Orchestration core
The orchestration core
Multi-agent orchestration and task delegation
A registry of agents with roles, capabilities and status. Work is given out as tracked items, each with an owner, a scope and an acceptance test. Agents message each other through a mailbox with explicit states. Delivery retries are safe because every handler is idempotent. Each agent acts under its own signed identity, and a permission contract limits what it can change. Every refused action is logged.
State for long-running work
Work items, messages and approvals are durable records with defined lifecycle states, so work survives restarts and hand-overs between agents. Scheduled jobs fire once, even when requests arrive at the same moment. Outbound actions carry idempotency keys, so nothing is sent twice.
Memory and context
Tiered memory (per agent, shared, and a searchable knowledge base) chosen by the type of question. Prompt know-how is packaged as versioned skills that agents find by semantic search. Corrections from your team become standing rules that load at the start of every session.
Prompt-injection defense and sanitization
Every skill, tool and agent definition is scanned before it is registered, and scanned again when the rules become stricter. Content from outside the platform is treated as data, never as instructions. Credentials are resolved by name from a registry and never placed in a prompt.
One gateway for every model provider
One API in both OpenAI and Anthropic formats. You change provider by configuration, not code. Per-key budgets and rate limits, policy-based routing and automatic fallback. A response header shows when the gateway used a different model, so a downgrade cannot go unnoticed. Every request is logged against the work that caused it.
Content-scaffolding pipelines
Pipelines that turn long-form material (podcasts, webinars, keynotes) into text extracts and short video edits. A panel of models from different providers reviews each output before release. Approved items go into a planning calendar and then into scheduled distribution across channels.
Proof
On several client engagements we delivered orchestration cores across all three areas: orchestration, memory and the model gateway.