A daily newspaper of the Salesforce stories worth reading, scored and summarised for developers, admins and architects.https://thedailyorg.com/https://developer.salesforce.com/blogs/2026/10/agentforce-voice-for-agent-script-voice-enabling-best-practiceshttps://developer.salesforce.com/blogs/2026/10/agentforce-voice-for-agent-script-voice-enabling-best-practicesReaders will learn the exact configuration blocks needed to enable voice in an Agent Script agent and how to adjust system instructions for spoken delivery. The guide also covers org prerequisites and deployment steps to avoid common speech-to-text pitfalls.Sun, 04 Oct 2026 06:00:00 GMTAgentforce and AIagentforceagent-scriptvoicetelephonyprompt-engineeringstt-correctionAlex Martinezhttps://admin.salesforce.com/blog/2026/flow-test-mode-beta-the-future-of-flow-testinghttps://admin.salesforce.com/blog/2026/flow-test-mode-beta-the-future-of-flow-testingYou will learn how to enable and use the new Test Mode beta to save, reuse, and automate Flow validation without leaving the builder. You will also understand upcoming capabilities like element mocking, test coverage tracking, and Agentforce powered troubleshooting.Sun, 04 Oct 2026 06:00:00 GMTFlow and adminflow-testingtest-moderegression-testingmock-dataagentforceAdam Whitehttps://developer.salesforce.com/blogs/2026/09/pro-code-chunking-of-data-360-search-indexes-for-agentforcehttps://developer.salesforce.com/blogs/2026/09/pro-code-chunking-of-data-360-search-indexes-for-agentforceYou will learn how to deploy Python-based Code Extension functions to override default chunking in Data 360 search indexes. The guide demonstrates how structure-aware splitting preserves table headers and speaker labels, resulting in more accurate Agentforce responses.Sun, 04 Oct 2026 06:00:00 GMTAgentforce and AIdata-360agentforceragvector-searchcode-extensionchunkinghttps://developer.salesforce.com/blogs/2026/09/build-deploy-run-and-troubleshoot-complex-transformations-with-python-and-pyspark-while-keeping-execution-governed-by-data-360https://developer.salesforce.com/blogs/2026/09/build-deploy-run-and-troubleshoot-complex-transformations-with-python-and-pyspark-while-keeping-execution-governed-by-data-360You will learn how to structure, validate, and deploy Python scripts as managed Code Extensions within Data 360. The guide also covers connecting these scripts to batch data transforms and monitoring execution through the platform.Sun, 04 Oct 2026 06:00:00 GMTData Clouddata-360code-extensionpythonpysparkbatch-transformsalesforce-cliChandan Agarwalhttps://developer.salesforce.com/blogs/2026/09/build-custom-salesforce-connect-adapters-smarter-with-salesforce-skillshttps://developer.salesforce.com/blogs/2026/09/build-custom-salesforce-connect-adapters-smarter-with-salesforce-skillsYou will learn how to use the platform-salesforce-connect-adapter-generate skill to automatically create DataSource classes for any REST API. The piece also explains how to register the external data source programmatically using the Headless 360 MCP Server instead of manual setup steps.Sun, 04 Oct 2026 06:00:00 GMTIntegrationsalesforce-connectcustom-apex-adapteragentforcemcp-serverexternal-data-sourcehttps://engineering.salesforce.com/ai-agent-observability-making-silent-production-failures-visible-and-actionable/https://engineering.salesforce.com/ai-agent-observability-making-silent-production-failures-visible-and-actionable/You will learn how Agentforce Health Monitoring unifies fragmented telemetry to detect silent availability failures and reduce alert latency to under two minutes. The piece explains the current debugging workflow and outlines upcoming capabilities for automated root cause analysis and remediation.Sun, 04 Oct 2026 06:00:00 GMTAgentforce and AIagentforceobservabilitytelemetryhealth-monitoringai-agentsalert-routingArchana Kumari, Yushu Yaohttps://bobbuzzard.blogspot.com/2026/09/increased-apex-heap-size-in-winter-27.htmlhttps://bobbuzzard.blogspot.com/2026/09/increased-apex-heap-size-in-winter-27.htmlReaders will learn the exact new synchronous and asynchronous Apex heap limits in Winter Twenty Seven and how to configure non-production orgs during the transition. The piece also explains how larger memory allocations impact transaction scaling, user experience, and downstream system stability.Sun, 04 Oct 2026 06:00:00 GMTApex and