In brief

A practical set of free tools for the cases where a recording "won't read", is too dark, blurred or noisy — and a principled refusal to use AI: not because it works badly, but because the result is not reproducible, and reproducibility is what a court needs. Video: picking the codec, lossless transcoding, metadata, brightening through work with color, removing blur using the neighboring frames, super-resolution for a pixelated face, reflections in glass, syncing several recordings on the editing tracks. Sound: first an honest list of what cannot be pulled out, then a breakdown of the types of interference by spectrogram and the filters in Audacity. The talk opens with a poll of the room and is tested by that same room: a former forensic audio examiner says outright that the level of the methods is "2006 or 2007", and delivers what was not in the talk.

Key points

Tools, artifacts, technologies

The main legal motif of the talk is reproducibility as a condition of admissibility: everything shown was chosen precisely because the steps can be repeated and demonstrated. The direct question about the defense lawyer's position gets this answer: if AI was used in the processing, the defense will say that "it made it all up", and since the actions described are reproducible, "after the expert testifies… or specialist testifies, the court usually accepts it". The remark from the room that the output of an AI is not filed in the case matters separately. The organizational background is the shortage of licenses in the field, because of which an examination often does not begin at all.

Questions from the audience

The speaker's position

The position is pragmatic and deliberately down-to-earth: the talk is not about the best methods but about the minimum available to any operative without licenses and without training. The refusal to use AI is justified not by quality but by the procedural unfitness of a result that cannot be reproduced, and that is the strongest idea of the talk. The speaker accepts the criticism from the room without arguing and immediately restates his task. The limits are spelled out regularly ("it doesn't always work", "under ideal conditions", "if there's no data in the pixels, then you won't pull anything out"), there are no promises, and no product is being sold.

Quotes