February 24, 2026
The problem with AI isn't intelligence. It's orientation.
Every team I talk to has the same complaint: the outputs are generic. The AI sounds confident but misses what matters. Heavy editing required. Back to square one.
Context-architecture
February 27, 2026
Documentation tells you what happened. An index tells AI where to look.
These are not the same artifact and treating them as equivalent is one of the most expensive mistakes in AI-augmented work.
March 27, 2026
Gestalt is live. What building it revealed about the problem it solves
Gestalt is a fractal system mapping tool that lets you navigate between strategy and execution without losing context. Built in eight days using SR-SI, it demonstrates how structure—not AI—unlocks speed.
April 6, 2026
AI doesn’t need an encyclopedia. It needs an index.
The problem with most AI workflows isn’t missing information. It’s missing navigation. SR-SI works because it gives AI a compact index, not a bloated encyclopedia.
April 13, 2026
SR-SI in practice: what a context document actually looks like — and what it replaced
A concrete look at how SR-SI works in practice: what the context document contains, how it’s structured, and how it replaces the hidden re-explanation overhead of AI-assisted development.
April 16, 2026
What an AI taskforce should actually produce (and what it enables)
Most AI taskforces focus on tools and policies. The real outputs are structural: a knowledge map, context index, workflow, diagnostic instinct, and team alignment.
May 3, 2026
Why AI is making your team more exhausted, not less
AI can raise output while draining human judgment. The hidden cost is the evaluation tax teams pay when every generated artifact needs review.
May 11, 2026
Why your AI context resets every sprint - and what a context architecture actually looks like
Generic AI output usually comes from missing orientation, not weak prompting. Context architecture gives teams a way to preserve decisions, constraints, and product logic across sessions.
May 11, 2026
Your team already uses AI. It just doesn't know you yet.
AI adoption stalls when tools know the task but not the team. Orientation gives AI the product context, constraints, and decisions it needs to produce work that fits.
May 13, 2026
Memory is retrieval strategy, not storage
Better AI memory does not come from storing more context. It comes from giving the system a disciplined way to reconstruct the right context at the right time.
May 13, 2026
What an AI integration actually costs a 30-person UAE startup - and what you get for it
An AI integration engagement is not a tool license or prompt-template pack. The real cost depends on operational complexity, knowledge distribution, and how much orientation the team needs.
May 21, 2026
Orientation is not onboarding. The difference is why most AI rollouts fail by week three.
A workshop-facing piece on the difference between onboarding people to tools and orienting AI around the work it must understand.