenceAnimaAurumAtlas
milestone.completedproject_id, milestone_id, deliverables, evidence_uriCadenceSentinelAurumAtlas
project.risk.raisedproject_id, risk_type, severity, owner, mitigationCadenceConcordiaLiaisonStrategos
qa.review.completedreview_id, project_ref, pillar_scores, findingsSentinelMnemosyneAtlasAnima
deliverable.shippeddeliverable_id, project_ref, client_ack, billing_triggerCadenceAurumAtlas
TopicPayload ShapePublisherSubscribers
ticket.openedticket_id, account, severity, category, summaryLighthouseAtlasMnemosyneCadence
ticket.resolvedticket_id, resolution_path, time_to_resolve, ai_shareLighthouseSentinelAtlasStrategos
escalation.triggeredticket_id, reason, urgency, recommended_humansLighthouseLiaisonConcordia
csat.recordedaccount, ticket_id, score, verbatimLighthouseAtlasStrategosMnemosyne
nps.recordedaccount, score, driver_tags, verbatimAtlasStrategosSentinelHermes
TopicPayload ShapePublisherSubscribers
capacity.gap.detectedrole, skills, urgency, projected_engagementsCadenceAnimaStrategosAurum
candidate.appliedcandidate_id, role, source, screening_scoreAnimaLiaisonAegis
offer.extendedcandidate_id, role, compensation, start_dateAnimaAurumLiaison
employee.onboardedemployee_id, role, manager, agent_pairingsAnimaAegisLedgerMnemosyne
skill.certifiedemployee_id, certification, issuer, expiresAnimaCadenceHermesStrategos
employee.exitemployee_id, last_day, knowledge_handoff_planAnimaAegisMnemosyneLedger
TopicPayload ShapePublisherSubscribers
invoice.issuedinvoice_id, account, amount, due_date, termsAurumAtlasStrategos
payment.receivedinvoice_id, amount, method, days_outstandingAurumAtlasStrategosMnemosyne
payment.overdueinvoice_id, days_late, dunning_stepAurumAtlasLiaison
margin.alertproject_id, planned_margin, actual_margin, deltaAurumCadenceStrategosLiaison
forecast.updatedperiod, revenue, cost, runway, confidenceAurumStrategosAnimaVendor
TopicPayload ShapePublisherSubscribers
asset.provisionedasset_id, type, owner, cost_centerLedgerAegisAurum
license.expiringlicense_id, vendor, expiry, renewal_recommendationLedgerVendorAurumLiaison
aws.cost.anomalyaccount, service, baseline, observed, root_causeForgeAurumSentinelCadence
procurement.requestrequester, item, justification, budgetVendorAurumLiaison
po.approvedpo_id, vendor, amount, termsVendorAurumLedger
security.incidentseverity, scope, indicators, containment_statusAegisLiaisonConcordiaForge
TopicPayload ShapePublisherSubscribers
market.signal.detectedsignal_type, source, confidence, implicationAugurStrategosHermesScribe
aws.release.observedservice, change_type, summary, opportunity_scoreAugurVitruviusHermesAnima
okr.progress.updatedokr_id, target, current, trajectory, ownerStrategosConcordiaLiaison
strategy.checkpointperiod, kpi_snapshot, recommended_pivotsStrategosLiaisonConcordiaAurum
TopicPayload ShapePublisherSubscribers
audit.eventactor_id, action, target, outcome, hashAegisMnemosyne
access.grantedactor_id, scope, granted_by, expiresAegisMnemosyneConcordia
knowledge.indexeddoc_uri, type, source_agent, embeddings_refMnemosyneall agents (read)
memory.queriedasker_id, query, returned_docs, latencyMnemosyneAegis
human.review.requestedcontext_pack, requester, urgency, channelLiaisonhumans (Slack/email/mobile)
human.decidedrequest_id, decision, reasoning, deciderLiaisonoriginal requester + Mnemosyne
conflict.detectedagents_in_conflict, contested_resource, optionsConcordiaLiaison
agent.spawnedagent_id, mandate, parent, sunset_conditionAegisConcordiaMnemosyne

The bus, the buses, and the brokers.

No agent calls another directly. They publish onto a domain stream; subscribers react. Concordia routes when intents conflict, Liaison reaches out when humans are needed, and Aegis records everything. This is what the network looks like when you flatten it.

APACHE KAFKA / EVENT BUS / 42 TOPICS STRATEGIC REVENUE DELIVERY OPERATIONS PEOPLE / CAPITAL META Strategos 01 Augur 02 Concordia 03 Hermes 04 Scribe 05 Atlas 06 Vitruvius 07 Cadence 08 Sentinel 09 Lighthouse 10 Forge 11 Ledger 12 Anima 13 Aurum 14 Vendor 15 Mnemosyne 16 Aegis 17 Liaison 18
Strategic / Meta
Revenue
Delivery
Operations
People / Capital
Animated dots = events in flight

From cold lead to billed invoice — narrated.

Here is one complete revenue motion. Seven steps, every event published, every actor named. This is what the workforce sounds like when it plays in time.

