Live display-port · Gemini 3.5 Flash-Lite × Calera ICX

SwarmForge: Self-Healing Multi-Agent Swarm

When a storefront checkout triggers a critical runtime error on an insecure microservice, three collaborative Gemini agents share one Volumetric Memory (Vₜ) substrate. They isolate the bug, consult security standards via compact viewports, atomically hot-patch the code, and verify the microservice call chain—self-healing the live service before the customer can even refresh the page.

Play native SwarmForge demo Why ICX is in this demo
$0.001494Measured swarm (3 Flash-Lite calls)
$0.00ICX AST replay on the lattice
$43 / yr120-engineer mix · compact viewport
$17k–$1.22MSame cadence as today’s agent sessions

The value of ICX in SwarmForge

Agentic coding is expensive because every turn re-sends files and history. ICX crystallizes the AST in Vₜ and streams a 900–1,500 token viewport. Coder, Auditor, and Tester still call Gemini — they just stop dumping the repo.

Without ICX · 50-turn session compounding (Composer 2 at this cadence) $17,460 / yr
With ICX · three compact Flash-Lite calls $43 / yr

120 engineers · 29,100 mix runs / year · Flash-Lite $0.30 / 1M in · $2.50 / 1M out. Does not replace Copilot or Cursor seats. Value is killing input-token compounding on the shared-IR swarm.

Prompt dumping vs shared Vₜ

Numbers below are this demo’s measured run (26 Aug 2026) plus published 50-turn session prices (Vantage, 15 Apr 2026).

Metric Naive prompt-dumped swarm Calera ICX SwarmForge Asymmetry
AST on the wire Serialized in chat (100k–1M+ tokens) Lattice object in Vₜ Kept off the prompt
This 4.2 KB IR +3,180 extra input tokens Compact viewport · $0.001494 billed $0.000954 saved / run
Concurrency Unsynchronized messages Mutex lease + CAS expected_version Rogue write → CAS_CONFLICT
PlaceOrder walk LLM-guessed hops A₄ simplicial walk · 0.45 µs Exact path, $0.00
120-eng year $17k (Composer) · $90k (GPT-5.4) · $1.22M (agent teams) ~$43 Flash-Lite Same job, compact viewport

Swarm token-savings calculator

Engineering organization 120 engineers
Service / repository IR size 1.0 MB
Avoided AST prompt waste
$6,547 / year
$26.19 / day · ICX Gemini bill ~$43/yr

Planning model, not an invoice: 1.2 PRs / engineer / business day, 20% contract-touching, plus nightly catalog walks.