platformapex-heapwinter-twenty-sevenplatform-limitstransaction-scalingapex-settingsBob Buzzardhttps://engineering.salesforce.com/how-metadata-and-runtime-telemetry-reveal-which-enterprise-system-problems-to-fix-first/https://engineering.salesforce.com/how-metadata-and-runtime-telemetry-reveal-which-enterprise-system-problems-to-fix-first/Readers will learn how Salesforce Engineering correlates configuration metadata with production telemetry to identify and prioritize implementation anti-patterns. The piece outlines the architectural patterns used to standardize hundreds of health signals and expose them through headless APIs.Sun, 04 Oct 2026 06:00:00 GMTArchitecturetelemetrymetadataimplementation-patternsheadless-apisalesforce-health-insightsKarishma Lalwani, Anand Vardhanhttps://engineering.salesforce.com/enterprise-ai-accuracy-building-a-more-trustworthy-rag-application/https://engineering.salesforce.com/enterprise-ai-accuracy-building-a-more-trustworthy-rag-application/You will learn how to isolate and fix accuracy failures in a retrieval augmented generation pipeline by tracing errors backward through parsing, chunking, and retrieval stages. The article also outlines Salesforce specific tools and architectures that improve enterprise document processing and query performance.Sun, 04 Oct 2026 06:00:00 GMTAgentforce and AIragdocument-parsingsemantic-searchsfr-embeddingknowledge-graphai-architectureSivakumar Shanmugam, Kartik Muktinutalapatihttps://engineering.salesforce.com/engineering-real-time-mobile-personalization-across-ios-android-react-native-and-flutter/https://engineering.salesforce.com/engineering-real-time-mobile-personalization-across-ios-android-react-native-and-flutter/You will learn how to separate app instrumentation from campaign configuration so marketers can update experiences without app releases. The piece also explains how to maintain consistent identity resolution and dynamic native rendering across iOS, Android, React Native, and Flutter using server-side decisioning.Sun, 04 Oct 2026 06:00:00 GMTArchitecturemobile-personalizationdata-360sdk-integrationcross-platformidentity-resolutionScott Nyberghttps://engineering.salesforce.com/how-data-360-builds-trusted-context-the-enduring-layer-for-enterprise-ai/https://engineering.salesforce.com/how-data-360-builds-trusted-context-the-enduring-layer-for-enterprise-ai/Readers will understand how the Agent Context Engine retrieves, reconciles, and packages authorized evidence into token-efficient Context Packs for AI agents. The piece also explains how Data 360 separates runtime state from durable memory to maintain governance across models and channels.Sun, 04 Oct 2026 06:00:00 GMTData Clouddata-360trusted-contextagent-context-engineenterprise-ai-harnessai-memoryzero-copyRaveendrnathan Loganathan, Tobias Muehlbauerhttps://engineering.salesforce.com/how-ai-agents-get-trusted-customer-context-with-data-360-data-graphs/https://engineering.salesforce.com/how-ai-agents-get-trusted-customer-context-with-data-360-data-graphs/Readers will learn how the engineering team partitions and indexes Data 360 data graphs to resolve complex customer identities while maintaining strict data isolation. You will also see the architectural tradeoffs used to achieve sub-two-hundred millisecond response times for Agentforce interactions.Sun, 04 Oct 2026 06:00:00 GMTAgentforce and AIdata-360data-graphsagentforceidentity-resolutionperformance-optimizationScott Nyberghttps://admin.salesforce.com/blog/2026/use-agentforce-vibes-to-find-and-fix-metadata-gapshttps://admin.salesforce.com/blog/2026/use-agentforce-vibes-to-find-and-fix-metadata-gapsReaders will learn how to use the Agentforce Vibes IDE to automatically inspect Custom Field metadata, identify missing or conflicting descriptions, and apply approved updates without navigating Setup pages.Sun, 04 Oct 2026 06:00:00 GMTAgentforce and AIagentforcevibes-idemetadata-managementfield-descriptionsai-assisted-workflowshttps://www.salesforce.com/blog/experience-cloud-identity-access-account/https://www.salesforce.com/blog/experience-cloud-identity-access-account/You will learn how to structure Experience Cloud implementations around the account record to automate authentication routing, enforce consistent data access, and simplify multi-organization onboarding without additional deployments.Sun, 04 Oct 2026 06:00:00 