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The Agent Control Layer Ships: Dataiku, Collibra, and Alibaba's AgentCore

Cross-platform agent governance turned into real products this week, with Dataiku Agent Management inventorying and risk-scoring agents across clouds and Collibra Guardian Agents enforcing machine-readable contracts at runtime. Meanwhile Alibaba Cloud's AgentCore planted a full agentic-cloud stack, and...

Highlights

  • Dataiku launched Agent Management, a standalone product that inventories every agent an enterprise runs — across Bedrock, Databricks, Vertex, Copilot Studio, Agentforce, and Snowflake Cortex — and scores them on cost, quality, and risk, with GA in October (Dataiku).
  • Analysts count five agent-governance products shipping in 12 days, arguing a cross-platform "control layer" is now its own category distinct from build platforms (Forkast).
  • Alibaba Cloud detailed AgentCore, an enterprise runtime with checkpoint recovery, async execution, identity/audit, and central management of models, MCP servers, and Skills — plus an Agent Context service it claims cuts token use up to 67% (Alibaba).
  • Collibra shipped Guardian Agents and machine-readable Agent Contracts to enforce policy on agents at runtime, even ones built outside Collibra (SiliconANGLE).

Key Signals

  1. Agent management becomes a product categorySept 24-25, 2026

    Dataiku's Agent Management discovers agents regardless of who built them, captures owner/purpose/data-access, runs scheduled tests, and keeps audit-ready records — connecting via native APIs and OpenTelemetry with no redeployment (Dataiku). It lands the same week Collibra's Guardian Agents brought contract-based runtime enforcement to market, and the framing is explicit: monitoring tells you an agent is running; management tells you whether it has earned the right to keep running (Forkast). This is the concrete answer to the inventory/oversight gap the Sept 23 issue flagged.

  2. Alibaba plants an agentic-cloud stackApsara/WAIC, Sept 22-24, 2026

    AgentCore standardizes enterprise agent infrastructure — long-running tasks, automatic retry, resource isolation, IAM, end-to-end audit trails — and centrally manages models, MCP servers, and Skills as first-class assets; Alibaba cites large task-completion and TCO gains (Alibaba). It's a direct comparable to Amazon Bedrock AgentCore and Vertex Agent Builder, now with a memory/context service pitched at token economics.

  3. Vendors keep pushing evidence down to the runtimeSept 25, 2026

    NETSCOUT added MCP support to Omnis AI Insights, doing semantic extraction at source so agents pull "AI-ready" network evidence instead of raw telemetry (NETSCOUT) — another vendor-owned MCP tool server for self-hosted agent ops, echoing last week's Salesforce and Proofpoint runtime moves.

Why It Matters / What To Watch

  1. The build platform and the control plane are separating.
    • If you run agents on more than one platform, expect procurement pressure to add a cross-platform inventory/governance tier; check whether Dataiku's connector list covers your stack (Bedrock, Databricks, Vertex, Copilot Studio/Azure Foundry, Agentforce, Cortex) or needs the OpenTelemetry path (Dataiku).
    • Watch how "five products in 12 days" shakes out — overlapping claims from build vendors (native) vs. independents (cross-platform) mean feature parity, not category leadership, is still unsettled (Forkast).
  2. Runtime enforcement is the new battleground, not dashboards.
    • Collibra's Agent Contracts turn existing policies/glossaries into machine-readable rules Guardian Agents evaluate on every material action — a pattern worth prototyping even if you don't buy it; both arrive in October (SiliconANGLE).
    • Alibaba's AgentCore centralizing MCP servers and Skills as governed assets signals where big clouds are headed; evaluate lock-in vs. the portability of standard MCP wiring before committing a fleet (Alibaba).
  3. MCP is becoming the data-trust interface.
    • Vendor-owned MCP servers (NETSCOUT, and last week's Salesforce Headless 360) mean your agents' facts increasingly come pre-curated by the source vendor — audit what "AI-ready" transformation strips or adds before trusting it in decisions (NETSCOUT).

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