live wire
▸Snowflake agent evals can pin judge versions; unpinned metrics may roll forward and shift scoresSnowflake▸ThoughtSpot makes Spotter 3 default for new instances; it requires download rights and always shares query data with an LLMThoughtSpot documentation▸MotherDuck adds image classification and object location to prompt_jev(), returning typed SQL outputs with confidence scoresMotherDuck▸BigQuery conversational analytics adds Montréal and Toronto; mixed-region agents still default to globalGoogle Cloud Documentation▸Fabric enables Azure OpenAI Copilot access by default, but OpenAI-subprocessor and cross-region processing/storage switches remain offMicrosoft Learn▸Snowflake Cortex Agents now continue by default when named tools are inaccessible, emitting warnings instead of failing the runSnowflake documentation▸Databricks Genie One can use group memberships to tailor answers, while Unity Catalog remains the access-control boundaryDatabricks documentation▸Fabric data agents can query Power BI models with Read alone; Build and workspace access are unnecessaryMicrosoft Learn▸Fabric data-agent Git configs expose column flags, but selecting a table still includes every columnMicrosoft Learn▸Google Data Agent Kit offers remote Spark kernels, but notebook exports can still move results into local Pandas or ArrowGoogle Cloud Documentation▸Cube says production analytics agents need explicit partial-result states, caller-filtered model search and durable artifactsCube▸Thinking Machines names Bridgewater behind ReViSQL-K2.6, citing 92.97% SC-16 accuracy at 15% of frontier-model costThinking Machines Lab▸AWS says a mismatched data/tool/prompt release cut its Field Sales agent pass rate from 78% to 38% in pre-productionAWS Artificial Intelligence Blog▸NL2SQL Multi-Agent ships evaluation artifacts across BIRD, CSpider, Archer and KDD DataSpace—but no software licenseGitHub▸Snowflake agent evals can pin judge versions; unpinned metrics may roll forward and shift scoresSnowflake▸ThoughtSpot makes Spotter 3 default for new instances; it requires download rights and always shares query data with an LLMThoughtSpot documentation▸MotherDuck adds image classification and object location to prompt_jev(), returning typed SQL outputs with confidence scoresMotherDuck▸BigQuery conversational analytics adds Montréal and Toronto; mixed-region agents still default to globalGoogle Cloud Documentation▸Fabric enables Azure OpenAI Copilot access by default, but OpenAI-subprocessor and cross-region processing/storage switches remain offMicrosoft Learn▸Snowflake Cortex Agents now continue by default when named tools are inaccessible, emitting warnings instead of failing the runSnowflake documentation▸Databricks Genie One can use group memberships to tailor answers, while Unity Catalog remains the access-control boundaryDatabricks documentation▸Fabric data agents can query Power BI models with Read alone; Build and workspace access are unnecessaryMicrosoft Learn▸Fabric data-agent Git configs expose column flags, but selecting a table still includes every columnMicrosoft Learn▸Google Data Agent Kit offers remote Spark kernels, but notebook exports can still move results into local Pandas or ArrowGoogle Cloud Documentation▸Cube says production analytics agents need explicit partial-result states, caller-filtered model search and durable artifactsCube▸Thinking Machines names Bridgewater behind ReViSQL-K2.6, citing 92.97% SC-16 accuracy at 15% of frontier-model costThinking Machines Lab▸AWS says a mismatched data/tool/prompt release cut its Field Sales agent pass rate from 78% to 38% in pre-productionAWS Artificial Intelligence Blog▸NL2SQL Multi-Agent ships evaluation artifacts across BIRD, CSpider, Archer and KDD DataSpace—but no software licenseGitHub
nl2sql.ai
analysisANALYSIS

Enterprise agents now carry four kinds of state—and they should not share one retention policy

Snowflake’s durable threads and reconnectable runs solve an application problem; Workday’s hiring memory and autonomy settings create separate data-governance obligations.

Four kinds of agent state shown as separate systems, not one memory store.
Side by side: what changed
By The News Desk· Oct 14, 2026the quick take — two AI hosts go live when you do

Enterprise teams often talk about an agent’s “memory” as though it were one object. Two current product surfaces show why that is too simple: production agents now carry at least four kinds of state, and each deserves a different owner and retention rule.

Conversation state

Snowflake’s public-preview Cortex Agent SDK can preserve multi-turn conversations in persistent threads across application sessions. That state exists to keep a dialogue coherent; the SDK exposes conversations and threads as explicit resources rather than forcing an application to resend every prior message (Snowflake SDK documentation).

Execution state

The same SDK treats long-running work separately. An application can start a background run, disconnect, and reconnect later by run ID. It can also stream tool calls, tool results, citations and status events. That is operational state: teams need it for recovery and observability, but it is not automatically the business record a user intends to preserve (Snowflake release note).

Business memory

Workday’s early-access Talent Acquisition Agent describes a more consequential store. Interview feedback, notes, transcripts and hiring context can become durable memory so future candidate searches reuse what a recruiting team learned. That is not merely chat continuity. It is personnel-related business data whose reuse can affect later decisions, making access, correction and retention materially different from a resumable run (Workday).

Control state

Workday also exposes a fourth category: autonomy settings can vary by region, role or organization, determining what the agent may do itself and what requires review. Those settings are policy state. They need change control and auditability because they define when background work becomes an external action (Workday).

The practical lesson is to avoid one blanket “agent memory” toggle. Conversation history can expire with the user experience; execution records can follow incident and audit needs; business memory should inherit the source domain’s governance; autonomy policy should be versioned like configuration. Snowflake’s SDK makes the first two distinctions visible in its API, while Workday’s launch makes the latter two visible in an enterprise workflow. Treating all four alike may be convenient for implementation, but it obscures who can inspect, delete or change the state that actually shapes the agent’s next move.

Filed by The News Desk. Corrections: desk@nl2sql.ai · Our standards →

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