AGORAX crest ARTEMISCONSTRUCTION TEAM TS-A2 · VERSION A2
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DOCUMENT TS-A2 ARTEMIS CONSTRUCTION TEAM HOME /academy/tech-stack-a2 BUILT ON TS-A1

One live model. Every ARTEMIS number moves with it.

ARTEMIS runs design, estimating, engineering and field delivery on one live 5D model — geometry, engineering calculations, material specifications, RFIs, correspondence and labor productivity in a single synchronized system, orchestrated by OctopusG and verified against real standards. Version A2 shows that stack in motion: what it is, how it is built, and the figures it is held to.

OPERATING BASES · NEW YORK · CYPRUS · ATHENS · RHODES · ROME
L1 / 6THE LIVE 5D MODEL

Geometry & 3D Model

Parametric building geometry — duct, pipe and equipment as objects with properties, not lines on a sheet.

186,000 LB
SHEET METAL
120,000 SF × 1.55 LB/SF
850 TONS
COOLING CAPACITY
6 floors
$14,143,700
DIRECT COST
Σ L + M + C + S + E
$16,123,818
SOV
Direct × 1.14
67 WD
DURATION
working days, base case
VERIFIED BASE CASE · HVAC POWERHOUSE RC8.11
EXECUTIVE BRIEF · TS-A2

One model, one set of numbers, every role.

  1. One live 5D model. Geometry, engineering, quantities, schedule, documents and commercial figures sit on the same objects, so a change recalculates everything in the same pass.
  2. Held to a verified base case. Every ARTEMIS figure is checked against the HVAC Mechanical Intelligence Bridge (RC8.11): reproduce it exactly, or declare the deviation.
  3. OctopusG directs the panel. Claude, OpenAI, Gemini, DeepSeek and Grok are routed through 9Router; their output arrives as evidence with an explicit standing, never as unattributed authority.
  4. Five bases, one environment. New York, Cyprus, Athens, Rhodes and Rome work the same model at the same time. Prague, Bari and Syracuse are a declared 2027 intention, not operating bases.
VERIFIED BASE CASE · BASE vs P80 (×1.16)

The figures the stack is held to.

$14,143,700
DIRECT COST · BASE
$16,406,692
DIRECT COST · P80
$16,123,818
SOV · BASE
$18,703,629
SOV · P80
186,000 LB
SHEET METAL
850 TONS · 67 WD
COOLING · DURATION
00

The Constellation

THE STACK, BY ITS MARKS · OCTOPUSG AT THE CENTER

The known logos, arranged the way the work actually flows: OctopusG at the center directing the panel, 9Router in tight orbit as the routing hub, the AI engine models on the first ring, the repositories, agents and deployment that carry their work on the second, and the languages and libraries it is all built in on the outer ring. Select any mark to read its role — or switch to the index for the full tiered list.

DIANA · VIEW
CAMERA
ORBITAL
FINISH
STAGE
SPIN100%
ATTRACT
HUNT

RINGS, INSIDE OUT: OCTOPUSG — CLOSEST ORBIT · 9ROUTER · AI ENGINE MODELS · REPOSITORIES, DRIVES, AGENTS, SERVERS & DEPLOYMENT · PROGRAMMING LANGUAGES & LIBRARIES. CLAUDE AND ANTHROPIC ALSO SERVE AS THE AGENT & SKILL RUNTIME — SEE THE INDEX.

MARKS: SUPPLIED BY THE HOUSE (ANTHROPIC · CLAUDE · GOOGLE · DEEPSEEK · PYTHON · MAPGL · JAVASCRIPT) AND OPEN PUBLIC LOGO SETS (SIMPLE ICONS, CC0) FOR THE REST — REAL MARKS, LABELED, NOTHING REDRAWN. GROK, 9ROUTER AND KATEX CARRY TYPOGRAPHIC TILES WHERE NO CLEAN PUBLIC MARK EXISTS.