GMTArchitectureexperience-cloudlogin-discoveryaccount-modelsharing-modelsso-routingIuliia Kolisnykhttps://www.youtube.com/watch?v=mnvGnN3ny-ohttps://www.youtube.com/watch?v=mnvGnN3ny-oYou will learn how to implement the Headless Experience Layer to design interactive AI workflows that render consistently across external agentic surfaces. The session also covers practical guidance from Salesforce experts through a live question-and-answer format.Sun, 04 Oct 2026 06:00:00 GMTAgentforce and AIheadless-experience-layeragentforceai-workflowsui-developmentsalesforce-platformhttps://salesforcetime.com/2026/09/20/how-to-find-the-recently-viewed-records-in-flow/https://salesforcetime.com/2026/09/20/how-to-find-the-recently-viewed-records-in-flow/You will learn how to query the Recently Viewed object, merge its results with parent records using the Transform element, and sort the combined data for display in a Screen Flow. This approach replaces the missing native sorting capability in Flow Builder.Sun, 04 Oct 2026 06:00:00 GMTFlow and adminflow-builderrecently-viewed-objecttransform-elementcollection-sortscreen-flowYumi Ibrahimzadehttps://www.salesforce.com/blog/new-well-architected-framework/https://www.salesforce.com/blog/new-well-architected-framework/Readers will learn how the updated Well-Architected Framework restructures architectural guidance into five core pillars and applies them to agentic enterprise designs. The piece clarifies the trade-offs architects must balance when integrating autonomous agents alongside traditional Salesforce solutions.Sun, 04 Oct 2026 06:00:00 GMTArchitecturewell-architected-frameworkenterprise-architectureagentic-enterprisearchitectural-pillarsTim Breeden, Ella Markshttps://blog.beyondthecloud.dev/blog/framework-driven-developmenthttps://blog.beyondthecloud.dev/blog/framework-driven-developmentReaders will learn how to structure Apex libraries with strict interfaces and runtime validations to prevent both human and AI errors. The piece also explains how these patterns automatically optimize SOQL and DML usage to stay within Salesforce governor limits.Sun, 04 Oct 2026 06:00:00 GMTApex and platformapex-frameworkplatform-limitstrigger-patternsdefensive-designai-assisted-developmentPiotr Gajekhttps://www.youtube.com/watch?v=ZvE7hUlCHw8https://www.youtube.com/watch?v=ZvE7hUlCHw8You will learn the step-by-step configuration required to enable Agentforce Voice, including tuning voice parameters, connecting telephony and SMS, and routing calls through Omni-Channel flows. The walkthrough demonstrates how an activated service agent handles a customer interaction and automatically creates a case.Sun, 04 Oct 2026 06:00:00 GMTAgentforce and AIagentforcevoiceomni-channeltelephonyai-agenthttps://developer.salesforce.com/blogs/2026/09/announcing-general-availability-web-console-your-modern-in-browser-idehttps://developer.salesforce.com/blogs/2026/09/announcing-general-availability-web-console-your-modern-in-browser-ideReaders will learn how to access and use the new Web Console for inline Apex and Lightning Web Component editing, debugging, and query execution directly inside their org. The article explains the production guardrails, Setup steps, and how it differs from the legacy Developer Console and Agentforce Vibes IDE.Sun, 04 Oct 2026 06:00:00 GMTReleasesweb-consolevs-code-for-webapex-debugginglightning-web-componentsorg-browserKaren Fidelakhttps://admin.salesforce.com/blog/2026/skills-in-agentforce-vibes-a-guide-for-adminshttps://admin.salesforce.com/blog/2026/skills-in-agentforce-vibes-a-guide-for-adminsReaders will learn how to access the prebuilt Skills library in Agentforce Vibes and use them to inspect, modify, and deploy metadata changes through a plan and verify workflow. The guide demonstrates practical administration tasks like creating reports and Record-Triggered Flows without writing code.Sun, 04 Oct 2026 06:00:00 GMTAgentforce and AIagentforce-vibesai-skillsmetadata-deploymentsandbox-testingmcp-protocolJoshua Birkhttps://salesforcetime.com/2026/09/11/how-to-use-tags-to-organize-flows-in-salesforce/https://salesforcetime.com/2026/09/11/how-to-use-tags-to-organize-flows-in-salesforce/You will learn how to create tag categories, assign multiple tags to records, and filter your automation inventory using the dedicated Automation App interface. This approach replaces reliance on naming