The journal model

Over-Publication is crushing journals

The crisis in academic publishing is not simply about paywalls. It is about scale. The modern journal system was designed for an era of scarcity: scarce printing capacity, scarce contributors, scarce reviewers, scarce outlets. That world no longer exists.

Today, manuscript production is extremely large; soon, LLMs may make it effectively unlimited. Large language models reduce the cost of drafting manuscripts to near zero (or around $25 a month). The global academic workforce continues to expand. Career incentives reward volume. The result is predictable: a flood of submissions directed toward a relatively small number of recognised journals.

Centralised gatekeeping cannot scale indefinitely. Reviewer labour is finite. Editorial capacity is finite. As submissions increase, review thins, delays lengthen, and standards drift. The jounrnal system is being crushed under the weight of its own success.

Scarcity Filtering

Traditional journals operate through scarcity filtering. A limited number of slots forces binary decisions: accept or reject. Prestige becomes concentrated in a small number of branded outlets. This model essentially works similarly to luxury goods; they are valuable *because* they are scrarce.

Network effects

Open source research adopts a different model. Anyone may publish. Most work will receive little or no attention. A small fraction will gain local recognition. Fewer still may be seen more widely in the field. A very small number will achieve global visibility across the whole of an academic field.

If this sounds familiar it is because this is how the system currently works anyway. There are too many articles published to read. If an academic wanted to 'keep up' with publication in their field, they would spend all their time reading, and never have enough for their own research. So the open source software model is not chaos; it simply formalises what we have already. In conditions of such abundance, selection occurs through attention, scrutiny, replication, and endorsement over time, not through the endorsement of elite academics.

The Software Analogy

In open source software, publishing code is trivial. Millions of repositories exist. Most are unused. Some are modestly useful. A handful become foundational, attracting thousands of contributors and millions of users.

Quality in such systems is not determined by pre-approval. It emerges from use, inspection, improvement, and network effects. Interesting projects are shared, discussed, 'forked', refined. Weak projects simply sit untouched.

Open source research applies the same logic. The system tolerates abundance without collapsing because it does not rely on a narrow choke point of acceptance.

Why This Guards Against LLM Flooding

Large language models can generate text. They cannot generate sustained intellectual communities. They cannot manufacture independent replication, long-term engagement, or iterative refinement under public scrutiny.

In an open system, low-effort work may be uploaded. But it will not accumulate endorsements. It will not be republished. It will not move from local validation to regional or global recognition. It will not attract meaningful revision.

The Role of Prestige Academics

Open source research does not render senior scholars obsolete. On the contrary, their role becomes clearer and more powerful.

When respected academics publicly endorse, republish, annotate, or contribute to a piece of research, their judgment is visible. Their intellectual commitments are transparent. Network effects follow from that visibility.

Instead of exercising influence behind closed editorial doors, they exercise it in the open. Their support amplifies work they consider rigorous or important. Their critique shapes revision. Their engagement signals quality to wider networks.

Prestige does not disappear; it becomes accountable and cumulative.

Attention as the New Filter

In conditions of abundance, attention replaces acceptance as the primary filter. Publication is no longer the scarce good. Sustained engagement is.

Open source research aligns scholarly validation with this reality. It allows unlimited publication while relying on layered endorsement, republication, and visible contribution histories to generate lasting and genuinely useful work.

The goal is not to abolish standards. It is to redesign them for a world in which production is unlimited but serious scrutiny remains rare and valuable.