The EP was announced about 2 weeks after Bloc Party met up in New York City to begin the writing process for their fourth studio album.
The EP's first single was "What Did I Do?", which features vocals from singer Lucy Taylor. The music video was released on 13 September 2011, with the song released as a digital single in Japan 10 days later. A remix of the single by All The Lights was released as a single by Liberator Music to the Australian iTunes Store on 16 November 2011.
The EP featured production from XXXChange (who was responsible for the production on Kele's first solo release, The Boxer), RAC, Fred Falke and QNESS, with Sub Focus also mixing the lead single. The EP also sees Kele doing production work for the first time, producing the track "Cable's Goodbye".
It’s one of my favourite songs of all time. I’ve never done a cover before. It’s quite an iconic song because it was used in quite a famous sequence in Silence Of The Lambs. I really like the image in the lyrics. To me, it’s a song about transcendence. It felt right to do and I hope that I’ve done it justice. I am glad that I get to reintroduce the song to a whole generation of people who have never heard it.
The musical style of the EP differs from Kele's first solo effort, The Boxer, in that it explores into adding dubstep basslines, synthpop elements and dancehall tones to songs, while still keeping some of the experimental elements of The Boxer's production.
Despite the EP's lead single "What Did I Do?" being publicised by many major magazines online, the EP itself was not widely reviewed. At the time of release a statement from Bloc Party's guitarist, Russell Lissack, was circulating in the press suggesting that Kele was no longer a part of the band and that they were planning to audition new singers. The band later indicated that this was not the case, as did Okereke when he posted pictures of him working with the other Bloc Party band members on his own website.
Drowned in Sound were rather critical of the album, stating that the track 'Release Me' "is irredeemably poor, a beige-by-numbers of bland synth stabs and trite lyrics that somehow manages to be both incredibly dull and, like the EP’s cover, unintentionally hilarious". However, they were also more positive with mixed comments regarding the song "Love as a Weapon", calling it "the clear standout" of the EP, noting that it "builds from glitches and light percussion into a mesh of samples and piano arpeggios and hummed melodies lifted straight from 'The Prayer'".
This Is Fake DIY gave the EP a score of 7/10, criticising the tone of Kele's lyrics, stating that The Hunter "sees Kele complete his journey from indie rock miserabalist to dubstep, floorfilling… miserabilist", and the EP's title, saying that "after the release of The Boxer, Kele continues his attempt to lay claim to all traditionally masculine roles with The Hunter", they jokingly added that "contenders for his next album title could be The Brickie or The Mechanic". The generally favourable review did however praise the EP in other areas, stating that "for the most part, this is an EP of arms aloft, triumphant club bangers - of someone comfortable with their voice and with their sound".
The Independent commented that main producer XXXChange "brings a bracing electro sensibility to proceedings". They also recommended the songs "Release Me", "Devotion" and "Cable's Goodbye".