The engine behind Automate Capture

The literature, finally, executes.

Public research is a body of claims. Most of those claims are never tested. Research Radar treats every claim as a build goal — and executes it. The output is what you see on the index: real code, real tests, real verdicts, permanently attested.

The problem

Tens of thousands of new papers, repositories, and engineering posts appear each month. The overwhelming majority are never independently built, tested, or reproduced. Citation counts, demo videos, and self-reported metrics have become unreliable signals. The signal-to-noise ratio of public research has collapsed under its own volume.

Three structural problems converged:

The engine

Research Radar is an autonomous research engine — the operational heart of Automate Capture. It reads the world's technical literature, decides what's worth building, builds it, validates it under its own quality gate, and writes the result to a permanent ledger. Survivors don't sit alone: the engine looks for non-obvious combinations between them and tries to merge what no single paper proposed.

The mechanism is deliberately not detailed in public. What is shared is the output: every reproduction, every verdict, every combination, every release. The proof is in the feed — every line on the index passed every step the engine demanded of it.

The flywheel

Research Radar is not a pipeline. It is a flywheel. Each rotation compounds — the corpus grows, the connections multiply, and the next round of decisions gets sharper. The asset is the accumulated map, not any single artifact in it.

Anyone can scrape arXiv. Few will build every interesting paper, test it, register it permanently, and combine the survivors. That is the moat.

What's on chain

Who it's for

Honest limitations

Research Radar does not solve subjective evaluation. It cannot tell whether a result is important, only whether it can be reproduced under specified conditions. Tests passing is a necessary but not sufficient condition for scientific value.

Builds requiring proprietary datasets, specialized hardware, or non-public APIs are out of scope. Such papers can still be registered, but with an out-of-scope note rather than a reproduction score.


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