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Watch a self-healing multi-agent swarm in action. When a customer checkout triggers a critical 500 Runtime Error on an insecure microservice, three collaborative Gemini agents share one ICX Volumetric Memory (Vₜ) substrate. They detect the crash, consult live security standards via compact viewports, atomically hot-patch the code in shared memory, and verify the 5-service call chain—healing the live storefront in 0.45 µs before the customer even has time to refresh the page. All for $0.001494.

SWARMFORGE ICX — display port : ready
  1. 1 The shop & crash
  2. 2 The lookup
  3. 3 The results
  4. 4 The path
  5. 5 Self-healed
ICX AST $0.00 this run $0.00 walk ICX/yr $43 not today $17k
Ready A shopper is checking out. When a runtime error strikes, three agents self-heal the live service faster than a page refresh. Click Play live, select any step, or wait for autoplay.
Display 1 · Storefront Google Boutique
Sunglasses
Sunglasses Sleek aviator sunglasses. $19.99
Tank Top
Tank Top Cropped cotton tank, scooped neckline. $18.99

Checkout — Legacy Mode

Sunglasses + Tank Top $38.98
Payment method
PAN 4532… (Plaintext)
Transport
Insecure gRPC
Display 2 · Code DiffBefore ICX rewrite

            
Display 3 · Scoped Viewport LookupOfficial MCPs (900–1.5k tokens)
LEASEmutex on Vₜ CASCharge → Authorize ROGUE WRITECAS_CONFLICT PAYMENT RPCAuthorize

Gemini 3.5 Flash-Lite · $0.30 / 1M in · $2.50 / 1M out

Agents see a scoped viewport — not 80k+ token Microsoft Learn or Cloudflare manuals.

Display 4 · Multi-Agent SwarmShared Vₜ Architecture
checkoutservice productcatalogservice shippingservice paymentservice emailservice

The Customer Value of ICX: Real-World ROI & Reliability

In this measured demonstration, three collaborative agents completed an end-to-end multi-service contract hardening for just $0.001494 (Coder $0.000513 · Auditor $0.000602 · Tester $0.000379). ICX in-memory AST replay cost is $0.00. For a 120-engineer organization running 29,100 swarm runs per year, Calera ICX reduces annual LLM inference costs from $17,460–$175,000+ (and over $1.22M on Claude agent teams) down to approximately $43 / year.

1. Zero Context Amnesia & Token Waste

Traditional multi-agent frameworks repeatedly dump entire codebases and history logs into every prompt. ICX crystallizes documents and graphs into 4D Volumetric Memory (Vₜ) once, serving compact 900–1,500 token viewports with 99.6% attention preservation.

2. True Multi-Agent Concurrency Safety

Independent agents working concurrently risk clobbering each other's code. ICX provides distributed mutex leases and atomic Compare-And-Swap (CAS), guaranteeing that rogue or out-of-order writes fail gracefully with CAS_CONFLICT.

3. Zero-Cost Topological Graph Verification

Instead of relying on probabilistic LLM guessing to verify multi-service call chains, ICX executes deterministic A₄ simplicial walks across the call graph in 0.45 µs for $0.00 on the lattice—guaranteeing zero contract breakage.

4. Bring Your Own Model (BYOK)

ICX is fully decoupled from LLM weights. Use Gemini, Claude, GPT, DeepSeek, or your private local fine-tunes. The Volumetric Lattice is your persistent cognitive memory layer; the LLM is simply a viewport consumer.

  1. Define your swarm roles. In this demo: Coder, Auditor, and Tester. In your enterprise: Intake, Policy Validation, and Compliance Sign-Off.
  2. Mount ICX memory. Use icx.var_set to store intermediate representations, acquire mutex leases for atomic changes, and stream compact viewports.
  3. Connect your preferred LLM. Plug in your API key via OpenAI-compatible endpoints or Google Antigravity/MCP tools.

Start an ICX space Read the ICX docs Explore Research Paper