conventions and long Setup menus for faster flow management.Sun, 04 Oct 2026 06:00:00 GMTFlow and adminflow-tagsautomation-appwinter-27-releaseflow-organizationYumi Ibrahimzadehttps://salesforcetime.com/2026/09/24/make-flows-easier-to-read-with-the-new-group-element/https://salesforcetime.com/2026/09/24/make-flows-easier-to-read-with-the-new-group-element/Readers will learn how to use the new Group Element in Flow Builder to visually organize related components and collapse sections for better navigation. The feature simplifies maintenance without altering execution logic.Sun, 04 Oct 2026 06:00:00 GMTFlow and adminflow-buildergroup-elementcanvas-organizationflow-designsalesforce-flowYumi Ibrahimzadehttps://www.youtube.com/watch?v=2px3xYEwsHchttps://www.youtube.com/watch?v=2px3xYEwsHcYou will learn which three integration APIs form the foundation of Salesforce connectivity and how they support emerging AI agent workflows. The piece also outlines the current certification roadmap and upcoming MuleSoft credential changes.Sun, 04 Oct 2026 06:00:00 GMTIntegrationrest-apibulk-apipub-sub-apiplatform-eventsagentforcehttps://andyinthecloud.com/2026/09/30/change-the-configuration-not-the-automation-using-custom-metadata-across-salesforce-and-agentforce/https://andyinthecloud.com/2026/09/30/change-the-configuration-not-the-automation-using-custom-metadata-across-salesforce-and-agentforce/You will see how one Custom Metadata Type can feed formulas, Validation Rules, Flow, Apex and Agentforce actions, and where those references stop working.Sat, 03 Oct 2026 06:00:00 GMTApex and platformcustom-metadata-typesformulasflowapexagentforceAndrew Fawcetthttps://www.salesforceben.com/winter-27-release-trigger-salesforce-flows-with-multiple-records/https://www.salesforceben.com/winter-27-release-trigger-salesforce-flows-with-multiple-records/A step-by-step setup for the Winter '27 feature that passes the records a user selects in a List View or Related List into a Screen Flow.Sat, 03 Oct 2026 06:00:00 GMTFlow and adminwinter-27screen-flowlist-viewsmass-actionsquick-actionsTom Mhttps://engineering.salesforce.com/how-deterministic-controls-turn-ai-output-into-reliable-prompt-templates/https://engineering.salesforce.com/how-deterministic-controls-turn-ai-output-into-reliable-prompt-templates/This explains how Salesforce keeps LLM-assisted prompt creation deterministic: graph-controlled routing, server-side record identity mapping, and sentinel-tagged structured output. It is useful if you are designing any AI feature where model output must remain safe and schema-valid.Sat, 03 Oct 2026 06:00:00 GMTAgentforce and AIagent-graphprompt-builderllm-orchestrationgroundingstructured-outputhuman-in-the-loopVaibhav Raizada, Kumar Kasimalahttps://engineering.salesforce.com/engineering-multi-agent-ai-teams-that-build-and-test-themselves/https://engineering.salesforce.com/engineering-multi-agent-ai-teams-that-build-and-test-themselves/You will see how Salesforce governs autonomous agent teams with topology-aware budgets, structured verification contracts, and hard caps on self-repair. The governance patterns around write boundaries and failure classification are transferable to anyone building agentic systems.Sat, 03 Oct 2026 06:00:00 GMTAgentforce and AImulti-agentorchestrationai-governanceagent-verificationself-healingbudget-controlsSohini Arya, Manish Kumar Jhahttps://www.salesforceben.com/agentforce-coworker-a-technical-deep-dive-into-salesforces-new-ai-teammate/https://www.salesforceben.com/agentforce-coworker-a-technical-deep-dive-into-salesforces-new-ai-teammate/It explains how Agentforce Coworker fits into the AIforce stack, how its routing and security model work, and gives a concrete setup path via Data 360 and Salesforce Go.Sat, 03 Oct 2026 06:00:00 GMTAgentforce and AIagentforce-coworkeraiforcedata-360agent-orchestrationsecurity-modelsalesforce-goRoss Colliehttps://engineering.salesforce.com/how-intelligent-load-shedding-prevents-cascading-failures-in-tier-0-systems/https://engineering.salesforce.com/how-intelligent-load-shedding-prevents-cascading-failures-in-tier-0-systems/An inside account of why per-instance rate limits failed for the identity store behind Salesforce authentication, and what replaced them.Sat, 03 Oct 2026 06:00:00 GMTArchitecturerate-limitingload-sheddingidentitymulti-tenancyreliabilityRamya Subramani, Prateek Vats