Business decision and a safely delivered change

I was sitting with a CIO of a large bank, and he asked a simple question: “If claude/cursor/Codex can already write code and generate tests, why do we need MSOCK?”

It is a fair question. My response begins with another question:

What happens between a business decision and a safely delivered change in a bank?

Consider changing a payment cut-off rule.

Writing the code is one part. The team must also understand the existing rules, identify affected customer journeys, trace dependencies across payments and ledgers, assess compliance implications, select regression tests, and prepare operations for release.
Faster code generation helps. Delivery also depends on how quickly and reliably the enterprise can answer these questions.

That is the distinction between accelerating software development and improving the entire Product Delivery Lifecycle.

We are building MSOCK as an enterprise AI infrastructure layer that makes enterprise knowledge computational.

Its five engines connect understanding to execution:
– SOCK connects knowledge across business, operations and technology.
– Spatial makes that knowledge and its relationships visible.
– Accurate Blast Radius identifies the dependencies and consequences of a proposed change.
– Autonomous Engineering uses that context to support execution.
– Governance provides a Command Center for oversight, evidence and control.

The value proposition is to reduce repeated discovery, loss of intent across handoffs, uncertain impact assessments and rework throughout delivery.

MSOCK coexists with copilots, agents and models, giving them connected enterprise context.

RDBMS made data computational.
MSOCK makes enterprise knowledge computational.

For CIOs and GCC leaders, the measure of success must extend beyond code produced:
We have experienced a 50% reduction in business intent-to-production and a 60% reduction in effort.

Build. Run. Change. Modernise.

October 21, 2026

My Diary – Principle based City Design

Walking through Manhattan today, I was struck by how a decision taken in 1811 still shapes the city’s everyday life. The Commissioners’ Plan laid out 155 numbered streets and 12 avenues across much of what was then rural Manhattan.

Principles based design

Principle 1: Avenues 100 ft wide

Principle 2: Streets 60 wide and one street 100 ft after every 8-10 streets

Principle 3: Each block is 200 ft by 600 to 950 ft. Based on avenues length.

Principle 4: Each property block 25ft by 100 ft. In Chennai city design the plot size was 40 ft by 60 ft called ‘one Ground unit’.

It was surprising that all skyscrapers came by consolidating small plots into big spaces of today. I can see many original houses existing on 25 ft by 100 ft spaces.

I may be wrong in my interpretation. New Yorkers please correct me.

Interesting city design based on principles rather than evolution which helped NY to become Long lasting design, vibrant economic global hub and catering to Civilisational growth after 200 years.

October 21, 2026

Economic Times Recoginition

We always believed that Purple Fabric is truly Business Impact enterprise AI platform with 8 Engineering stacks

Data & Integration Engineering

Knowledge Engineering

Digital Expert Engineering

Experience Engineering

Security Engineering

Governance & Evaluation Engineering

Runtime & Operations Engineering

AI FinOps & Value Engineering

The platform where entire enterprise create their own Digital Twins driving double the Thruput.

Economic Times recognition has stamped that Superiority. 

October 21, 2026