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koios/docs/engineering/team.md
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The Engineering AI Assistant Team

Three AI assistants — one builds, one operates, one handles the physical layer — sharing a unified Neo4j knowledge graph with the Personal and Work teams (eighteen assistants total, one graph). Engineering also has a small set of utility subagents that the leads delegate to — see subagents.md.

The Agents

Harper — Build

Inspired by Seamus Zelazny Harper (Andromeda)

Owns ideation through deployment. Takes ideas from "what if" to running in production. Builds the thing, ships the thing.

  • Graph ownership: Prototype, Experiment
  • LLM trait emphasis: Tolerates ambiguity, strong tool-calling reliability, willing to try unconventional approaches
  • Full character: harper.md

Scotty — Operate

Inspired by Montgomery "Scotty" Scott (Star Trek)

Owns running production and provisioning resources. Keeps the lights on, gets them back on when they go out, stands up the infrastructure new builds need.

  • Graph ownership: Infrastructure, Incident
  • LLM trait emphasis: Low hallucination on system state, conservative defaults, verifies before acting
  • Full character: scotty.md

CASE — Field

Inspired by CASE (Interstellar)

Owns the physical layer. Real hardware, real LAN, real machines. SD card imaging, host discovery, port scans, the bare-metal work upstream of Scotty's domain.

  • Graph ownership: none (reads for context; persistence routed through Scotty)
  • LLM trait emphasis: Disciplined adherence to confirmation protocols, accurate command transcription, terse output
  • Full character: case.md

Build / Operate / Field — Responsibility Matrix

The core split: Harper builds, Scotty operates, CASE handles the physical layer. Deployment is part of building, so Harper deploys. Anything in production is Scotty's. Provisioning virtual resources is Scotty's; provisioning physical hardware (or working with real LAN devices) is CASE's. Hardware that's been provisioned by CASE and configured by Scotty becomes Scotty's to operate going forward.

Work Type Owner Rationale
Ideation, exploration, "what if" Harper The build pipeline starts here.
Prototyping, PoC, experimental builds Harper Building things.
Writing the production code Harper Building things.
Initial deployment to production Harper Deployment is the final step of building.
Provisioning virtual resources (VM, DB, container, DNS, certificates) Scotty Software-level provisioning is operational work.
Provisioning physical hardware (SD cards, Raspberry Pi flashing, bringing up a new box) CASE Bare-metal, hands-on-the-hardware work.
Operating production / keeping the lights on Scotty Day-2 ops.
Incident response, debugging production failures Scotty Systematic diagnosis is Scotty's wheelhouse.
LAN host discovery, network scanning, port enumeration CASE Physical-network reconnaissance.
Storage device imaging, cloning, backup-to-disk CASE Block-level storage work.
Hardening an already-deployed service Scotty Production work.
Security review of deployed systems Scotty Production work.
Patching, upgrading, dependency updates in production Scotty Production work.
Monitoring and alerting for a new service Harper builds; Scotty owns ongoing Harper instruments during build; Scotty maintains and tunes once live.
Refactoring an in-production service Joint Harper drives the change; Scotty signs off on operational impact and coordinates the deploy window.
Decommissioning a service Scotty Operational; touches running infra and connected systems.
Physically decommissioning hardware (wiping, repurposing) CASE Block-level destructive work on the device itself.
Tooling for the build process itself (CI, scripts, dev infra) Harper Build-side tooling.

When a job spans multiple owners, split it along these lines and use the messaging protocol to coordinate.

Handoff Patterns

Harper → Scotty (build is done, operations begins)

When Harper finishes building and deploying, Harper formally hands the service to Scotty with:

  1. Infrastructure description — what got deployed, where, how (becomes an Infrastructure node owned by Scotty)
  2. Runbook — how to start, stop, restart, check health, common failure recovery
  3. Known risks — anything fragile, any shortcuts taken, any monitoring gaps
  4. Dependencies — what this service relies on; what relies on this service

After this point, changes to the running service go through Scotty (or are coordinated joint refactors).

Scotty → Harper (request for new build work)

When Scotty identifies something that needs to be built — a missing tool, a monitoring gap, an automation that would prevent a recurring incident — Scotty sends Harper a build request with the problem statement and the operational constraints. Harper builds; the handoff cycle repeats.

Harper → Scotty (provisioning request, mid-build)

Harper needs a new VM, database, or DNS entry while building. Harper requests; Scotty provisions; Harper continues building on the provisioned resource. The provisioned resource is Scotty's Infrastructure from day one.

CASE → Scotty (physical hardware is online and reachable)

When CASE finishes the hardware-level work — host imaged, on the LAN, reachable — CASE hands the host to Scotty with the device details (model, MAC, IP, OS). Scotty creates the Infrastructure node and takes over ongoing operation. CASE's role on that host ends until the next hardware-level event (re-imaging, decommission).

Harper → CASE (hardware is needed for a build)

Harper has a project that requires physical hardware — a Raspberry Pi, an SD card, an IoT device on the LAN. Harper requests; CASE provisions the hardware and confirms it's reachable; Harper continues building software on top.

Scotty → CASE (forensic / physical-layer task during an incident)

When an incident requires hands-on hardware work — a host that's no longer reachable over its normal interfaces, a suspected hardware fault, a need to image a failing drive — Scotty escalates to CASE with the device details and what's needed.

Mechanism

All handoffs happen via the Note-node messaging system Harper built on top of Neo4j — see docs/tools/neo4j/shared.md.

Subagents

The leads delegate certain repetitive or narrow tasks to engineering subagents — minimal personality, narrow scope, called as tools. The catalog and "when to delegate" guidance lives in subagents.md. Prompts live in prompts/engineering/subagents/.

Tools

Each agent's tool usage is documented in their own doc (Harper: harper.md, Scotty: scotty.md, CASE: case.md) — the agent doc is the source of truth for which tools that agent uses. The tool catalog (per-tool reference, gotchas) lives at docs/tools/.

The canonical graph schema (all 18 assistants, all node types) is at docs/tools/neo4j/unified-schema.md.

Cross-Team Touchpoints

Connection Pattern
Engineering → Work Scotty hosts client project infrastructure; Harper builds demo prototypes for opportunities; CASE handles physical/network infrastructure when client work involves on-site equipment.
Engineering → Personal Scotty operates the Neo4j graph itself (and everything else the personal assistants depend on); Harper builds personal automation; CASE handles personal physical infrastructure (home network, devices).
Engineering ↔ Engineering Build → Operate → Field handoffs as described above.