ITJobsWatch

29/05/2026

The Cohesion Spectrum maps how socio-technical systems manage the tension between autonomy and cohesion, plotting coordination regimes on two axes of participatory and consequential autonomy. It identifies seven zones from Oppressive to Interoperable, and the trajectories systems follow under scaling, crisis, and network effects.

Zones and trajectories on the autonomy plane.

23/05/2026

Protocols organise coordination from formal standards to informal norms. The Protocol Field maps them against the gravity of protocol debt. Applying this diagnostic framework to human-AI coordination makes these emergent patterns legible.

https://www.itjobswatch.co.uk/research-notes/2025/protocol-field

A diagnostic framework mapping protocols against the gravity of protocol debt. Diagnoses where human-AI coordination becomes brittle, opaque, or both.

20/05/2026

The Persistence of AI-Mediated Protocols. This essay defines strange protocols. The opaque, emergent patterns that arise from networks of AI agents operating at scales beyond human comprehension.

Defines strange protocols. The opaque, emergent patterns that arise from networks of AI agents operating at scales beyond human comprehension. Alongside strong and weak protocols.

03/05/2026

Despite recent uncertainty in UK technology hiring conditions, our research points to a positive future for software engineers. This Bloomberg report confirms what we are seeing: AI is not replacing developers, the role is evolving.

25 likes, 3 comments. "Why Vibe Coding Isn’t the End of the Software Engineer"

28/03/2026

If you are navigating the job market right now and wondering what 'working with AI' means for your career, this essay reframes the question. It is not about learning to prompt or mastering new tools. The essay starts by showing that the language used to describe human-AI interaction may itself be part of the problem, pointing to a structural gap between human meaning-making and machine operations. The human capacities that matter most in this landscape are precisely the ones that resist automation.

Why existing vocabulary fails at the human-AI coordination boundary.

25/02/2026

How tech pay differs across the UK, Germany and the US.

With demand for tech expertise spiking, it might be time for UK IT leaders to look abroad – unless you’re a CISO.

22/02/2026

The middle loop: A new category of supervisory engineering work is forming between inner-loop coding and outer-loop delivery. Nobody has named it yet.

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18/02/2026

The State of React 2025 survey reports on a mix of Single Page Applications (SPA), Server-Side Rendering (SSR) and Static Site Generation (SSG). Awareness of these rendering patterns and the associated skills can help individuals understand the range of employment opportunities within the React ecosystem.

30/01/2026

"Echoes of AI" finds developers using AI finished initial work faster, and subsequent maintenance by a separate developer was not measurably worse. The open question is whether this scales without building "cognitive debt" across larger codebases and longer timeframes.

[Context] AI assistants, like GitHub Copilot and Cursor, are transforming software engineering. While several studies highlight productivity improvements, their impact on maintainability requires further investigation. [Objective] This study investigates whether co-development with AI assistants aff...

06/01/2026

In the domain of coding, the likes of Gemini, Claude, and Codex are steadily improving. What is lagging is the co-evolution of practice. Recent research shows that despite anticipated productivity gains the opposite is often experienced.

But if you consider coding agents as a form of synthetic labour rather than just productivity tools, a variant of Brooks' Law applies:

>Adding synthetic manpower to a late software project makes it later.

In these early stages of co-evolution, human workflows and AI agents have not yet adapted to one another. The implication is that simply having more capable models won't be enough. But in time, this supervisory craft will define new domain-specific protocols that reduce the collaboration overhead.