sociable systems.
Flagship

The Grievance Watchdog Architecture

A constitutional brake with negative power only. The structural antidote to compulsory continuation — systems architecturally forbidden from stopping, even when faced with credible harm.

The Canon

The vocabulary that lets practitioners articulate what is structurally wrong — not as naïve resistance to technology, but as a sophisticated critique of flawed system architecture.

The Liability Sponge

A human placed in the loop not for control, but to absorb blame when the system fails.

Accuracy Theater & The Accountability Gap

How '94% accurate' masks the fact that the failing 6% targets the most vulnerable.

The Watchdog Paradox (Sentinel vs Sensor)

An obedient sensor transmits. A sentinel halts. High-stakes systems need the right to refuse continuation.

The Clarke Constraint

When a system's reasoning cannot be interrogated, it acquires unquestionable authority.

The Calvin Convention

Six contractual mechanisms that encode pre-action constraints and human control as architecture, not policy.

Products & Instances

GrieVoice

Multilingual voice agents for grievance systems. Worker-context demo today; community voice next.

AI Safety Counter-Narrative Dashboard

Track real-world outcomes against the safety-theater claims.

Grievance Watchdog Blueprint

Architectural principles for a system with negative power only.

AI vs IFC Analysis

The thesis piece: when AI outperforms the gold standard of ethics.

Stub page. Landing framing will expand into the full thesis from the Strategic Plan.