01

The Live 5D Engineering Platform

GEOMETRY · TIME · COST · DOCUMENTS · FIELD

A 5D model is only useful if every discipline reads the same object. In the ARTEMIS platform, a duct run is simultaneously a drawn element, a calculated load path, a weighed quantity, a priced line, a scheduled activity and a field instruction. Change the geometry and quantities, labor, duration, cost, schedule of values and cashflow recalculate in the same pass — there is no export, no re-keying, and no second version of the truth to reconcile later.

L1

Geometry & 3D ModelPARAMETRIC · THREE.JS

Parametric building geometry — duct, pipe and equipment as objects with properties, not lines on a sheet. Every element carries its system, zone, floor and specification reference from the moment it is drawn.
L2

Engineering CalculationsSIZING · LOADS · TYPESET IN KATEX / LATEX

Duct and pipe sizing, airflow and pressure-drop checks, equipment loads and tonnage are computed from the geometry itself and typeset as auditable engineering mathematics — every result traceable to the formula and inputs that produced it.
L3

Quantities & Cost StructureQTO · L / M / C / S / E

Quantities are taken off the model, not measured by hand. Cost is built in the CMiC structure — Labor, Material, Construction, Subcontract, Equipment — so an estimate reads the same way in the model, the bid and the job cost ledger.
L4

Schedule & Labor Productivity4D · CREW LOADING

Hours are derived, not guessed: Hours = Quantity ÷ Productivity. Crew size and productivity rates drive duration, sequence and labor loading, so a productivity change shows up immediately as time and money — not as a surprise in the field.
L5

Specifications, RFIs & CorrespondenceDOCUMENTS ON THE OBJECT

Material specifications, submittals, RFIs and correspondence are attached to the model objects they concern. An open RFI is visible on the element it blocks; a spec section is one click from the material it governs. Nothing lives in a separate inbox.
L6

Commercial: SOV, EVM & Cashflow5D · PAYMENT · FORECAST

The schedule of values, earned value and cashflow curve are projections of the same model. Percent complete in the field moves EV, billing and forecast together — the commercial picture is the engineering picture, priced.
FROM GEOMETRY TO EXECUTIVE ACTION — THE CONNECTED LIFECYCLE · NO HAND-OFFS LOST
GEOMETRYBIM / VDC
QUANTITIESQTO
SCHEDULE4D / CONTROLS
FIELDPRODUCTION
COST & CLAIMSSOV / PAYMENTS
CASHFLOWFORECAST
EXECUTIVEDECISIONS

The mathematics, stated plainly

The four relationships the whole platform runs on.
Q  = A × d           = 120,000 SF × 1.55 LB/SF = 186,000 LB
H  = Q ÷ P           hours follow quantity and productivity
COST = Σ (L + M + C + S + E) = $14,143,700 direct
SOV = Direct × 1.14   = $16,123,818
P80 = Base × 1.16    = $16,406,692 · SOV $18,703,629

Verified base case

HVAC Mechanical Intelligence Bridge — the reference case every ARTEMIS figure is checked against.
MEASUREBASEP80 (×1.16)
Sheet metal quantity186,000 LB—
Cooling capacity850 tons—
Direct cost$14,143,700$16,406,692
Schedule of values$16,123,818$18,703,629
Duration67 wd—

Live 5D snapshot — try the model MATCHES VERIFIED BASE CASE

A working miniature of the platform's arithmetic. At its default settings it reproduces the verified base case exactly; move the inputs and every output recalculates in the same pass — quantities, tonnage, cost, SOV and duration together.
186,000
SHEET METAL · LB
850
COOLING · TONS
$14,143,700
DIRECT COST
$16,123,818
SCHEDULE OF VALUES
67
DURATION · WORKING DAYS
BASE
BASIS APPLIED

Snapshot scales linearly from the verified HVAC Bridge base case (186,000 LB at 120,000 SF). SOV = Direct × 1.14 in all cases. Full model: HVAC Mechanical Intelligence Bridge.

