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VERIFIED 12-SLOT ARCHITECTURE BOM • PERSONA: STAFF / PRINCIPAL AI ARCHITECT & VP ENGINEERING

Enterprise SOC2 Multi-Agent Production Stack (25 Engineers • 500k Sessions/Mo)

Monthly TCO: $3,260.00/mo (Saves $3,091.80/mo) • Cumulative p50 Latency: 71.8 ms • Concurrent RAM: 2175 MB

INTERACTIVE STACK BUILDER 10 / 12 SLOTS CONFIGURED • 2 OMITTED BY DESIGN

Build Your AI Stack in 3 Simple Steps

Pick a starting preset below, toggle only the tools you actually need (skip the rest), and export your ready-to-run config bundle.

Est. Monthly Cost
$3,260.00/mo
Saves $3,091.80/mo
RAM / GPU Footprint
2175 MB / 0.0 GB
71.8 ms p50
License & Privacy
VERIFIED CLEAN
2 swap(s) ready
1

Pick a starting template

Start from a ready-made stack for your situation, then change anything. Cost, RAM and license checks update as you go.

[+] Fine-Tune Compliance Mode, Monthly Session Volume, Compute Power & Budget Cap
2

Seat a tool in each slot

Each slot is one layer of your AI stack. Choose one tool per slot, or skip the layers you do not need. Hover the i for what each layer does.

AI Stack Motherboard
● 6/12 SOCKETS SEATED • READY TO SHIP
Socket 01Core Layer • IDE

AI Coding IDE & EditoriWhat Socket 01 DoesYour primary code editor for inline AI diffs, multi-file edits, and tab autocomplete.Essential for daily interactive coding • Skip only for headless server pipelines.

● Seated
+ Add a tool that is not listed

We cannot check unlisted tools for license or speed. We use your answers for the cost and privacy checks, and list it by name in your export.

Socket 02Core Layer • CLI Agent

Autonomous Terminal & SWE AgentiWhat Socket 02 DoesAutonomous terminal agent that plans, edits across your repo, runs tests, and commits.Best for multi-file refactors & PR automation • Optional if you only use an IDE.

● Seated
+ Add a tool that is not listed

We cannot check unlisted tools for license or speed. We use your answers for the cost and privacy checks, and list it by name in your export.

Socket 03Core Layer • Context OS

Agent Harness & Context OSiWhat Socket 03 DoesCompresses repo context (CLAUDE.md / AST maps) so agents stop re-reading junk files.Recommended for all stacks • Cuts per-turn prompt token waste by 40% to 75%.

● Seated
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Socket 04Core Layer • Cost Router

LLM Gateway, KV-Cache & FinOps RouteriWhat Socket 04 DoesRoutes simple prompts to fast/cheap models and caches repeated context (65/35 cascade).High-ROI FinOps layer • Cuts monthly frontier API bills by ~58%.

● Seated
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Socket 05Core Layer • Orchestrator

Multi-Agent Orchestration & State GraphiWhat Socket 05 DoesCoordinates multi-step agent workflows, tool handoffs, and typed state graphs.Use when chaining multiple agents/tools • Skip for single-agent coding.

● Seated
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Socket 06Core Layer • Schema Out

Structured Output & Schema CompileriWhat Socket 06 DoesForces LLM outputs to strictly match your JSON/Pydantic types with zero parse crashes.Essential for production APIs & tool calling • Skip for plain chat outputs.

● Seated
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3

Review and export your stack

Plain-English verdict, live architecture summary, and your 9-file production config bundle for the slots seated above.

Checking your stack...
Technical details RAM, GPU memory, license and budget checks behind the summary above
• Hardware Fit Verified: 2175 MB RAM & 0.0 GB VRAM fits inside your 24 GB GPU envelope.
HARDWARE & BUDGET FIT VERIFIED
Free Architectural Summary

Compiled ADR-2026-AI-STACK.md (Live Preview)

LIVE CANVAS
# ADR-2026-AI-STACK: Production AI Architecture Decision Record for `getcursor/cursor`
- **Status**: PROPOSED (Curated via PulseForge 12-Slot Deterministic BOM Engine)
- **Team & Workload Profile**: `25` Engineers | `500,000` Monthly Agent Sessions | Mode: `SOC2_COMMERCIAL`
- **Configured Stack Slots**: `10` Active Layers | `2` Intentionally Omitted Layers (Lean YAGNI Setup)
- **Total Monthly TCO**: `$3,260.00/mo` (vs. `$6,351.80/mo` Unoptimized Baseline -> **Saves `$3,091.80/mo`**)
- **Concurrent Local RAM Footprint:** `2175 MB` | **Cumulative p50 Overhead:** `71.8 ms` | **Min Local VRAM:** `0.0 GB`

