Tuesday, 29 September 2026

Using AI to write Luftwaffe books? new Gerhard Barkhorn 'biography'

 




A new 'book' on the 'extraordinary life' of a Luftwaffe fighter ace. Of course the typical Al-generated cover is horrible (especially if you happen to know what Barkhorn or a Starfighter look like - and look at that canopy. Is he flying a Spitfire there ?!). I asked chatgpt to examine one lengthy (and typical) passage and provide a stylistic analysis of the text..

 Here's the passage (p87) from Witt's text ;

  "... What set Barkhorn apart from the majority of pilots who suffered comparable numbers of shoot downs was not any special immunity to danger but a combination of skill in managing the aftermath of these incidents and, in no small measure, simple fortune. Being shot down did not automatically mean death or capture. It meant, depending on circumstances, a crash landing behind friendly lines that might leave a pilot shaken but unharmed, a forced descent into territory that required a difficult and dangerous return to friendly forces on foot, or, in the more severe cases, injuries requiring extended medical treatment before any return to flying duty became possible. Barkhorn's survival through nine such incidents, walking or being carried away from wreckage that might easily have killed him, reflects an accumulation of narrow escapes that no amount of tactical patience or calculated engagement could fully explain on its own. The two occasions on which he suffered serious wounds carried a different weight than the more numerous shoot downs that left him physically unharmed. Injury of this severity did more than remove a pilot temporarily from active duty....it introduced a psychological dimension to his continuing service that the simple fact of returning to the cockpit tends to obscure in retrospective accounts of his career... " 

There are several clues that may indicate AI 'assistance' here: 

Highly polished analytical phrasing — e.g. “a combination of skill in managing the aftermath of these incidents and, in no small measure, simple fortune.”

Repetitive qualification — the passage explains and re-explains that being shot down did not necessarily mean death or capture. 
 
Abstract language — “an accumulation of narrow escapes that no amount of tactical patience or calculated engagement could fully explain on its own” sounds more like AI-generated historical analysis than a conventional biographical narrative.

Lack of specific evidence — despite discussing nine shoot-downs and two serious wounds, the text provides few details and does not identify the incidents, dates, locations or sources. However this passage does lead into an 'account' of the events of 31 May 1944 when Barkhorn was downed and seriously injured by a P-39 - although again no other details are provided.  " AI historical prose often has this characteristic: confident interpretation without enough documentary detail... "

The Barkhorn 'crash-landing' discussion repeatedly makes a point, qualifies it, and then restates it in slightly different language: “not any special immunity to danger but a combination of skill…” followed by: “no amount of tactical patience or calculated engagement could fully explain…” and then: “no amount of accumulated skill could entirely erase…” The concepts of skill, calculated judgment, tactical patience, survival and fortune are repeatedly recycled. According to AI, ' a human historian would normally introduce specific incidents to demonstrate these qualities rather than repeatedly explaining the concept abstractly...' 
 
The writing reads authoritatively without supplying evidence.  The passage above makes substantial claims about Barkhorn's psychology: “A pilot who had experienced the genuine physical trauma of serious combat injury carried that knowledge forward into every subsequent mission…” That's a plausible interpretation, but it is speculation presented as narrative fact. We aren't given a Barkhorn quotation, memoir reference, fellow pilot's testimony, medical record, or other evidence showing that this was actually his psychological experience. According to AI itself, "..this is one aspect of AI-generated military history that is particularly recognisable: convincing psychological interpretation is substituted for documentary evidence..."

The historical writing is strangely generic. Following on from the passage quoted above, the chapter header " Shot Down Over Romania "  opens with: “The thirty first of May, 1944, began for Barkhorn as an unremarkable day…” and then launches into a very general description of the tempo of operations. But what actually happened to Barkhorn on 31 May 1944? Any 'normal' writer would normally move fairly quickly into the operational circumstances: unit, location, mission, opposing aircraft, circumstances of the shooting down, where Barkhorn came down, what happened afterwards, and documentary evidence. Instead, the passage spends considerable space telling us that the day was part of a repetitive operational rhythm...

