AI governance / cybernetics / public systems

AI is changing the architecture of governance. We study how to make it responsible.

ICAIG connects cybernetics, artificial intelligence and public governance to develop verifiable, safe and methodologically grounded AI practices for the public sphere.

AGI Clock

ICAIG estimate · range
optimistic ≈ 2029 in 3 years
pessimistic ≈ 2035 in 9 years
AGI
Domain coverage100%
Capability momentum100%
Autonomy (end-to-end)100%

AGI here = AI that covers every domain and runs a task end-to-end on its own. The range is an expert-flavoured read of our signals — a conversation starter, not a forecast.

20 strong sources
5,223 signals in 90 days
+12 mo forecast horizon

ICAIG forecast

Where AI is heading: a 3, 6 and 12-month forecast

Trends set to strengthen, projected from the observed flow of publications. The further the horizon, the more today's early signals show through.

in 3 mo 2026-Q4
Dual-Use AI Capabilities and Bioterrorism Risk ↑ +4/q

Frontier labs’ bio evals will face pressure to become standardized and externally auditable.

UAE Data Center Advantage for AI Infrastructure ↑ +5/q

Geopolitical siting of AI compute will remain contested among Gulf and other host jurisdictions.

AI-Enabled Persuasion Capabilities ↑ +5/q

Persuasion evals will become standard national-security and platform-risk metrics.

in 6 mo 2027-Q1
AI agents ↑ +3/q

Agents move from demos to delegated work inside real workflows; reliability and oversight become the bottleneck.

AI governance ↑ +2/q

Governance shifts from principles to enforcement; the gap is capacity to actually inspect systems.

AI in Military Applications ↑ +3/q

Governance frameworks for AI in military decision-making are likely to become a major policy battleground in 2026–2027.

in 12 mo 2027-Q3
Reasoning models ↑ +2/q

Deliberate reasoning becomes default; the question shifts to cost, faithfulness and verifiable chains.

Autonomous coding ↑ +3/q

Engineering reorganizes around review of machine-written code; provenance and tests gate the loop.

World models ↑ +3/q

World models feed robotics and planning; evaluation of their physics fidelity becomes a field.

Field map

Live map of AI signals

How trends, actors and topics connect, drawn from the flow of publications. For now a visual feel of the field; deeper use cases are coming.

Trend map preview

The public map shows a curated slice only. The internal auto-wiki remains private until editorial review. Synced: Sep 11, 2026

20 sources5,223 signals / 90d390 nodes · 646 linksLive · 2026-Q3

Focus

Institute of Cybernetics, Artificial Intelligence and Governance

Cybernetic governance

Feedback loops, regulators, goals, constraints and adaptation in complex public systems.

Artificial intelligence

Trusted tools for analysis, forecasting, document processing and decision support.

Public governance

Regulation, public decisions, digital transformation, safety and accountability.

Areas of activity

ICAIG Observatory

A trend-observation system: it pulls materials from strong sources, extracts themes and links, then shows which directions are gaining strength.

Research and analytical reports

Expert opinions and methodological materials

Lectures, roundtables and strategic sessions

Pilot solutions and digital expert systems