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BRAINMATTER - Intelligence Beyond Limits

roadmap

Future Intelligence Roadmap

Plausible near-, mid-, and long-term milestones for intelligence technology and integration.

A horizon-scanning roadmap of intelligence-system development. Dates are illustrative, not predictions - they reflect mainstream lab and analyst forecasts.

2026–2028Persistent agents

Multi-day autonomous agents for software, research, and operations.

2026–2028Personal AI memory

User-owned, long-context personal assistants replacing app-based interfaces.

2027–2030Scientific co-discovery

AI systems contribute first-authored, validated discoveries in biology and materials.

2028–2030High-bandwidth consumer BCI

Non-invasive or minimally invasive BCIs for typing, control, and accessibility.

2028–2032AGI-level systems

Most labs forecast broad human-level capability within this window; alignment becomes a deployment gating factor.

2030+Human-AI cognitive partnerships

Tight, low-latency loops between humans and AI become a default mode of work and learning.

2030+Embodied general agents

Robotic platforms with general manipulation and language-grounded behavior.

2035+Recursive self-improvement debates

Whether systems can meaningfully improve their own architectures becomes a central safety question.

2040+Superintelligence scenarios

Speculative; outcomes depend almost entirely on alignment, governance, and access.

Future Intelligence Roadmap - BRAINMATTER

Key takeaways

  • Most near-term capability gains are in agents, memory, and reasoning - not new architectures.
  • Neurotechnology and AI converge on shared bandwidth and integration problems.
  • Long-term outcomes are governed by alignment and governance, not raw capability alone.

More visual knowledge

Evolution of Intelligence Timeline

From the first nervous systems to digital minds - 600 million years of intelligence.

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AGI Development Timeline

Key milestones, theories, and capability jumps on the path toward artificial general intelligence.

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AI Research Organization Map

The frontier ecosystem of AI labs grouped by mission, model family, and lineage.

Open

Neurotechnology Landscape

Devices and methods that read or modulate the nervous system, grouped by invasiveness.

Open