AGI Through Scaling — LLM Architecture as the Path to General Intelligence

The claim is fragmenting in a structurally unusual way. The evidence trail shows neither clean positive progression nor clean negative accumulation. Instead it shows a claim under three simultaneous pressures that are each individually partial: capability gains continue (supportive), but the path is bifurcating architecturally (INST-004); structural scaling constraints are accumulating (INST-005); and the target itself is migrating (INST-006). These pressures do not converge on a single conclusion. Capability continues to advance in ways that keep the claim alive, while the path departs from pure scaling and the destination itself is redefined in ways that make the claim progressively harder to evaluate as originally stated. The pressure state is FRAGMENTING: the claim is not resolving toward confirmation or collapse but splitting along three independent axes — capability, path, and target — each of which would need to be separately addressed before the claim could reach a stable assessment (OQ-001).

FRAGMENTING remains the correct pressure state, and IN-007 is best read as confirmation rather than a new direction. The three simultaneous pressures AS-001 identified — capability gains continuing, the path bifurcating architecturally, the target migrating — have each continued through 2025–26 without converging. Field-wide commentary now describes 2026 progress as inference- and tooling-driven rather than training-scale-driven, and academic work documents diminishing (though not zero) returns on pure training-compute scaling. Simultaneously, frontier labs' continued tens-of-billions-dollar commitments to training-scale infrastructure through 2025 show the industry has not abandoned the original path either. No single development in IN-007 resolves OQ-001 (can a claim with a migrating target reach a stable assessment state) or OQ-002 (is this dissolution or collapse) — if anything, two more years of continued three-way fragmentation without resolution is itself mild evidence that this claim may be heading toward dissolution rather than either confirmation or collapse, which is exactly the distinction OQ-002 asks the Observatory to make a governance decision about.