## 1. Curated Active Bill of Materials (BOM) & License Audit
| Slot # | Architectural Layer | Selected Tool (`owner/repo`) | License | Cloud Egress | p50 Overhead | RAM (50 Agents) | Est. Monthly Cost |
|---:|---|---|---|---|---:|---:|---:|
| 1 | **AI Coding IDE & Editor** | `cursor/cursor` (Cursor Pro) | `Proprietary` | Cloud Proxy | `18.0 ms` | `640 MB` | `$1,100.00/mo` |
| 2 | **Autonomous Terminal & SWE Agent** | `anthropics/claude-code` (Claude Code CLI) | `Proprietary` | Cloud Proxy | `22.0 ms` | `190 MB` | `$1,200.00/mo` |
| 3 | **Agent Harness & Context OS** | `affaan-m/ECC` (ECC v2.2 (Everything Claude Code Harness)) | `MIT` | Zero-Egress Local/Self-Host | `1.8 ms` | `45 MB` | `$75.00/mo` |
| 4 | **LLM Gateway, KV-Cache & FinOps Router** | `Portkey-AI/gateway` (Portkey AI Gateway) | `MIT` | Zero-Egress Local/Self-Host | `1.9 ms` | `115 MB` | `$190.00/mo` |
| 5 | **Multi-Agent Orchestration & State Graph** | `pydantic/pydantic-ai` (PydanticAI Type-Safe Agents) | `MIT` | Zero-Egress Local/Self-Host | `2.4 ms` | `220 MB` | `$155.00/mo` |
| 6 | **Structured Output & Schema Compiler** | `BoundaryML/baml` (BAML (Rust Schema-Aligned Parser)) | `Apache-2.0` | Zero-Egress Local/Self-Host | `0.9 ms` | `55 MB` | `$90.00/mo` |
| 7 | **Agent Memory, Vector & Hybrid RAG Engine** | `qdrant/qdrant` (Qdrant Quantized Vector Engine) | `Apache-2.0` | Zero-Egress Local/Self-Host | `3.4 ms` | `420 MB` | `$145.00/mo` |
| 8 | **Code Sandbox, MicroVM & Browser Runtime** | `daytonaio/daytona` (Daytona Self-Hosted Agent Workspace) | `Apache-2.0` | Zero-Egress Local/Self-Host | `18.0 ms` | `310 MB` | `$180.00/mo` |
| 9 | **MCP Server Runtime & Tool-Poisoning Firewall** | `invariantlabs-ai/mcp-scan` (Invariant MCP-Scan Firewall) | `Apache-2.0` | Zero-Egress Local/Self-Host | `1.4 ms` | `60 MB` | `$50.00/mo` |
| 10 | **50-Probe OWASP Red-Team & Regression CI Gate** | `promptfoo/promptfoo` (Promptfoo 50-Probe OWASP Red-Team) | `MIT` | Zero-Egress Local/Self-Host | `2.0 ms` | `120 MB` | `$75.00/mo` |

## 1B. Intentionally Omitted Layers (Lean YAGNI Justification)
- **Slot 11 (Voice, WebRTC & Realtime Multimodal Agent)**: `OMITTED BY DESIGN` - Text/code-only workload; WebRTC voice & realtime audio pipeline not required.
- **Slot 12 (Local Inference & QLoRA / GRPO Fine-Tune Engine)**: `OMITTED BY DESIGN` - Using routed frontier API models; dedicated local GPU/VRAM inference & QLoRA fine-tuning not required.

