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02 / Case study — production AI infra

The runtime behind Bitte's on-chain agents.

Bitte's production AI runtime turns natural language into signed on-chain transactions. I was the top human committer on it — streaming LLM agent loops, OpenAPI→tool conversion, and roughly twenty on-chain primitives across four chains, serving real users on Google Cloud Run.

Role
Top human committer
Org
Bitte Protocol
Stack
Express · TypeScript · Cloud Run
Chains
NEAR · EVM · SUI · Cardano
104 Commits Top human committer on the production runtime
~20 On-chain primitives Across NEAR, EVM, SUI, and Cardano
4 Chains One agent surface, four execution environments
135/343 Agent SDK #1 committer on the agent SDK monorepo
02.1 / The runtime

An Express/TypeScript service on Google Cloud Run running streaming LLM agent loops: the model plans, calls tools, and streams intermediate state to the client while transactions are prepared, simulated, and signed.

a fig. 01 — agent loop streaming, tool-driven
  user intent ──▶ LLM loop ──▶ tool call ──▶ on-chain primitive
                      ▲              │              │
                      └──────── stream ◀────────────┘
                    tokens + tx state, live to the client

   tools: OpenAPI specs ──▶ converted to function-calling schemas
b fig. 02 — capabilities ~20 primitives, 4 chains
  • streaming agent loops LLM plans and acts with live intermediate state to the client
  • OpenAPI→tool conversion any spec becomes a callable agent tool, automatically
  • on-chain primitives ~20 transaction builders across NEAR, EVM, SUI, and Cardano
  • NEAR Intents cross-chain swaps routed through the Intents protocol
  • production ops Express + TypeScript, deployed on Google Cloud Run
02.2 / The surrounding surface
c fig. 03 — agent SDK monorepo #1 committer · 135 of 343

#1 committer (135 of 343 commits) on the agent SDK monorepo — @bitte-ai/chat, the make-agent CLI, and the OpenAPI function-calling manifests that let anyone stand up an on-chain agent.

d fig. 04 — Bitte Wallet #3 committer · 249 commits

#3 committer (249 commits) on Bitte Wallet — the production AI-agent wallet those SDK agents plug into.

02.3 / Outcome
#1

Top human committer on the runtime that powers Bitte's agent economy — and the #1 committer on the SDK that lets external builders plug into it.