Articles & Research Publications

Deep dives into AI operations, model protocols, agentic coding, and enterprise automation strategy.

The Post-API Era: Model Context Protocol (MCP)

MCP shifts the paradigm by giving models a native, standardised interface to enterprise data without glue code.

Current landscape, unit economics, and why teams use Opus for architecture and DeepSeek for execution.

Why pushing SLMs to local clusters drops latency to zero and eliminates cloud AI vendor tax.

Designing the digital org chart with managers, specialised roles, and peer-review feedback loops.

Securing the bring-your-own-bot workplace through enterprise-grade internal hosting.

Transitioning human operators to strategic editors in modern agentic UI workflows.

What Anthropic actually shipped with Claude Fable 5, and why the safeguards are the real story.

The transition from human-read inboxes to agent-negotiated value streams.

When the agent does the talking, the screen goes dark. A field note on the audio-first brand.