Tuesday, 7 July 2026

Deconstructing AI-Generated Poems: A Study in Language and Meaning

 Poetry and Poststructuralism: An AI-Powered Analysis

This blog is written as a task assigned by the head of the Department of English (MKBU), Prof. and Dr. Dilip Barad Sir. Here is the link to the professor's worksheet for background reading: Click here.

To view the ChatGPT thread related to this blog: Click here
here is another link: Click Here

Introduction

This blog, ‘Poetry and Poststructuralism: An AI-Powered Analysis,’ explores the intersection of creative expression and critical theory through an academic experiment supervised by Prof. Dr. Dilip Barad (MKBU). Using ChatGPT as both poetic collaborator and analytical tool, the study generates two original poems ’ The Living Archive’ and ‘The Testament of Rain’ and subjects them to deconstructive reading models inspired by Peter Barry and Catherine Belsey. The project demonstrates how AI can simulate, interpret, and critique poststructuralist thought, revealing the fluid interplay between language, meaning, and identity in digital literary practice.


This blog features a concise summary and analysis of the full content, presented through videos in English, Hindi, and Gujarati. These were generated using NotebookLM.


1. The Living Archive


Where ink and code in patient concord meet, 

Old leaves awake beneath the scanner's light; 

Each verse finds measured pulse through circuits' beat, 

And stars of data map the scholar's sight. 


The archive blooms, a forest wrought of flame, 

Whose branching paths bear centuries in seed; 

Each root recalls a long-forgotten name, 

While thoughtful minds and algorithms read. 


Yet shadows rise where silent metrics reign; 

A biased lens may prune the living tree; 

What memory fades through profit's coded chain? 

Whose absent voice escapes the archive's key? 


Still let our hearts guide every crafted art; 

For minds and machines must keep one human heart. 


A Deconstructive Reading of "The Living Archive"

(Following Peter Barry's Three-Step Model of Deconstruction)


Introduction

Peter Barry explains that deconstruction attempts to read a text against itself, exposing contradictions, ambiguities, and instabilities hidden beneath its apparent coherence. Instead of discovering a unified meaning, the deconstructive critic reveals how language undermines its own claims. Barry proposes a three-stage model consisting of the Verbal Stage, the Textual Stage, and the Linguistic Stage. Applying this method to The Living Archive reveals that although the poem celebrates the collaboration between literature and technology, its language simultaneously questions the possibility of preserving authentic memory, objective knowledge, and human creativity.


I. Verbal Stage (Paradoxes, Contradictions, and Binary Oppositions)

At the verbal stage, individual words and phrases disclose contradictions that unsettle the poem's surface meaning.


1. "Ink and code in patient concord meet"

The opening line appears to establish harmony between traditional literature ("ink") and digital technology ("code"). However, the two terms belong to opposing cultural systems. Ink signifies permanence, individuality, and human authorship, whereas code signifies automation, computation, and reproducibility. The phrase "patient concord" therefore becomes paradoxical because it attempts to reconcile two fundamentally different modes of producing knowledge. The signifiers promise unity while simultaneously foregrounding difference.


2. "Old leaves awake beneath the scanner's light"

The metaphor suggests that digitisation revives forgotten texts. Yet "scanner's light" also implies surveillance, examination, and technological control. "Awake" suggests rebirth, but the original manuscript simultaneously loses its physical uniqueness once converted into digital data. Preservation therefore becomes another form of transformation.


3. "The archive blooms, a forest wrought of flame"

The archive is compared to a living forest, symbolising growth and organic memory.

However, the phrase "wrought of flame" introduces contradiction.

  • A forest normally burns in flame rather than grows from it.
  • Consequently, destruction becomes the condition for creation.
  • Digitisation appears simultaneously creative and destructive.


4. "Each root recalls a long-forgotten name"

The root symbolises historical continuity.

Yet something described as "forgotten" cannot simultaneously be perfectly recalled.

The line therefore depends upon the paradox that forgetting itself becomes the condition of remembering.


5. "Thoughtful minds and algorithms read"

The poem attributes identical activity reading to humans and algorithms.

Yet reading traditionally implies interpretation, consciousness, emotion, and historical awareness.

