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Stop Overengineering Your Agent Harness

The conversation around harness engineering is dominated by problems from coding and personal agents such as OpenClaw, but most agents are simpler. Builders should avoid over-engineering for capabilities that newer models may absorb anyway, the “Kirby effect”, and...

Model Context Protocol prepares to break with its stateful past

On July 28, MCP's maintainers plan to finalize the protocol's 2026-07-28 revision, bringing many changes – including some that aren't backward compatible – that reflect some "hard lessons" the core MCP team learned over the past two years, said Anthropic...

Managing AI Agents Is An HR Problem Wearing An Engineering Badge

The most consequential addition to your engineering team isn't a hire you'll make next year. It's already here, and it isn't a person. It's a team of AI agents, and the humans in charge of them need a skill set that most computer science programs still aren't...

The Operating Model Is the Real AI Harness

When generative AI first entered the enterprise, almost every conversation revolved around models. Which model was smartest? Which benchmark mattered? Which provider was winning? Capability was treated as though it lived inside the model itself, so choosing the right...

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Recent Briefings

Open Models, Technology Diffusion & the Shift from Renting to Owning AI

The launch of the Chinese AI model Kimi K3 challenges the winner-take-all strategy of the frontier model providers OpenAI and Anthropic, but it also has wider implications for enterprises currently building out their AI stacks. Kimi 3 is a 2.8T parameter Mixture of...

The Token Apocalypse & Agentic Ecosystem Design

The path towards reliable agentic AI infrastructure in the enterprise continues to offer up new surprises, and the recent panic around token costs is a case in point that has focused minds on the cost-benefit analysis of different models. But perhaps model choice is...

Context, Codification & Cognitive Capabilities

Context & Codification are still hard problems A lot of enterprise AI investment has gone into models and prompt quality. But there is a growing body of evidence that points to the main constraints on reliability, cost, and organisational capability still being...

Don’t Outsource Agentic Capability Design

For the past couple of weeks, I have been interviewing senior function heads and operational leaders in a large hi-tech firm as part of an AI literacy programme. What struck me most was not their enthusiasm for AI, but the degree to which they already know what they...

Agents are Easy; the Agentic Enterprise is Not

Agentic AI is showing great promise in coding and personal productivity, but the shift from personal to organisational agent usage in the enterprise is harder and more complicated than it looks. It also heralds a profound shift in what we consider to be ‘work’ and...

CHROs as Systems Architects not Programme Owners

Enterprise AI-led transformation is changing the focus of most leadership roles to a greater or lesser extent, but one of the most impacted is likely to be the HR function and CHRO roles in particular. CHROs are being asked to lead AI transformation, ensuring...

Embrace the Human to Overcome the AI Capability Absorption Gap

The Capability Absorption Gap in enterprise AI is widening, not narrowing, as model and tool development outstrips the ability of incumbent business leaders to adapt to what it makes possible. Adoption programmes are not cutting it, and their focus on getting people...

Agents at the Ready? Yes and No…

Agentic AI capabilities are developing within several pace layers at once - economic, infrastructure, capability readiness, and knowledge engineering - and it is getting harder to stay on top of these developments whilst tracking their interdependence. But...

Agents of Progress or Agents of Chaos?

The OpenClaw moment we covered a few weeks ago was a wild ride. But in the age of YOLO, Hodl and r/wallstreetbets, it should come as no surprise that there is an apparently limitless supply of people willing to hand over control of their personal computer to AI agents...

Agents on the Night Shift

Andrej Karpathy’s new autoresearch tool recently ran 700 experiments on his nanochat codebase in two days. It found 20 improvements he had missed, delivering an 11% uplift in output. Tobi Lütke at Shopify tried it on his own hand-tuned model: 19% improvement,...