Chat
Work with governed Spark agents that can investigate pipelines, ask connected data, explain notifications, and report through approved channels.
Caller RBAC · per-agent MCP allow-list · persisted conversations and tool tracesAI Studio · Gluesync 2.3
Chat is only the first workspace. Publish immutable Spark agents, route them across customer-managed models, run durable jobs, and govern every application call from inside Core Hub.
Ask about pipelines and data with the caller’s Core Hub permissions.
Combine instructions, versioned skills, routing policy, and an output contract.
Track queued, routing, and running events without tying work to a browser session.
Preview policy decisions against capability, residency, health, price, and cost limits.
Issue scoped API keys, assign budgets, and inspect usage and audit evidence.
One studio · Five workspaces
AI Studio separates exploration, authoring, execution, model policy, and governance so a useful chat can become a controlled platform asset. Meet Spark, the agent layer running inside it.
Work with governed Spark agents that can investigate pipelines, ask connected data, explain notifications, and report through approved channels.
Caller RBAC · per-agent MCP allow-list · persisted conversations and tool tracesTurn instructions and reusable skills into immutable, versioned agents with input, output, routing, duration, and cost boundaries.
Versioned skills · content hashes · JSON output contracts · Craft with SparkStart asynchronous work and retain its state, selected model, redacted errors, output, correlation, and ordered event timeline in Core Hub.
Idempotency · cancellation · SSE events · ambiguous-outcome disciplineManage a canonical model catalog and preview deterministic policy decisions before a real invocation spends tokens.
Capabilities · residency · health · price · latency · ranked fallbacksControl programmatic access and estimated spend, then inspect platform usage and audit evidence from the same workspace.
Budgets · scoped gsa_ keys · rate limits · owner and model allow-listsThe Core Hub foundation
The provider can change. The identity, tools, policies, and evidence around the work stay consistent.
Read the AI Studio documentation →Connect OpenAI, OpenAI-compatible endpoints, Anthropic, Azure OpenAI, or local Ollama. Credentials remain encrypted in Core Hub and model traffic never proxies through MOLO17.
Spark agents ground every turn in the Enterprise brain: the schema graph of every connected database, memory shared across the team, published skills, and approved company tools. External MCP clients such as Claude, ChatGPT, Grok, or Meta Muse reach the same brain through the 125-tool Core Hub MCP catalog, under the caller's permissions.
Explore →Filter models by capability, provider, context, residency, health, price, and estimated cost. Routing preview explains every inclusion and exclusion without consuming tokens.
Conversation traces, immutable versions, event timelines, usage records, and safe audit details make answers and automation reviewable without leaking provider secrets.
A published agent version is the unit Chronos schedules, platform events, webhooks, chained steps, and your applications fire. AI Workflows add payload allow-lists, idempotency, loop guards, budgets, and approvals around every unattended run.
Explore →Ask your data, triage sync health, explain alerts, discover PII, stand up pipelines, validate migrations, and embed agents in applications: each with the prompt that opens it and the tools it needs.
Explore →Developer platform
POST /api/ai/v1/agents/{slug}/runs GET /api/ai/v1/runs/{id}/events POST /v1/chat/completions Use the native run API for durable execution and event history, or point an existing OpenAI SDK at Core Hub for text completions. Scoped platform keys limit agents, models, requests, expiry, and spend.
2.3 runtime boundary: published runs and OpenAI-compatible completions are TEXT-only. Tool-enabled published runs, run approvals, and provider token streaming are not available in this runtime.
Your infrastructure · your models · your policies