“The meeting starts at the decision, not at reconciling whose numbers are right.”
THE OPERATING PRINCIPLE BEHIND THE STACK — ONE MODEL, ONE SET OF NUMBERS, EVERY ROLE
ARTEMIS executives and engineers in a boardroom review, examining drawings and the live model
EXECUTIVE + ENGINEERING REVIEWONE MODEL ON THE TABLE
02

The Stack — Five Lanes, One System

EVERY COMPONENT IN PRODUCTION USE

The stack is organized the way the work is organized. AI models reason, context & code build, the core orchestrates, design & CAD author the engineering, and delivery & commercial systems carry it into contract, field and payment. Each lane feeds the next; OctopusG directs all five.

01

AI Models & RoutingREASONING PANEL

Multiple frontier and open models on one routed panel — each task goes to the model best suited to it, and panel outputs are cross-checked before they are used.

9Router — routing hubClaudeGemini AstraDeepSeekMicrosoft CopilotOpen Source models
02

Context & CodeBUILD TOOLCHAIN

The engineering toolchain: structured context, code, typeset mathematics and real-time 3D — the layer where models, calculators and simulations are actually built.

Context EngineeringPythonGitHubLinuxMicrosoft EdgeKaTeX / LaTeXThree.jsDEVJEV
03

The CoreORCHESTRATION

The center of the system: the orchestrator, the architecture it enforces, and the domain the whole environment is published under.

Muse OctopusG — Top Agent OrchestratorSystem Architectureagoraxai.com — domain support
04

Design & CADENGINEERING AUTHORING

Where the engineering is authored: parametric and 3D modeling under disciplined CAD management, in the Autodesk environment the industry builds from.

Parametric Modeling3D ModelingCAD ManagementAutodeskAutoCADAutoCAD MechanicalAutodesk 3D IntelligenceTrimble
05

Delivery & CommercialCONTRACT · FIELD · PAYMENT

Where the model meets the contract: enterprise construction management, field coordination, payment processing — and the business document store that feeds the live model.

CMiCProcoreTexturaGoogle Business Drive → Live 5D
Vercel logo

VERCEL — DEPLOYMENT

Production hosting and the release pipeline. Every ARTEMIS application ships through Vercel's Git-connected deployment — reviewed, versioned, and rolled out the same way every time.

Google logo

GOOGLE — IDENTITY & SEARCH

Identity and access for the team, and the search and discovery layer across the business's documents and data.

Google Drive logo

GOOGLE DRIVE — BUSINESS DOCUMENTS

The document source of truth: drawings, specifications, estimates and correspondence live in Google Business Drive and feed the live 5D models directly.

03

One Model, Every Phase — Working Simultaneously

PARALLEL BY DESIGN · NOT A HAND-OFF CHAIN

ARTEMIS does not pass work down a line. The live 5D model, the AI engines and skills, OctopusG and its agents, the stack and systems, and the teams in New York, Cyprus and the field all work the same job at the same time. Scrub through the job below: at any instant, more than one phase is live — procurement starts while estimating is still sharpening, and closeout lessons feed the next bid while construction is still running.

SCRUB THE JOB · THE PHASES OVERLAP — NOTHING WAITS FOR A HAND-OFF Live now: Acquisition
ACQUISITION
PRE-CONSTRUCTION
CONSTRUCTION
CLOSEOUT & REVIEW

Where the bars overlap, the phases are running concurrently on the same model — the next phase is already being built while the current one is still live.

WHO ↓ · WHEN →LANES RUN DOWN · PHASES RUN ACROSS
PHASE 1

Acquisition

IntakeTakeoffEstimateBid
PHASE 2

Pre-Construction

KickoffSubmittalsProcurementSchedule
PHASE 3

Construction

CoordinationRFIsChange OrdersProductionBilling
PHASE 4

Closeout & Review

PunchHandoverLessons Learned
LANE 1 · THE SPINEThe Live 5D ModelOne object, never re-keyed — geometry, engineering, cost, schedule and field state in a single synchronized model.
IN ACQUISITION

Geometry becomes quantities — takeoff reads the 3D model and cost builds in L / M / C / S / E from the first hour.

IN PRE-CONSTRUCTION

The bid model becomes the job model: cost breakdown, SOV and schedule lock onto the very same objects.

IN CONSTRUCTION

Field actuals write back daily — installed quantities, hours and percent complete recompute cost and duration live.

