Here is an actual implementation of what has been described, in a production environment, with $200M (and counting) to show the value of optimizing the human-AI context loop.
https://t.co/jkMnTPJMyG
In Developing Agents, Model intelligence hits a ceiling. Context doesn't.
Manual correction loops only drop when you use actual user workflows as local context, not just structured data.
Context is the moat. The rest is just infra.
#contextengineering#agents
New in Harvard Business Review - from our founder @RohanMurty and @Cognizant CEO @imravikumars:
Context is Your Competitive Advantage.
The core insight from actual measurements in enterprises - when every company has access to the same AI models and platforms, the only remaining differentiator is how well you ground that AI in how your organization actually works.
200+ work patterns. 50+ large enterprises. One consistent finding: context, not technology, explains the performance gap.
This is a follow-up to an earlier HBR article, which was the first to show real-world proof that context-driven AI produces dramatically better outcomes. Same tools, radically different results.
At Workfabric AI, this is exactly what we do. We capture execution context, the decision patterns, coordination rhythms, and trade-offs that no system of record holds, and make it available to AI at the moment of decision.
Context compounds. And the companies that capture it first will be the ones that pull ahead.
@gnychis@guruprasad_r94@NabeelQuryshi@juggy_17
https://t.co/MSboTkvLx5
Tech teams in service orgs move slowly not due to lack of skill, but lack of shared context. Information silos + tribal knowledge create friction. Digital twin on top of Local context helps teams move faster.
#DigitalTwin#AIAgent#ContextEngineering
Imagine that there exists a digital twin for meetings which can prepare a brief based on the local context of the attendees to ensure that a 1.5 hours meeting finishes in 30 minutes!
#Agents#ContextEngineering
Missed it?
A week ago, we decoded the invisible side of work at Soroco Illuminate – Mumbai 2025.
AI, tribal knowledge & the future of ops — all in one room.
🎥 Catch the highlights.
Grateful to our customers, speakers, audience — and our sponsor @Firstsource_
Muting everything related to politics has cleaned up my timeline! For the first time since I started using twitter I was oblivious to the fact that elections happened in J&K & Haryana with counting happening today!
@pydantic , @ApacheAirflow and @FastAPI is the worst combination possible. Spent two days upgrading their major version to get stuck with email-validator because airflow does not support the 2.0 email validator and fastapi does not work without 2.0 email validator