SPANDREL:

AUTONOMOUS AEC PROJECT MANAGEMENT

The connective logic between design intent and construction administration. An autonomous, sovereign AI engine built to orchestrate architectural workflows with zero data exposure.

[ DEPLOY_SPANDREL_CORE ] [ BACK_TO_LAB ]

TARGET: LINUX_WSL2_WINDOWS_MAC // NVIDIA_OR_AMD

02 // CORE ENGINE ARCHITECTURE

SYSTEM SPECIFICATIONS

Three deterministic layers. The local RAG framework ingests building specifications, drawing sets, and project logs with absolute precision.

01. SPEC_SUBSTRATE

DETERMINISTIC INDEX

Ingests raw CSI MasterFormat specs, drawing schedules, and RFI logs into a unified, versioned index — chunked by division and coordinated across sheets.

INGEST Division 01–49 PDF / DOCX / IFC
CHUNK Vector + hybrid (vectorless) index
TRACE Every token maps to a source sheet

02. GRAPH_EXECUTION

STATE GRAPHS

Autonomous ReAct and Plan-Execute graphs coordinate subtasks, code reviews, and deliverables across a live project state graph.

MODEL ReAct / Plan-Execute loops
STATE Real-time multi-agent graphing
OUTPUT Deterministic, auditable deliverables

03. AIR_GAP_SECURITY

SOVEREIGN INFERENCE

100% sovereign inference. Operates locally on dedicated hardware — building IP, budgets, and proprietary details never leave the node.

RUNTIME Ollama / vLLM / llama.cpp
NET Air-gapped by default and hybrid if desired
LEAK Zero tokens to public cloud or hybrid private cloud

03 // OPERATIONAL COLUMNS

AGENT WIRE-UPS

Core MVP functions.

Spandrel dashboard — live project state graph and agent activity — FIG.02 // DASHBOARD // CONTEXT_INJECTION

AGENT_01 // BRIDGE

CONTEXT INJECTION & THE BRIDGE AGENT

The Bridge Agent reads project-management targets and translates them into concrete design-team tasks, injecting coordinated context across messy, unstructured directories — no manual folder wrangling required.

Spandrel agent pool — local inference fleet status and air-gap indicators — FIG.03 // AGENT_POOL // DATA_SOVEREIGNTY

AGENT_02 // SOVEREIGN

LOCAL DATA SOVEREIGNTY MECHANICS

Model weights, vector embeddings, and project state all reside on-premise. The Sovereign loop keeps inference air-gapped, so client IP never becomes training fodder for public multi-tenant clouds.

04 // TECHNICAL CAPABILITIES MATRIX

TRADITIONAL PM vs. SPANDREL CORE

ARCHITECTURAL SUBSYSTEM	TRADITIONAL PM SOFTWARE	SPANDREL AUTONOMOUS CORE
CODE & ZONING REVIEW	Manual section cross-referencing.	Deterministic rule parsing across IBC, IECC, and local amendments.
SPECIFICATION INGESTION	Static PDFs in unindexed folders.	Vectorless + vector hybrid indexing categorized by CSI divisions.
EXECUTION MODEL	Static checklists and task assignees.	Autonomous multi-agent loops with real-time state graphing.
DATA SOVEREIGNTY	Public multi-tenant cloud storage.	100% private local deployment with on-premise model weights or private cloud.

05 // REAL-TIME LOGIC TERMINAL

AGENT THOUGHT LOGS

A live terminal window simulating model reasoning — background processes and machine logic, unmasked.

SPANDREL_AGENT_01 — /substrate/egress_check

[ DEPLOY_SPANDREL_CORE ]

TARGET: LINUX_WSL2_WINDOWS_MAC // NVIDIA_GPU // LOCAL_INFERENCE