IN CLOSEOUT

The as-built record: final quantities, costs and productivity, verified — the history the next bid starts from.

LANE 2 · INTELLIGENCEAI Engines & SkillsThe panel — Claude, OpenAI, Gemini, DeepSeek, Grok — routed by 9Router, each task to the engine best suited to it.

Claude leads takeoff and estimate reasoning; DeepSeek stress-checks the cost build-up; Grok argues the no-go before the panel commits to a bid number.

Claude logoOpenAI logoDeepSeek logoGROK9ROUTER

Gemini reviews submittals and specifications against the model objects they approve; Claude drafts procurement scopes; the full panel runs the pre-buyout risk review.

Gemini logoClaude logoDeepSeek logo9ROUTER

Engines resolve RFIs on the objects they block; DeepSeek runs cost-to-complete analysis; Grok challenges every change-order price before it is submitted.

Claude logoGemini logoDeepSeek logoGROK

The panel audits final cost against the estimate, line by line, and extracts the lessons — what moved, by how much, and why — in writing, not from memory.

Claude logoOpenAI logoDeepSeek logo9ROUTER
LANE 3 · ORCHESTRATIONOctopusG & AgentsThe top agent orchestrator directs the panel and the record: Attention Engine, Decision Center, DEV builds / JEV verifies.

OctopusG opens the pursuit record the moment documents land; the Attention Engine flags deadlines and addenda; the Decision Center holds the go / no-go.

OctopusG logoATTENTION ENGINEDECISION CENTER

Kickoff is orchestrated, not emailed: owners, tasks and evidence states are assigned on the model; DEV agents build the job setup, JEV verifies it before mobilization.

OctopusG logoDEV / JEVEVIDENCE STATES

The Attention Engine surfaces what changed today — a slipped delivery, a productivity drift, an unanswered RFI — and the Decision Center routes each item to a decision.

OctopusG logoATTENTION ENGINEDECISION CENTER

OctopusG compiles the review pack and promotes verified lessons into the shared context — so the next pursuit opens with this job's facts already loaded.

OctopusG logoDEV / JEVSHARED CONTEXT
LANE 4 · SYSTEMSThe Stack & SystemsGitHub, Google Drive, CMiC, Procore, Textura, Vercel — one record per fact, no side copies.

Drawings and specs land in Drive; takeoff runs on the 3D model in Three.js + Python; every estimate version is committed in GitHub.

Google Drive logoGitHub logoPython logoThree.js logo

CMiC carries the job cost breakdown; Procore runs submittals and buyout; the SOV is set for Textura billing before the first requisition exists.

CMiCPROCORETEXTURAGoogle Drive logo

Procore holds field, RFIs and punch; CMiC holds job cost; Textura moves progress payments; model views publish through Vercel for every stakeholder.

PROCORECMiCTEXTURAVercel logo

O&M manuals deliver from the same Drive the job ran on; retention releases in Textura; the final record archives in GitHub + CMiC, complete and auditable.

Google Drive logoTEXTURAGitHub logoCMiC
LANE 5 · PEOPLEThe TeamsNew York · Estimating & Design — Cyprus · Engineering — Field · Live Production. Three time zones, one model.

New York leads estimating and bid strategy; Cyprus checks engineering feasibility the same day — no overnight hand-off, the question is answered while the estimate is still open.

NEW YORK · ESTIMATINGCYPRUS · ENGINEERING

Cyprus details coordination and calculations; New York locks the commercial terms; the field validates means and methods against real site conditions before buyout.

CYPRUS · ENGINEERINGNEW YORK · DESIGNFIELD

The field runs live production against the model; Cyprus turns engineering answers around in hours; New York holds cost, schedule and the client — all reading the same numbers.

FIELD · LIVE PRODUCTIONCYPRUS · ENGINEERINGNEW YORK

The field proves the systems and burns the punch list to zero; all three teams sign the lessons review together — the people who estimated it, engineered it and built it, in one room.