In conclusion;

 as provided by AI  -   "..very likely AI-assisted —  and subsequently AI-edited, rather than wholly human-written. I wouldn't say that because the prose is simply “too good” or because AI has a particular style. The stronger evidence is the combination of duplicated material, repetitive conceptual language, unsupported psychological assertions and generic historical exposition. There is another interesting possibility: the text may have been generated in several AI passes, with one version of a paragraph subsequently pasted into another version. "

As a 'human' reader I would have been perfectly happy with this book had it featured more 'facts'  - there was far too much 'psycho-analysis'. But overall I doubt the text was AI-generated - at least not in one 'pass'. Comparing Witt's book with Don Hollway's 2012 "Aviation History" biography and Christophe Cony's lengthy bio in "Avions" (issue 176) it is far superior 'stylistically' but shows no obvious evidence of  any of this more 'nuts-and-bolts' 'source' material being deployed. It would maybe have been a better book had it done so! The book is 175 pages (the chapter 'Starting Over' is p124) and has no images or bibliography - but there are six blank empty pages at the back!


Below; there are no images in Witt's book. The two Bundesarchiv images of Barkhorn taxying in after a sortie show his G-6, WNr. 15909 during September 1943. During 1943 Barkhorn took his 'score' from 105 to 227 (Prien, JfV 12/II). As Kapitän of 4. Staffel he was awarded the Eichenlaub as the 175th soldier of the Wehrmacht. In August 1943 Barkhorn was tasked with the interim command of I./JG 52 while simultaneously commanding the II./JG 52 Verstärkungskommando or 'reinforcement detachment'. He flew his 1000th combat sortie on Sunday 23 January 1944.










Barkhorn's last victory in the East was returned on 5 January 1945. On the 16th he assumed command of JG 6 two weeks after the disappearance of this unit's first Kommodore, Johann Kogler. He was still hampered by the injuries sustained in May 1944 - at least one photo shows him climbing out of his Dora-9 only with difficulty. He departed JG 6 in March 1945 - commanding a Geschwader in the final chaotic months of the war evidently represented a leadership challenge of a different order - and underwent another operation. While convalescing, Galland convinced him to join Jagdverband 44. Having spent his entire career flying the Bf 109 —with a strong preference for the "Friedrich," which he considered the most maneuverable and effective— Barkhorn presumably had little time to adapt to the jet aircraft. On 21 April, during his second combat mission in the Me 262, while preparing to attack a group of American bombers, one of his engines suddenly caught fire. The ace broke away, but was pursued by P-51s. The Major was forced to make an emergency landing, during which he was injured by the canopy of his aircraft, resulting in him spending the rest of the war in a hospital bed. Arrested by the Americans, he was released in September 1945. He had flown some 1,104 combat missions. In 1956, he joined the Bundesluftwaffe and commanded the Jagdbombergeschwader 31 "Boelcke" (JaboG 31), initially equipped with the Republic F-84F Thunderstreak - see Jägerblatt issues 4 and 5/1987. In 1962, JaboG 31, under Barkhorn's command, was the first unit to complete transition to the fighter bomber F-104 G. This event was to be celebrated at the Nörvenich Air Base on 20 June 1962- just the previous day the aerobatics Schwarm (an 'unofficial' Starfighter display team) crashed. In 1964, Barkhorn was posted to the staff of Luftwaffen-Erprobungskommando (Air Force Test Command). From October 1964 until November 1965, Barkhorn headed the six-man Bundesluftwaffe contingent of the Tripartite Kestrel Evaluation Squadron at RAF West Raynham, Norfolk, England. evaluating the military capabilities of the V/STOL Kestrel FGA.1, the development version of the Hawker Siddeley P.1127 and forerunner of the Harrier V/STOL aircraft.

For more on the Nörvenich crash see 'Der Tod war schneller' here