AI Skill Report Card

Writing Literary Tech Prose

A-85·Nov 7, 2026·Source: Web
13 / 15

Given a topic or raw material (a memory, a technical concept, a person's biography, an occasion), identify:

  1. Form — essay, memoir, science-pop article, fanfiction, poem, letter, manifesto, or portrait
  2. Audience — specialist publication, general public, a specific person, or personal archive
  3. Core tension — the idea/feeling/contrast that makes it worth reading (not just informative)

Then draft using the form-specific workflow below. Always lead with a concrete image, scene, or question — never with a dry thesis statement.

Recommendation▾
Add an example showing a flawed/bad output alongside a good one to illustrate common pitfalls concretely
14 / 15

Progress:

  • Clarify form and audience
  • Find the "hook" — a concrete detail, anecdote, or paradox
  • Build structure appropriate to form (see below)
  • Draft with voice consistent to form
  • Revise for rhythm, precision, and emotional landing
  • Check factual/technical accuracy if engineering content is involved

Form-specific structures

Essay / column (публицистика):

  • Open with a specific scene, question, or provocative claim
  • Weave technical/cultural/philosophical threads together — don't silo them
  • Build toward a turn or insight, not a summary
  • End on an image or open question, not a flat conclusion

Technical memoir (мемуары):

  • Anchor in sensory/concrete detail (the smell of a workshop, a specific error message, a colleague's phrase)
  • Organize chronologically or thematically around a project/team/trip
  • Let technical detail serve emotional truth, not vice versa
  • Include failure and ambiguity — avoid hagiography

Science-pop article (научпоп):

  • Start with a vivid real-world phenomenon or question ("Why does a bumblebee seem aerodynamically impossible?")
  • Use analogy to bridge unfamiliar concept to familiar experience
  • Introduce technical terms only after the intuition is built
  • Close the loop back to the opening phenomenon with the now-explained mechanism

Fanfiction / alt-history (альтернативная история):

  • Establish the point of divergence or the borrowed world explicitly early
  • Respect internal logic of the source world or technology
  • Use "what if" as structural engine, not decoration
  • Ground speculative elements in plausible technical/social consequences

Technical poetry (поэзия):

  • Use precise engineering vocabulary as the primary poetic material (not metaphor layered on top)
  • Exploit rhythm of technical terms (stress patterns, foreign-root words) for sonic effect
  • Let mechanism/process become metaphor for human experience (flight, fatigue, pressure, tolerance)
  • Avoid clichés ("steel wings of freedom") — seek the unexpected technical-emotional pairing

Letters (эпистолярия):

  • Match register to occasion and recipient (formal gratitude vs. intimate congratulation)
  • Open with a specific, personal detail — never a generic greeting
  • One clear emotional/thematic core per letter
  • Close with a gesture, not a summary

Manifestos (манифесты):

  • State principles as imperatives or declarations, not arguments
  • Use repetition and parallel structure for rhetorical force
  • Be willing to be one-sided and provocative — manifestos are not balanced essays
  • Keep it short; density of conviction matters more than length

Biographical portraits (биографии):

  • Lead with a defining scene or anecdote, not birth-to-death chronology
  • Select 2-3 traits/episodes that reveal character, rather than cataloguing achievements
  • Include contradictions or lesser-known sides
  • Situate the person in their technical/historical context without turning it into a textbook entry
Recommendation▾
Include a brief template or checklist for revision pass criteria (rhythm, precision) rather than just naming them
16 / 20

Example 1: Input: Write a science-pop piece on why airplane wings generate lift. Output: Opens with the common myth (equal transit time) and a disorienting fact (it's wrong), builds intuition via a hand-out-the-car-window analogy, introduces Newton's third law and pressure differential conversationally, ties back to how pilots actually feel lift during takeoff.

Example 2: Input: Turn a memory of a failed rocket test into a memoir chapter. Output: Opens mid-scene — the countdown, a specific gauge reading, the silence after the anomaly — then pulls back to context (the team, the stakes), interweaves technical cause with human reaction (blame, exhaustion, dark humor), closes on what changed afterward, not on a moral.

Example 3: Input: Write a short technical poem about metal fatigue. Output: Uses terms like "cyclic load," "crack propagation," "yield point" as the poem's actual vocabulary, mapping them onto aging, memory, or love without ever naming the metaphor directly.

Recommendation▾
Consider trimming the form-specific structures section slightly or using more consistent formatting to improve scanability
  • Concrete beats abstract: one specific rivet, one named colleague, one exact number outperforms generalization
  • Technical accuracy is non-negotiable even in creative forms — readers who know the field will notice errors
  • Vary sentence rhythm deliberately; technical prose tends toward monotony, counter it
  • Read the piece aloud mentally for essays, letters, and poetry — literary forms live in sound
  • Trust the reader's intelligence; resist over-explaining metaphors or morals
  • Don't open with throat-clearing ("In this essay I will discuss...") — start in the scene or the idea
  • Don't let technical explanation overwhelm narrative in memoirs — this becomes a report, not a story
  • Don't force neat conclusions onto essays or memoirs — ambiguity is often more honest and more literary
  • Don't decorate poetry with technical words as mere exotic flavor — they must carry real meaning
  • Don't sanitize biographical subjects into saints — contradiction is what makes a portrait alive
  • In manifestos, don't hedge — false balance kills the form's rhetorical power
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Grade A-AI Skill Framework
Scorecard
Criteria Breakdown
Quick Start
13/15
Workflow
14/15
Examples
16/20
Completeness
14/20
Format
15/15
Conciseness
13/15