FIELDNEW YORKCYPRUS
THE LOOP THAT ISN'T A LOOPCloseout lessons feed the next acquisition while construction is still running — because every lane never stopped working on the same live model, there is nothing to hand off and nothing to reconcile. The meeting starts at the decision, not at whose numbers are right.
04

Standards, Verification & the Two Powerhouses

EVIDENCE OVER OPINION

A model that cannot be checked against a standard is an opinion with good graphics. The ARTEMIS bridges read every design through published standards lenses — and the stack's own figures are held to the same discipline: reproduce the verified base case exactly, or declare the deviation.

POWERHOUSE 01 · MECHANICAL

HVAC Mechanical Intelligence Bridge

The reference implementation of the platform: a live HVAC 5D model — geometry, quantities, schedule, field production, cost and executive views on one object-linked system, and the source of the verified base case on this page (RC8.11).

ASHRAESMACNAIMCNYC commercial benchmarks
Open the HVAC Bridge →
POWERHOUSE 02 · UTILITY

Utility Intelligence Bridge — 3D Model

The same discipline applied to utility infrastructure: a live 3D utility model carrying quantities, trench and pipe engineering, schedule and cost — checked against the standards that govern work in the public right-of-way.

DEP standardsUtility specifications3D model review
Open the Utility Bridge 3D Model →

Evidence states — how every figure earns its place

Following the OctopusG discipline, every fact the system presents carries its standing. A number marked Verified has been reproduced against its source; a number marked Declared is an intention or a statement, not a measurement. The distinction is never blurred — it is the difference between the five operating bases below and the 2027 sequence, and between a base case and a forecast.

OBSERVEDDECLAREDINFERREDVERIFIEDBLOCKEDSTALEUNKNOWN
05

One Stack, Five Bases

SAME SYSTEM · EVERY OFFICE · LOCAL TIME LIVE

The stack is not a headquarters tool that offices log into — it is the same live environment in every base, which is what makes a Cyprus engineering team and a New York estimating team one team. Five bases operate on it today.

New York —
UNITED STATES · ET

Design + estimating headquarters. Client-facing decisions, executive review, commercial control.

Cyprus —
CYPRUS · EET

Engineering center. Model authoring, calculations, CAD management and production engineering.

Athens —
GREECE · EET

Regional engineering and design support on the same live models.

Rhodes —
GREECE · EET

Regional base supporting engineering delivery across the Aegean program.

Rome —
ITALY · CET

Regional base extending the network into Italy on the shared platform.

POTENTIAL NEXT · 2027 Prague · Bari · Syracuse The 2027 sequence — under evaluation. Declared intention, not operating bases.
06

OctopusG — Top Agent Orchestrator

MUSE OCTOPUSG · AGORAXAI.COM
COMMAND→UNIVERSE→ATTENTION→DECISIONS→INTELLIGENCE

A stack of strong tools still needs a conductor. OctopusG is the top agent orchestrator of the ARTEMIS environment: it routes work across the AI model panel, holds the context every agent shares, and runs the Command → Universe → Attention → Decisions → Intelligence discipline — so AI output arrives as evidence and interpretation, never as unattributed authority, and every recommendation can be traced, challenged and verified.

S1AI Panel Orchestration — 9Router

Routes each task to the right model on the panel — Claude, Gemini Astra, DeepSeek, Copilot, open source — and reconciles their outputs against one shared context instead of letting five answers compete.

S2Context Engineering

Builds and maintains the structured context — models, documents, decisions, evidence — that every agent and every human on the team works from. Same inputs, same conclusions.

S3System Architecture

Owns the architecture of the whole environment: how the lanes connect, where data lives, and how a change in one system propagates safely to the rest.

S4Attention Engine

Deterministic and auditable by design: scans the universe of projects and surfaces what actually needs a human decision — ranked, evidenced, and quiet about the rest.

S5Decision Center

Every surfaced item carries an evidence state — Observed, Declared, Inferred, Verified, Blocked, Stale or Unknown — so executives decide on facts whose standing is explicit.

S6Coordination & Verification — DEV / JEV

Coordinates multi-agent work and verifies it before integration: figures must reproduce exactly or be declared as deviations. Nothing merges on trust.

▲  OCTOPUSG DIRECTS EVERY LANE OF THE STACK ABOVE  ▲