published by vamsiramakrishnan

50 listings on this page, in order of arrival. Each one has its own page with README, repository facts and source links.

1. Demand Forecast Exception Agent
   Nightly, triage every item-location exception in demand_forecasts and forecast_overrides where wmape or bias_pct breaches tolerance, attach
2. Data Quality & Governance Agent
   Gemini reasons about ambiguous merge decisions using contextual signals — email domain, engagement patterns, company relationships. Daily au
3. DAM & Content Lifecycle Manager
   Gemini reviews asset content to identify references to outdated product names, former executives, or discontinued features that metadata sca
4. Demand Forecasting & Aggregation
   Prophet/ARIMA time-series forecasting with automated seasonality decomposition. LLM parses unstructured emails from stakeholders — 'project
5. Delivery Performance Monitor
   Predictive late-delivery alerting using ASN data + transit time models — flags delays before they arrive at the dock. LLM reads carrier noti
6. Dormant Account Remediation Agent
   Classify every core_accounts record crossing its state-specific dormancy trigger, reconcile account_transactions and standing_orders activit
7. Data Pipeline Health Monitor
   Gemini diagnoses pipeline failures automatically — tracing through dependency graphs and schema changes. LLM generates concrete fix proposal
8. Demand-Supply Gap Scenario Engine
   Collapse S&OP what-if scenario turnaround from 4 days to 20 minutes by running demand-shift, capacity-loss, and supplier-disruption scenario
9. DC Labor Planning Engine
   Build department-level shift plans in UKG Dimensions that close the gap between labor_forecasts forecast_hours and minimum_coverage_hours id
10. Email Deliverability Manager
    Gemini correlates deliverability drops with specific sends, segments, and content to diagnose root causes. LLM distinguishes between domain
11. Employee Communication Drafter
    Brand-voice-consistent communication generation aligned to tone guidelines. Audience-segmented personalization by role, location, and depart
12. ER Case Intelligence
    Auto-classification and pattern detection across full case corpus. Precedent-based investigation approach recommendations. so the ER Lead ca
13. ERG Engagement & Impact
    Automated tracking of membership and event participation. Quantified impact reports linking ERG activity to retention. so the DEI Lead can m
14. End-of-Day P&L Attribution Analyzer
    Decompose each desk's nightly P&L move in Murex MX.3 trades, positions, and risk_measures into market-factor, new-trade, and amendment compo
15. Engagement Insight Synthesizer
    Instant multi-dimensional analysis and driver identification. Automated generation of team-level action planning guides. so the HRBP can mov
16. Email Copy Optimizer
    Gemini generates 5 subject line variations testing different psychological triggers \\u2014 curiosity, urgency, social proof, specificity. A
17. ESG & Sustainability Reporter
    Automated data pipelines replace manual surveys for emissions, energy, and social metrics. Gemini drafts disclosures simultaneously mapped t
18. Employee Data Change Orchestrator
    Automated processing via HRIS APIs with built-in validation. Real-time enforcement of business rules and data standards. so the HR Ops Lead
19. Enterprise RFP Response Agent
    The agent qualifies inbound carrier RFPs against subscriber_accounts and service_quotes, auto-builds the compliance matrix from BigQuery his
20. Endorsement Processing Agent
    Process routine policy change requests -- driver adds, mortgagee updates, address changes -- captured as Zendesk tickets into the correct Gu
21. Energy Intensity Monitoring Engine
    Cut energy intensity from 14.2 to 11.6 kWh per unit produced by reconciling OSIsoft PI System sensor_readings against BigQuery production ba
22. Early Payment Discount Agent
    Daily scan identifies all discount-eligible invoices with annualized return calculation. Only captures discounts where APR exceeds WACC — en
23. eSIM Activation Orchestrator
    Reconcile HSS, entitlement, and billing state for every eSIM activation order moving through Netcracker Service Orchestration so the eSIM ac
24. Early Delinquency Outreach Orchestrator
    Cut the roll rate from 30 to 60 days past due from 28% toward the 16% target by nightly segmenting loan_applications by cure probability in
25. Engagement-to-Outcome Correlation Agent