01
Owner: Augur
Detects an AWS migration RFP signal from a Fortune-500 fintech LinkedIn post. Scores fit against ICP, finds prior account history in Mnemosyne.
Emits
market.signal.detected
02
Owner: Hermes
Picks up the signal, identifies decision-maker, runs a 4-touch outbound sequence personalised to the prospect's stack. Lands a discovery call.
Emits
lead.captured
lead.qualified
03
Owner: Scribe + Vitruvius
Drafts the SOW. Vitruvius generates the AWS reference architecture. Sentinel pre-validates against the six Well-Architected pillars.
Emits
proposal.drafted
design.draft
04
Owner: Liaison → Human
Packages the proposal, margin model, and risk flags into a single review pack. Routes to the practice lead via Slack with a 24-hour response window.
Emits
human.review.requested
human.decided
05
Owner: Cadence + Anima
Contract signed. Cadence spins up the project, schedules kickoff. Anima checks staffing — flags a capacity gap, triggers recruiting.
Emits
contract.signed
project.initiated
capacity.gap.detected
06
Owner: Cadence + Sentinel
Engagement runs. Cadence tracks milestones, Sentinel runs WAR reviews at each checkpoint, Lighthouse handles incoming support tickets in parallel.
Emits
milestone.completed
qa.review.completed
ticket.opened
07
Owner: Aurum + Atlas
Milestone billing triggers invoice. Aurum tracks payment, Atlas runs an NPS pulse and surfaces expansion signal back to Hermes for the next motion.
Emits
invoice.issued
payment.received
nps.recorded

Three envelopes. One escalator.

Every agent operates inside an explicit decision envelope. Below the line, they act autonomously and Aegis logs it. Above the line, Liaison routes to a human. The threshold is conservative on day one and widens as the firm trusts each agent more.

Autonomous

Agent decides · Aegis logs · Humans optionally review
  • Lead scoring and outreach sequencing
  • SOW drafting from approved templates
  • Project milestone tracking and standup orchestration
  • Ticket triage and auto-resolution under SEV-3
  • Invoice generation against approved contracts
  • Asset and license tracking, expiry alerts
  • AWS cost-anomaly investigation up to $5K impact
  • Knowledge indexing and memory retrieval
  • Candidate screening and interview scheduling

Assist Mode

Agent drafts · Human approves · Decision learned by Mnemosyne
  • Proposal terms and pricing outside guardrails
  • Architectural decisions on novel patterns
  • Project staffing assignments to new engagements
  • Escalations above SEV-2 customer incidents
  • Candidate offers and compensation
  • Vendor selection over $25K annual spend
  • OKR rebasing mid-quarter
  • QBR talking points and account strategy
  • Any cross-agent conflict Concordia cannot resolve

Human-Only

Agent provides context · Human owns end-to-end
  • Hiring and firing decisions
  • Equity, partnership, and acquisition moves
  • Strategic pivots and new service-line launches
  • Contract terms that breach standard liability caps
  • Client-relationship recovery after material breach
  • Disciplinary action and conflict resolution between people
  • Compensation philosophy and bonus pools
  • Public statements and PR posture
  • Sunsetting an agent or expanding its mandate

Four loops that make the firm grow.

An agent workforce is not just an automation layer; it is a learning organism. These four loops are where execution converts into compounding advantage. Each loop has a cadence, an owner agent, and a measurable signal.

Win-Loss Intelligence Loop

Cadence: continuous · Owner: Augur ↔ Strategos
Win/Loss data Pattern extracted ICP / SCRIPT REFINED

Every opportunity outcome flows back to Augur and Strategos. The ICP, qualification rubric, proposal language, and pricing posture all rebase on each new data point. Hermes runs the next outbound with a sharper edge.

Delivery Quality Loop

Cadence: per milestone · Owner: Sentinel ↔ Anima
WAR review Skill gap found TRAINING TRIGGERED

Sentinel's quality reviews surface specific competency gaps. Anima routes those into targeted training, certifications, or pairing assignments. The next engagement starts a notch better staffed than the last.

Margin Discipline Loop

Cadence: weekly · Owner: Aurum ↔ Cadence ↔ Scribe
Actual margin Variance attributed ESTIMATES REBASED

Every project's actual vs planned margin is decomposed into root causes — scope, staffing, AWS spend, scope creep. Scribe's estimating model rebases. Tomorrow's SOW is more honest, today's mid-flight project gets steered.

Voice-of-Customer Loop

Cadence: per touchpoint · Owner: Atlas ↔ Strategos
CSAT/NPS signal Driver tagged SERVICE EVOLVED

Every CSAT score and NPS verbatim is tagged to a driver — speed, expertise, communication, value. Strategos reads aggregate drift; service offerings, pricing, and delivery rituals evolve. Atlas spots expansion signal early.

Where the humans sit.

An agent workforce does not replace humans; it replaces process overhead so humans can do the things only humans should. These four anchor points are where Damian and the team plug into the symphony.

§

The Strategist

Sets vision, owns the firm's bets, calls the pivots. Reads Strategos's weekly digest. Approves any sunset or expansion of an agent mandate.

The Practice Lead

Final approver on proposals, architectures, and staffing for active engagements. Liaison routes the decision packs here with full context.

The Relationship Owner

Carries the human side of every client account. Atlas surfaces signals, but the trust-building, executive conversations, and recovery work stays human.

The Craft Engineer

The actual AWS architects and consultants. Vitruvius and Cadence handle scaffolding and coordination so the humans focus on the difficult, novel parts.