Data & AI POV

Shaping the future of AI, ML, and data. Sharing what works.
Shadow AI and enterprise agent security infrastructure controls
Shadow AI: Control Gaps Exposed
82% Have Unknown AI Agents
LLM-as-a-Judge quality evaluation architecture on Databricks
Scale AI Quality with LLM Judges
Reprocessing Requests Cut 50%+
Argus self-service data access workflow with Databricks Apps and Unity Catalog
Argus: Self-Service Data Access
Governance Without the Bottleneck
Enterprise engineering team governing AI-assisted software development with security controls, policy management, and production deployment oversight.
AI Development Governance
Govern AI before it scales
Unified cloud data platform for enterprise clean energy analytics
Powering Growth With Unified Data
One Platform for Analytics and AI
Enterprise AI governance dashboard showing policy enforcement, monitoring, and production readiness across business systems.
AI Governance Advantage
Governance powers production AI
Network of interconnected AI agents illustrating the operational complexity of unmanaged enterprise AI ecosystems.
Agent Sprawl
100+ agents demand governance
AI agent dashboard displaying tracing, monitoring, and workflow visibility across enterprise systems.
AI Observability
Visibility builds trusted AI
AI agents connected to enterprise systems through identity, access management, and permission controls.
Agent Identity
AI agents need identities
Enterprise AI agents operating within a governance framework of identity, policy, and security controls.
Agent Governance
Governed AI scales agents
Enterprise software development lifecycle illustrating governance controls from planning through production deployment.
AI Governance Framework
5 layers of AI governance
Factored AI has been named an OpenAI Select Partner, expanding its ability to deliver production-grade enterprise AI solutions.
Factored: OpenAI Select Partner
Scaling AI Solutions with OpenAI
CTO reviewing enterprise AI governance dashboard with software engineering, security, and compliance metrics.
CTO's Guide to AI Coding
5 controls for trusted AI coding
Software engineer reviewing AI-generated code with governance, security, and quality controls before deployment.
AI Coding Governance
AI code needs governance
Engineering team deploying AI-assisted software with governance, security, and production readiness controls.
AI Engineering Governance
Govern AI-assisted development
Engineering team reviewing AI-generated code with security checks, governance controls, and production deployment guardrails.
AI Guardrails Playbook
6 guardrails for trusted AI
Software engineer orchestrating AI coding agents while reviewing system architecture instead of writing code.
The Architect Era
95% of code may be AI by 2030
Incident management dashboard with AI assistant helping engineering teams coordinate response and restore critical services.
SpaceX Joins the AI Coding Race
230K GPUs power AI coding
Alan Turing’s legacy and Pride in technology, highlighting how inclusion, dignity, and acceptance help innovation thrive.
Alan Turing's Legacy
Why Pride Still Matters in Technology
Software engineer building production AI systems with LLMs, APIs, and observability tools.
AI Engineers Are SWEs
Building AI that actually ships
Developers using AI coding assistants inside modern software engineering workflows
The AI Coding Velocity
20–40% productivity gains QoQ
Connected enterprise data pipelines powering AI agents with governance and real-time context
The Data Readiness Edge
30–50% lower operating costs
Enterprise AI agents orchestrating workflows, APIs, and decision systems autonomously
The Autonomy Advantage
AI teams ship 2–3x faster
Reliable data pipelines using CI/CD, testing, and automation to eliminate incidents and reduce deployment time
Production-Ready DataOps
100+ pipelines, zero incidents
Full-precision geospatial analytics with 20x faster runtimes and lower costs
Geospatial Pipelines, Optimized
35 min vs 12 hrs at 1/20th cost
AI system analyzing resume data with structured extraction layers
Resume Parsing Evaluation Gap
Measure what matters across systems
supply chain attack compromising dependencies
Supply Chain Attacks Are Default
Prevent compromise and control the blast
Building Fair Multilingual AI | Factored at WMDQS 2025
Multilingual Data Quality
2× data consistency across 50+ langs
Factored AI recognized as a Snowflake Select Partner, advancing AI and data cloud innovation
Snowflake Select Partner
High-impact data and ML solutions
LGBTQ+ alongside generative AI, highlighting inclusion, fairness, and representation in AI
LGBTQ+ Bias in Generative AI
Uncovers harmful model stereotypes
LLM as a Judge: Evaluating LLM Outputs and the Challenge of Hallucinations
Evaluating LLM Hallucinations
Detects 60–80% model hallucinations
Ensuring Equitable Ad Delivery with RL
4. Ad Fairness with RL
Reduces ad bias by up to 30%
Bringing Video Game Characters to Life with RL.
3. RL for Game Animation
40% fewer animation artifacts
Revolutionizing Railway Management with Deep RL.
2. RL for Rail Traffic Control
Cuts delays with optimized train routing
Optimizing Warehouse Sortation with Multi-Agent RL
1. Multi-Agent RL for Sorting
Boosts sorting efficiency by 25%

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