Paste any article, post, idea, lyric, or document and harden it: cut the fluff, flag the hedges and the unsupported claims, and keep only what is load-bearing. It runs in your browser with plain rules, no AI, so it is free and nothing is uploaded. For the part that needs judgment, deciding what is true and what is substantiated, use the Harden directive below with any AI.
In
Out (hardened)
0
tokens in (est.)
0
tokens out (est.)
0%
tokens saved
0
fluff words cut
0
flagged for you
Flagged: the tool cannot judge truth, so it hands these to you
The Harden directive (the judgment pass, for any AI)
The tool above cuts fluff and flags weakness, but it cannot decide what is true or supported. This directive can, run on any AI (even a free tier or a local model), it shapes that instance, not the model.
Where the line is. The deterministic part is safe and free: it removes filler and intensifiers and flags
hedges and unsupported-sounding claims for you to fix or cut. It does not know whether a claim is true or well
supported, that takes a person or an AI, which is what the directive is for. The token figure is the standard chars/4
estimate. No model is changed; you are hardening the document, and a tighter, supported document costs fewer
tokens and is harder to knock down. Free for early adopters.
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