II · The method

Sociotechnical hygiene

An AI adoption project does not end when the system works. In many late failures the go-live succeeded: what failed was what came after —data that lied again, policies no one reviewed, workarounds because the new flow did not address the operator’s real fear. That is sociotechnical debt: the cost of building without maintenance routines for the human-technical balance.

Sociotechnical hygiene is the set of routines that sustain that balance. It is a natural extension of governance as a moat: not only rules at deployment but continuous maintenance. Without hygiene, the moat fills with sand in months.

What it is — and what it is not

Hygiene is not an imposed retainer or a “best practices” PDF filed away. It is designed with the system: internal owners, frequencies and criteria agreed before go-live. What is not named and not reviewed degrades —workarounds, shadow AI, categories enacted outside the official system.

Components (designed from day one)

Component	What it does	Typical frequency
Governance routines	Bias review, data quality, compliance with AI policies	Monthly / quarterly
Living documentation	Health dashboards, drift alerts, updated glossary —not a dead PDF	Continuous
Transfer of judgment	Training in the reasoning of the design, not only clicks	At handoff + refreshers
Sociotechnical debt indicators	Workarounds, bypass, shadow AI as signal of fallen routines	Periodic review

Each component has an owner in the organization. The bridge designs and trains; it does not operate forever without creating dependence.

Transition rituals

Organizations change through rites, not only diagrams. I explicitly incorporate:

Symbolic closure: a retrospective where the team honors what worked in the previous process — productive grief, not bureaucratic nostalgia.
Opening: a celebrated demo, a name for the new flow, space where complaints are welcome in the first weeks. Early complaint is data; late complaint is consolidated resistance.

This connects with change management and the anthropological reading of work: the meaning of change is negotiated in public.

The bridge’s role when stepping back

In advisor mode, the goal is autonomy with a safety net: periodic sociotechnical health audits, not daily operation. If everything collapses when stepping back, hygiene was missing from the design, not only a poorly executed handoff.