## 3. Recommended Drop-In Arbitrage Swaps
- **AI Coding IDE & Editor**: Swap `cursor/cursor` -> **`cline/cline`** to save **`$775.00/mo`** & **`430 MB RAM`** (Eliminate $20/seat markup and cloud indexing egress via BYOK Cline).
- **Autonomous Terminal & SWE Agent**: Swap `anthropics/claude-code` -> **`Aider-AI/aider`** to save **`$775.00/mo`** & **`65 MB RAM`** (Pair with Aider tree-sitter repo-map to cut discovery tokens by 58%).
🔒 Gated Pro Execution Suite ($9.99 / $49)

9-File Ready-to-Run Production Bundle

# docker-compose.ai-stack.yml - Generated for getcursor/cursor (10 Active Slots | 2 Omitted | SOC2_COMMERCIAL)
version: '3.9'
services:
  layer_1_ide:
    image: ghcr.io/cursor/cursor:latest
    restart: unless-stopped
    environment:
      - PULSEFORGE_SLOT=AI Coding IDE & Editor
      - COMPLIANCE_MODE=soc2_commercial
    deploy:
      resources:
        limits:
          memory: 640M
  layer_2_terminal_agent:
    image: ghcr.io/anthropics/claude-code:latest
    restart: unless-stopped
    environment:
      - PULSEFORGE_SLOT=Autonomous Terminal & SWE Agent
      - COMPLIANCE_MODE=soc2_commercial
    deploy:
      resources:
        limits:
          memory: 190M
  layer_3_agent_harness:
    image: ghcr.io/affaan-m/ecc:latest
    restart: unless-stopped
    environment:
      - PULSEFORGE_SLOT=Agent Harness & Context OS
      - COMPLIANCE_MODE=soc2_commercial
    deploy:
      resources:
        limits:
          memory: 128M
  layer_4_gateway_router:
    image: ghcr.io/portkey-ai/gateway:latest
    restart: unless-stopped
    environment:
      - PULSEFORGE_SLOT=LLM Gateway, KV-Cache & FinOps Router
      - COMPLIANCE_MODE=soc2_commercial
    deploy:
      resources:
        limits:
          memory: 128M
  layer_5_orchestration:
    image: ghcr.io/pydantic/pydantic-ai:latest
    restart: unless-stopped
    environment:
      - PULSEFORGE_SLOT=Multi-Agent Orchestration & State Graph
      - COMPLIANCE_MODE=soc2_commercial
    deploy:
      resources:
        limits:
          memory: 220M
  layer_6_structured_output:
    image: ghcr.io/boundaryml/baml:latest
    restart: unless-stopped
    environment:
      - PULSEFORGE_SLOT=Structured Output & Schema Compiler
      - COMPLIANCE_MODE=soc2_commercial
    deploy:
      resources:
        limits:
          memory: 128M
  layer_7_memory_vector:
    image: ghcr.io/qdrant/qdrant:latest
    restart: unless-stopped
    environment:
      - PULSEFORGE_SLOT=Agent Memory, Vector & Hybrid RAG Engine
      - COMPLIANCE_MODE=soc2_commercial
    deploy:
      resources:
        limits:
          memory: 420M
  layer_8_sandbox_browser:
    image: ghcr.io/daytonaio/daytona:latest
    restart: unless-stopped
    environment:
      - PULSEFORGE_SLOT=Code Sandbox, MicroVM & Browser Runtime
      - COMPLIANCE_MODE=soc2_commercial
    deploy:
      resources:
        limits:
          memory: 310M
  layer_9_mcp_firewall:
    image: ghcr.io/invariantlabs-ai/mcp-scan:latest
    restart: unless-stopped
    environment:
      - PULSEFORGE_SLOT=MCP Server Runtime & Tool-Poisoning Firewall
      - COMPLIANCE_MODE=soc2_commercial
    deploy:
      resources:
        limits:
          memory: 128M
  layer_10_eval_redteam:
    image: ghcr.io/promptfoo/promptfoo:latest
    restart: unless-stopped
    environment:
      - PULSEFORGE_SLOT=50-Probe OWASP Red-Team & Regression CI Gate
      - COMPLIANCE_MODE=soc2_commercial
    deploy:
      resources:
        limits:
          memory: 128M
🔒 docker-compose.ymlNon-conflicting container ports
🔒 litellm-cost-router.yaml65/35 FinOps -58% token router
🔒 CLAUDE.md + .cursorrulesAST context pruner & IDE rules
🔒 ai_eval_gate.yml + gitleaksOWASP LLM01 & MCP CI gate
UNSAVED ARCHITECTURE VAULT 10 Active • 2 Omitted

Export Your Curated Stack Bundle (Pay Once, Owned Forever)

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  • [FREE PREVIEW] 12-Slot Studio, +Add to Stack Bag & Live ADR Summary
  • [GATED • $9.99 BOM .ZIP] Compiled docker-compose.yml, LiteLLM 65/35 Router, CLAUDE.md & CI Gates
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