ADA Handles

Custom wallet addresses on Cardano, secured on-chain.

Co-founded with my second-eldest son in 2021. I run platform engineering and the AI ops layer.

The platform is a constellation of services across the handle.me namespace. The work in impact terms:

HAL — Handle Augmented Lifeform

One of the best minting experiences on Cardano.

A second product line built on the on-chain primitives Handles introduced. SDK + minting engine + 3D-asset support, so external Cardano teams can ship NFT collections without rebuilding the contracts and orchestration we already battle-tested.

The single most validating run (June 2025): chained ~4,000 transactions minting 70K+ tokens in a single coordinated session. Every tx relied on the previous, with 8 scripts and 9 reference inputs each. We were minting faster than the chain settled. Every transaction landed deterministically.

For Cardano peers: this is what production-grade minting looks like when the contract chain, the engine, and the SDK are all yours. The minting infrastructure unified back to power Handles minting too — minting.handle.me serves both. (Repo cluster: hal.handle.me, hal-minting-engine, hal-minting-contracts, hal-sdk, hal-glb, minting.handle.me.)

K.O.R.A. — Knowledge and Operations Response Assistant

Autonomous Discord ops agent for production Cardano.

A multi-component AI agent that runs day-to-day ops for the Handles ecosystem from inside Discord — ticket triage, moderation, monitoring, alert response, deployment orchestration, knowledge synthesis.

Architecture: chat gate → AI provider → executor → worker. Multi-model routing with graceful fallback: cloud primary → codex-spark on usage cap → gpt-5.4-mini → local Qwen3 on dual GPUs (4B for the gate, 9B-IQ4_XS for the worker, 35B for harder reasoning when there’s headroom).

Discipline: three-tier test battery — hermetic (mocks) → real-process (test services) → live-canary (live data, no side effects). Nothing ships green-by-inference.

Working mode: set me loose all night. TODO + TASK_STATE files keep autonomous runs resumable across crashes, compactions, and OAuth expirations. The agent rehydrates from disk.

Discord-as-control-plane is intentional. Pinned messages in #kora-settings are configuration. App-alerts post to #app-alerts with rich metadata for triage. Natural-language commands (“deploy to mainnet,” “troubleshoot this ticket”) trigger real CI/CD and GitHub work. (Repo: kora-bot. Plus cloudwatch-to-discord, community-jobs. Detail on /projects.)

Papagoose LLC

Side products.

clicked.bio — a LinkTree alternative with Instagram integration. remindsly.com — Microsoft Graph-based reminders.

Other Kora Labs surfaces

Also shipping.

A few more things in the github.com/koralabs constellation worth knowing about:

Prior chapters worth surfacing.

Earlier engineering at scale, before Kora Labs.

Capital One — Master Platform Engineer (2018–2022)

25K records/sec synthetic-data Kafka platform on Fargate autoscaling. Constant vulnerability monitoring + threat scoring across team systems.

Xero — Senior SWE & DevOps (2013–2018)

100+ two-week sprints on a 2M-user SaaS accounting/payroll platform. Built contextual auto-complete search over 2M objects on AWS ElasticSearch, queried dozens of times per second.