Blog

Governing MCP Servers, Skills, and Plugins at Enterprise Scale

March 4, 2026

Governing MCP Servers, Skills, and Plugins at Enterprise Scale

Why version control, access control, and supply chain security for MCP servers are the unsolved infrastructure problems blocking enterprise AI agent deployments.

LLM Agnosticism Is Not Optional

January 31, 2026

LLM Agnosticism Is Not Optional

Why the LLM landscape will keep shifting, and the Terraform-inspired architecture that lets enterprises swap models without losing their accumulated context and memory.

Knowledge Workers Who Code

November 14, 2025

Knowledge Workers Who Code

The new 80/20 rule: 20 percent of non-technical knowledge workers are now building software with AI, and the gap between them and the other 80 percent is becoming a strategic problem for enterprises.

SaaS Headwinds

September 14, 2025

SaaS Headwinds

Three AI-driven forces are converging to structurally reduce the addressable market for SaaS companies.

The Planning Problem in On-Demand Manufacturing

July 14, 2025

The Planning Problem in On-Demand Manufacturing

Why quoting, scheduling, and capacity planning in make-to-order manufacturing are fundamentally harder than serial production, and where AI actually moves the needle.

Alpha Runs on Context

April 30, 2025

Alpha Runs on Context

Why the firms generating the most consistent alpha are the ones that solved data ingestion, not model selection, and why investors must own these systems.

ERP and AI

March 3, 2025

ERP and AI

Why AI agents, vertical-specific systems, and the shift to in-house builds are demoting ERP from enterprise centerpiece to background plumbing.

Context Engineering

January 14, 2025

Context Engineering

Why assembling the right context safely, securely, privately, and compliantly is the real bottleneck for enterprise AI, not model capability.

Beyond Autocomplete: Why AI Coding Needs Context-Aware IDEs

December 9, 2024

Beyond Autocomplete: Why AI Coding Needs Context-Aware IDEs

Why token-level code suggestions have hit their ceiling, and how context-native, agentic development environments will reshape enterprise software engineering.

AI Safety in the Enterprise

November 14, 2024

AI Safety in the Enterprise

Eight safety layers enterprises need to deploy generative AI responsibly, from content moderation to code isolation.

How to Assess Enterprise LLM Applications for Production Readiness

October 24, 2024

How to Assess Enterprise LLM Applications for Production Readiness

A practical evaluation framework for determining whether your AI prototype is ready for production deployment.

Introducing RAGO

January 30, 2024

Introducing RAGO

A suite of open-source LLMs purpose-built for Retrieval Augmented Generation, available on Hugging Face.

LLM Productionization Difficulty Rubric

October 12, 2023

LLM Productionization Difficulty Rubric

Five categories that determine how hard it is to take an LLM from prototype to production.

LLMs & Cloud Hyperscalers

August 10, 2023

LLMs & Cloud Hyperscalers

Why AWS, Azure, and GCP win regardless of whether open-source or closed-source LLMs prevail.

Retrieval Augmented Generation (RAG)

June 13, 2023

Retrieval Augmented Generation (RAG)

How RAG combines vector search with LLMs to turn enterprise document search into a question-answering system.

Future of Vector Databases

May 9, 2023

Future of Vector Databases

Why vector databases can't replace primary storage yet, and the race between native vector support vs. standalone vector DBs.