Automation & Agentic Workflows
My Personal AI Agent Became My Development Harness
I used a personal agent for errands, then shipped code with it from WhatsApp. What changed was not the tool. It was what I asked it to do.
Articles
Technical deep-dives, architecture blueprints, and benchmarks for enterprise agentic AI.
Security & Governance
Personal AI Assistant for Work and Personal Life
One assistant for work and life leaks. Two disconnected ones underperform. A scoped bridge between them is the fix worth building.
Memory & Company Brain
Team Memory for AI Agents: What to Share, What to Verify
My approach to shared AI memory: separate private context, team decisions and live facts, then choose tools that make mistakes easier to correct.
Security & Governance
Human-in-the-Loop AI Approval That Actually Binds
Connect human review to the exact action an agent executes. Test approval binding, then design the interface for attention rather than rubber-stamping.
AI-First Operations
How to Transition an Existing Company to Agentic AI
A practical transition plan for existing companies: redesign roles, train managers and employees, choose an org chart, and make hiring and redeployment calls.
AI-First Operations
AI Workslop Is an Org Design Problem
AI workslop passes the cost of unfinished work to the next person. Give teams end-to-end ownership and managers enforceable standards to stop it.
AI-First Operations
AI Is the New Electricity: First Substitute, Then Reimagine
Electricity took 40 years to pay off in factories. The gain came from redesign, not new motors, and safety came from standards. The same map fits AI.
Security & Governance
AI Agent Audit Log
Validate declared authorization phases and detect audit-log tampering with a runnable hash-chain checker.
Observability & Evaluations
AI Coding Agent Benchmark: A Production Checklist
Audit coding-agent benchmarks for private tasks, repeat runs, harness controls, exploits, and cost per solved task.
Cost, Latency & Model Routing
Jev for AI Agents
A practical map of Jev for AI agents: routing, risk gates, verification, business benefits, limits, and a test plan for safer decisions.
AI-First Operations
When to Use Multi-Agent Orchestration
A five-test decision matrix for choosing one agent, a router, a supervisor, handoffs, or parallel workers without paying for needless complexity.
Cost, Latency & Model Routing
How to Measure Cost Per Agent Outcome
A T5 how-to for tracking agent cost by completed outcome, not by token spend alone. Three layers: unit gate, transcript metric, outcome contract.
Observability & Evaluations
What Is an Agent Evaluation Framework?
Five patterns for scoring agent quality: deterministic gates, LLM rubric, static analysis, state checks, transcript metrics. The framework, not review tools.
Memory & Company Brain
What Is an Enterprise Context Engine?
A governed memory layer that gives agents the right context with permissions and freshness. More than RAG, less than a full rebuild.
Platforms, Tools & Reviews
How to Evaluate Any MCP Gateway
A practical guide to evaluating MCP gateways (Kong, Envoy, APISIX): a 5-point rubric covering enterprise fit, integration, reliability, cost, docs.
Memory & Company Brain
Three Ways to Build a Company Brain for SMBs
Three ways to give your company a brain - what each one costs to run, what it remembers, and which to start with.
Security & Governance
Permission-Aware RAG for Enterprise Knowledge Systems
Permission-aware RAG enforces access control inside retrieval. Three enforcement patterns, the metadata model, and the failure modes to test.
Agent Protocols & Interoperability
MCP Server Architecture for Enterprise Tool Integration
MCP server architecture for enterprises: five layers, the 2026-07-28 authorization spec, and the attacks each layer has to stop.