Humanein the Loop
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01

AI should be built safely and transparently

Current path

AI systems are deployed without meaningful transparency about capabilities, training, or failure modes. Incident disclosure is voluntary and uneven. Public understanding lags deployment.

Better future

AI development is visible to the public and to independent scrutiny. Capabilities, evaluations, and failures are disclosed by default. Transparency is a pre-condition of trust, not an optional gesture.

Drift across the three domains

Norms

▲
Advancing17 signals
CHT recommends
  • Treat transparency as a default professional norm, not a competitive liability.
  • Normalize proactive disclosure of incidents and near-misses.
Indicators we track
  • 1.N.aPublic expectation of transparency on AI capabilities
  • 1.N.bOpen publication of safety evaluations as industry norm
  • 1.N.cIncident disclosure as expected behavior

Laws

▲
Advancing10 signals
CHT recommends
  • Mandate pre-deployment evaluations for frontier systems.
  • Require incident reporting to regulators within defined windows.
  • Enable third-party audits with right-of-access.
Indicators we track
  • 1.L.aPre-deployment evaluation mandates
  • 1.L.bMandatory incident reporting
  • 1.L.cThird-party audit requirements
  • 1.L.dRed-team disclosure rules

Design

▲
Advancing20 signals
CHT recommends
  • Publish model cards with substantive technical content, not marketing.
  • Disclose dangerous-capability evaluations publicly.
  • Surface model identity and limits at point of use.
Indicators we track
  • 1.D.aModel cards / system cards published
  • 1.D.bPublic evaluation results
  • 1.D.cCapability disclosure at point of interaction

Recent signals

▲AdvancingMajorDesign · 1.D.aGLOBALMay 5, 2026

GPT-5.5 Instant System Card

OpenAI released the system card for its GPT-5.5 Instant model, detailing safety evaluations and limitations.

WhyOpenAI published a system card for its GPT-5.5 Instant model, fulfilling the expectation of safety documentation for frontier releases.Model cards / system cards published
▲AdvancingMajorDesign · 1.D.aGLOBALApr 23, 2026

GPT-5.5 System Card

OpenAI released a comprehensive system card for its GPT-5.5 model, detailing the results of safety red-teaming, dangerous capability evaluations, and deployment guardrails.

WhyOpenAI published a technical system card for GPT-5.5, providing transparency on safety evaluations and model limitations.Model cards / system cards published
▲AdvancingMajorDesign · 1.D.aGLOBALApr 23, 2026

Introducing GPT-5.5

OpenAI announced the release of GPT-5.5, its latest frontier AI model, continuing the trend of major model deployments from leading labs.

WhyOpenAI announces GPT-5.5; frontier model releases from major labs typically include substantive system cards and technical disclosures.Model cards / system cards published
▲AdvancingMajorDesign · 1.D.bGLOBALApr 22, 2026

Making ChatGPT better for clinicians

OpenAI announced enhancements to ChatGPT for clinical use, including specialized safety evaluations and performance benchmarks for medical professionals.

WhyOpenAI publishes medical-specific safety evaluations and benchmarks for ChatGPT, advancing transparency in high-stakes AI deployment.Public evaluation results