    Statistical correlation of engagement drivers to attrition, productivity, and revenue outcomes. Causal driver identification using multi-var
26. Executive Thought Leadership Agent
    Gemini learns each executive's voice from historical posts and generates authentically-voiced content. LLM identifies trending industry topi
27. Expedite Request Triage Agent
    Triage every ServiceNow expedite ticket by reconciling the requested_date against the Kinaxis RapidResponse supply_plans and demand_signals,
28. Equity Participant Communicator
    Personalized equity portfolio dashboards with interactive vesting timelines. Automated vesting and exercise window notifications with action
29. ECO Impact Analysis Agent
    Trace the full where-used impact of an engineering_change_orders record across bom_revisions and cad_document_records in PTC Windchill PLM,
30. Exit Interview Insight Synthesizer
    NLP analysis of exit interview responses for automated theme extraction. Trend reporting by department, tenure, and level with historical co
31. Employee Query Resolution
    Instant conversational resolution for routine policy and data queries. Real-time HRIS data retrieval (leave balances, pay stubs) via API. so
32. Endpoint Security Posture Agent
    Gemini scans all endpoints daily and merges data from CrowdStrike, ManageEngine, and Okta for complete posture. LLM groups non-compliant dev
33. Engineering Change Backlog Analyzer
    Cluster and de-duplicate the open engineering_change_orders backlog in PTC Windchill PLM against linked Jira issues and epics, score each re
34. ER Case Analytics Agent
    Real-time ER case pattern analysis across locations, demographics, and case types. Predictive risk scoring for teams and managers based on l
35. Force Majeure Advisor
    Gemini performs RAG over contract repository to instantly identify all contracts affected by a specific disruption event. LLM reasons about
36. Fiber Cut Triage Agent
    Triangulate the backbone fiber break location from network_alarms and performance_counters, size the blast radius across cell_sites, and cut
37. Fraud Rule Tuning Analyzer
    Cut Alert volume per $1M protected from 310 to 140 while lifting the fraud detection rate from 61% to 78% by weekly backtesting NICE Actimiz
38. Financial Statement Generator
    Automated TB-to-statement mapping with validated balance sheet equation on close day. Gemini generates management discussion narratives with
39. FX Exposure Monitor
    Real-time exposure netting across all entities and currencies replaces weekly manual aggregation. Gemini interprets market events and calcul
40. Feature Store Manager
    Gemini recommends reusable features when data scientists describe their model use case. LLM detects redundant feature definitions across tea
41. Feedback Trend Analyzer
    NLP-powered feedback theme extraction across all feedback channels. Sentiment trend analysis tracking employee development over time. so the
42. Fraud Ring Network Analyzer
    Correlate FRISS network_link_indicators and fraud_screening_scores with LexisNexis identity data to detect and substantiate organized fraud
43. Field Job Closure Quality Analyzer
    Audit 100% of closed field_work_orders — completion photos, light-level readings, and test results — against workmanship standards to cut re
44. Fraud Detection Engine
    Continuous monitoring with Benford's Law and behavioral analytics detects anomalies in real-time. Network analysis uncovers hidden relations
45. FNOL Triage & Routing Agent
    Cut FNOL-to-assignment time from 26 hours to 35 minutes by extracting loss facts and scoring severity/complexity on claims and claim_exposur
46. Fiber Build Permitting Agent
    Cut permit application preparation time from 6 hours to 35 minutes per application and hold the rejection/resubmission rate at or below 10%
47. Financial Health Assessor
    Altman Z-score augmented with ML detects deteriorating financial ratios before credit downgrades. LLM reads 10-K filings and flags 'explorin
48. FP&A Query Assistant
    Gemini interprets ambiguous questions and auto-determines the right metrics, periods, and granularity. NL-to-SQL translation provides instan
49. Funnel Velocity Analyzer
    Gemini diagnoses bottlenecks with operational context — distinguishing lead quality from capacity constraints. Weekly automated funnel analy
50. Feature Flag Manager
    Gemini identifies stale flags with evidence of successful rollout, generating cleanup PRs with impact analysis. Rollout health monitoring vi