# AI FDE Heartbeat > Follow original posts, certifications, technical delivery notes, and generative AI field observations from the T1A AI FDE team. Source: https://8fde.ai/heartbeat --- # Heartbeat ## [Combining Genie Code memory with scheduled tasks](https://www.linkedin.com/posts/oleg_databricks-genie-agents-activity-7493033165217742850-KFjN) August 11, 2026 · [Oleg Mikhov](https://www.linkedin.com/in/oleg) · in LinkedIn A Genie Pulse experiment uses Managed Agent Memory and scheduled Genie Code tasks to assign work, track failed jobs, and escalate access requests. ## [Audit AI context before switching models](https://www.linkedin.com/posts/emiliia-volynets-2036511b7_i-pilot-most-new-ai-solutions-in-our-practice-activity-7490407169830346752-MJJU) August 4, 2026 · [Emiliia Volynets](https://www.linkedin.com/in/emiliia-volynets-2036511b7) · in LinkedIn A field-tested reminder that trusted company context often improves an AI system more than changing model vendors. ## [Showing knowledge collections inside chat](https://www.linkedin.com/posts/emiliia-volynets-2036511b7_some-features-really-are-easier-to-show-than-activity-7488957547027288064-ZdNN) July 31, 2026 · [Emiliia Volynets](https://www.linkedin.com/in/emiliia-volynets-2036511b7) · in LinkedIn A practical demonstration of attaching a governed collection to a chat and querying it directly. ## [Avoid premature model standardization](https://www.linkedin.com/posts/emiliia-volynets-2036511b7_enterpriseai-modelops-llm-activity-7485333007248052225-9UhA) July 21, 2026 · [Emiliia Volynets](https://www.linkedin.com/in/emiliia-volynets-2036511b7) · in LinkedIn Why enterprise AI teams should evaluate models against real workloads instead of selecting one default too early. ## [Customizing Codex Desktop with pets and skills](https://www.linkedin.com/posts/sofia-panafidina_codex-vibecoding-aitools-activity-7476300623710232577-2TEr) June 26, 2026 · [Sofia Panafidina](https://www.linkedin.com/in/sofia-panafidina) · in LinkedIn A playful look at reusable Codex skills and a custom desktop pet generated from project context. ## [Databricks Data Analyst Associate certified](https://www.linkedin.com/posts/sofia-panafidina_databrickslearning-databricks-dataanalytics-activity-7473407763646435328-GCk1) June 18, 2026 · [Sofia Panafidina](https://www.linkedin.com/in/sofia-panafidina) · in LinkedIn A certification milestone covering Databricks SQL, dashboards, analytics workflows, and AI/BI capabilities. ## [Automating Celonis migration tasks with Claude Code](https://www.linkedin.com/posts/emil-vakhitov_claudecode-celonis-processmining-activity-7472579620471595011-ebMF) June 16, 2026 · [Emil Vakhitov](https://www.linkedin.com/in/emil-vakhitov) · in LinkedIn How an LLM paired with the Celonis API removed repetitive SAP S/4HANA migration work while preserving least-privilege access. ## [Meeting the data and AI community at Summit 2026](https://www.linkedin.com/posts/oleg_dataaisummit-dais2026-databricks-activity-7470837266567819264-LtvJ) June 11, 2026 · [Oleg Mikhov](https://www.linkedin.com/in/oleg) · in LinkedIn An invitation to connect around Databricks, Genie Forge, LakeSentry, and the team’s Data + AI Summit activities. ## [Planning for Genie pay-as-you-go costs](https://www.linkedin.com/posts/oleg_dais-databricks-lakesentry-activity-7470108713022853123-pPhu) June 9, 2026 · [Oleg Mikhov](https://www.linkedin.com/in/oleg) · in LinkedIn A practical look at the governance and cost visibility teams need as Databricks Genie moves beyond its free allowance. ## [Preserving augmented attributes in S/4HANA migrations](https://www.linkedin.com/posts/emil-vakhitov_celonis-processintelligence-sap-activity-7470062670663110656-WQuK) June 9, 2026 · [Emil Vakhitov](https://www.linkedin.com/in/emil-vakhitov) · in LinkedIn A migration lesson on retaining the Celonis attributes that downstream process analysis quietly depends on. ## [Genie Forge recognized as a Databricks partner solution](https://www.linkedin.com/posts/oleg_databricks-genie-ai-activity-7468024441835241472-xKyn) June 3, 2026 · [Oleg Mikhov](https://www.linkedin.com/in/oleg) · in LinkedIn Recognition for the team’s agent-led approach to making Genie Space deployment faster, measurable, and repeatable. ## [The Azure cost behind Databricks workloads](https://www.linkedin.com/posts/oleg_databricks-azure-finops-activity-7467580761903169536-oC4x) June 2, 2026 · [Oleg Mikhov](https://www.linkedin.com/in/oleg) · in LinkedIn Why network and cloud-layer costs can change how teams design and govern Databricks data processing. ## [A hands-on Databricks Generative AI certification journey](https://www.linkedin.com/in/ivanbaranov1/recent-activity/all/) May 2026 · [Ivan Baranov](https://www.linkedin.com/in/ivanbaranov1) · in LinkedIn A learning milestone reflecting on the practical Generative AI capabilities available across the Databricks platform. ## [Agent-led setup for Databricks Genie Spaces](https://www.linkedin.com/posts/oleg_databricks-genie-genieforge-activity-7454927872823242752-jgjH) April 28, 2026 · [Oleg Mikhov](https://www.linkedin.com/in/oleg) · in LinkedIn How Genie Forge discovers context, generates semantic setup, evaluates real questions, and refines results through feedback. ## [GitHub Copilot CLI for enterprise automation](https://www.linkedin.com/posts/oleg_githubcopilot-copilotcli-ai-activity-7405041426863915008-g1fv) December 12, 2025 · [Oleg Mikhov](https://www.linkedin.com/in/oleg) · in LinkedIn Where Copilot CLI fits for approved enterprise prototyping, repetitive tasks, and AI-powered terminal workflows. ## [Microsoft Azure AI Engineer Associate certified](https://www.linkedin.com/in/michel-de-ara%C3%BAjo-947377197/recent-activity/all/) September 2025 · [Michel de Araujo](https://www.linkedin.com/in/michel-de-ara%C3%BAjo-947377197) · in LinkedIn A professional milestone validating the design and implementation of AI solutions on Microsoft Azure. ## [The business opportunity behind the AI wave](https://www.linkedin.com/posts/sofia-panafidina_websummit-websummit2024-ai-activity-7264259946437861376-Dipg) November 18, 2024 · [Sofia Panafidina](https://www.linkedin.com/in/sofia-panafidina) · in LinkedIn A Web Summit reflection on moving beyond AI hype toward practical innovation and business transformation. ## [Google Cloud ML API skill badge earned](https://www.linkedin.com/posts/michel-de-ara%C3%BAjo-947377197_prepare-data-for-ml-apis-on-google-cloud-activity-7242883449559101441-zc9h) September 20, 2024 · [Michel de Araujo](https://www.linkedin.com/in/michel-de-ara%C3%BAjo-947377197) · in LinkedIn A certification milestone focused on preparing and using data with machine-learning APIs on Google Cloud. ## [Using ChatGPT to interrupt procrastination](https://www.linkedin.com/posts/sofia-panafidina_chatgpt-procrastination-productivity-activity-7068645713546481665-6Ivf) May 28, 2023 · [Sofia Panafidina](https://www.linkedin.com/in/sofia-panafidina) · in LinkedIn An early reflection on using conversational AI as a practical prompt for focus, momentum, and personal productivity.