The shelf life of prompts: why techniques stop working
Prompt engineering wisdom doesn't accumulate — it expires. Why techniques that worked on the previous generation of models can hurt the current one, and what to do about it.
Another piece on prompting with another uncomfortable finding: techniques expire.
CoT — the gold standard — now either does nothing or hurts accuracy. A constrained prompting method that gave GPT-4o a 4% boost actively degraded GPT-5.
tinyurl.com/techniquesex...
09.03.2026 14:37
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The 2026 Global Intelligence Crisis - Citadel Securities
Citadel Securities is an award-winning global market-maker across a broad array of fixed income and equity products.
Sober note on why there’s no need to panic about AI and jobs. There are natural limits to how fast adoption can happen; also the “collapsing demand + rising productivity” scenario is only feasible under a very unlikely combination of conditions. tinyurl.com/gicr2026
02.03.2026 18:14
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Claude skill/Cowork plugin: English style editor based on Strunk's 'The Elements of Style'. Reviews text for grammar, punctuation, clarity, and conciseness using 18 classic rules of usage and composition: tinyurl.com/styleskill
#ClaudeAI #CoworkPlugin #Proofreading #Anthropic #Writing #ClaudeSkill
24.02.2026 14:15
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GitHub - Halfofthesky/claude-russian-editor: A set of Claude skills implementing Russian editorial and publishing standards
A set of Claude skills implementing Russian editorial and publishing standards - Halfofthesky/claude-russian-editor
This is very niche, but still: Claude skills set implementing Russian editorial and publishing standards based on A. E. Milchin & L. K. Cheltsova's 'Publisher's and Author's Handbook'. Plus Cowork plugin: github.com/Halfofthesky...
#Claude #Claudeskills #vibecoding #Russian #Cowork #ClaudeCowork
20.02.2026 15:24
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Built a tool for searching @archive.org that auto-expands Russian queries into four spelling systems (modern Cyrillic, pre-1918 spelling, ALA-LC romanization, simplified ASCII) and deduplicates results. Bulk download results for any language. Web & desktop.
tinyurl.com/archiveorgbo...
05.02.2026 12:52
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:: это стихотворение ::
•
Music: Leto Spectra
Lyrics: sTL
01.02.2026 17:39
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i’d better be off, then—that’s that || пойду-ка я лучше отсюда, вот что [SOUND]
#midjourney #midjourneyartwork #midjourneyart #midjourneyvideo #urbanart #urbanfauna #urbananimals #creature #creaturedesign #sad #aiart #aivideo #aiartwork
03.11.2025 20:16
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Halloween cat
#cats #catsofinstagram #halloween #halloween🎃 #Midjourney #Midjourneyartwork #midjourneyvideo
01.11.2025 22:58
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bliss is everywhere [SOUND]
#midjourney #midjourneyart #midjourneyartwork #midjourneyvideo #loop #kisses #dogs #dogslovers #aivideo #aivideoart #videoart #vintagestyle
24.10.2025 19:02
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by the sea II
#AIart #aiartvideo #videoart #midjourney #midjourneyvideo #aiartwork #sepia #ai_art #ai_video #aiartcommunity #vintagestyle
21.10.2025 10:28
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red alert
#AIart #aiartvideo #videoart #midjourney #midjourneyvideo #aiartwork #redalert #ai_art #ai_video #aiartcommunity
21.10.2025 10:27
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by the sea I
#midjourneyart #midjourneyvideo #midjourneyai #midjourney #midjourneyartwork #sepia #vintagestyle
17.10.2025 20:37
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13.10.2025 22:00
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Alien Tongue Blues, by Leto Spectra
track by Leto Spectra
Where all is alien and poisoned tongue and winds
and howling of savage iron shawms.
#music #bandcamp #alternativepop #experimentalpop #triphop #letospectra
07.10.2025 03:53
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And stars, their fodder, by Leto Spectra
track by Leto Spectra
halfofthesky.bandcamp.com/track/and-st...
#music #suno #R&B
•
All in this land is alien and poisoned tongue
and howling winds with savage iron shawms
06.10.2025 09:19
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look left
#midjourney #midjourneyartwork #midjourneyvideo #bears #vintagestyle #sepia
27.09.2025 16:21
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and don't come back
#midjourney #midjourneyart #midjourneyartwork #midjourneyvideo #MidjourneyArt #DigitalArt #AI_video #AI_shorts
23.09.2025 10:54
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into the labyrinth, II
#midjourney #midjourneyart #midjourneyartwork #midjourneyvideo #MidjourneyArt #DigitalArt #ContemporaryArt #AI_video #AI_shorts #vintagestyle #vintagestyle #vintage
19.09.2025 23:32
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not so high above
#midjourney #midjourneyart #midjourneyatwork #midjourneyvideo #school #monochrome
15.09.2025 19:52
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3 PM emergency alert
#emergencyalert #uk
07.09.2025 22:49
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3 PM emergency alert
#emergencyalert #uk
07.09.2025 20:53
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that fruit, one of a kind
#midjourney #midjourneyvideo #midjourneyartwork #midjourneyart
07.09.2025 14:02
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some where left behind
#midjourney #Midjourneyvideo #midjourneyartwork #surreal #angels
04.09.2025 10:35
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some left, some stayed
#midjourneyart #midjourney
#midjourneyvideo #midjourneyartwork
#collective_memories #cinematic
03.09.2025 02:01
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