Algorithms merely process patterns.

The signifier "read" therefore destabilises itself by collapsing two fundamentally different activities into one apparently equivalent action.


6. "Silent metrics reign"

  • Metrics are numerical measurements and cannot literally "reign."
  • Furthermore, they are "silent," yet they exercise authority.
  • Power here becomes invisible.

The poem unintentionally privileges what it initially appears to subordinate: impersonal computation rather than human interpretation.


7. "A biased lens"

  • A lens conventionally represents clarity and objectivity.
  • Calling it "biased" overturns that assumption.
  • Technology, initially celebrated as preserving knowledge, now becomes capable of distorting it.
  • The binary opposition between objectivity and subjectivity begins to collapse.


8. "Living tree" versus "coded chain"

The living tree symbolises organic cultural memory.

The coded chain suggests technological order but also imprisonment.

The archive thus appears both alive and confined.

The metaphor simultaneously promises liberation through knowledge and control through systems.


9. Final Couplet

"Still let our hearts guide every crafted art;

For minds and machines must keep one human heart."

The conclusion seems to restore certainty.

However, if machines require a human heart, they implicitly lack one.

Conversely, if human guidance remains essential, the poem undermines its earlier confidence in technological partnership.

The closing certainty therefore depends upon the instability it seeks to resolve.


II. Textual Stage (Shifts, Breaks, Omissions, and Fault-lines)

At this stage Barry asks readers to examine larger discontinuities throughout the poem.


1. Shift of Tone

  • The first half of the poem celebrates Digital Humanities.
  • The archive blooms.
  • Knowledge expands.
  • Technology assists scholarship.

However, line nine introduces an abrupt transition:

"Yet shadows rise..."

Like the volta in a Shakespearean sonnet, this shift transforms celebration into anxiety.

The poem therefore contains two conflicting attitudes toward technology.


2. Shift from Nature to Mechanisation

Initially the archive appears as nature:

  • leaves
  • forest
  • roots
  • seed

Later the imagery changes to

  • metrics
  • algorithms
  • coded chains

The poem oscillates between organic growth and mechanical control.

Neither system finally dominates.


3. Shift of Agency

Initially humans appear active:

  • scholar
  • thoughtful minds

Gradually technology assumes agency:

  • algorithms read
  • metrics reign
  • coded chains preserve

Finally the poem returns authority to humans:

"Let our hearts guide..."

Agency continually shifts without settling.


4. Temporal Instability

The poem moves through several temporal dimensions:

  • historical manuscripts
  • present-day digitisation
  • future artificial intelligence

These periods overlap rather than progress logically.

Past, present, and future exist simultaneously within the archive.

Time becomes unstable.


5. Significant Omissions

Like Barry's analysis of Dylan Thomas, omissions become meaningful.

The poem never explains:

  • Who programs the algorithms?
  • Who determines what enters the archive?
  • Which cultures remain excluded?
  • Who owns digital memory?
  • Can digitised literature replace lived historical experience?

These silences expose ideological fault-lines beneath the poem's optimistic surface.


6. The Missing Reader

The archive, algorithms, scholars, and machines all appear.

Ironically, the ordinary reader scarcely exists.

The poem celebrates preserving literature while marginalising the very audience literature supposedly serves.


III. Linguistic Stage (Language Questioning Itself)

Barry's final stage investigates moments where language undermines its own authority.


1. The Archive Exists Only Through Metaphor

The poem repeatedly insists that archives are

  • forests
  • roots
  • stars
  • trees

Yet archives are none of these things.

Language cannot describe Digital Humanities directly.

Instead, it depends upon metaphors borrowed from nature.

Thus language admits its own inadequacy.


2. Humanising Technology

  • Algorithms
  • read
  • preserve
  • participate
  • Metrics
  • reign
  • Technology receives human characteristics.

Meanwhile humans become almost mechanical through references to "measured pulse."

The distinction between human and machine dissolves.

Language destabilises the categories it establishes.


3. Critique Using the Same Vocabulary

The poem criticises algorithmic bias.

Yet it continues speaking through computational language:

  • code
  • circuits
  • metrics
  • scanner
  • algorithms
  • coded chain

Like Dylan Thomas, who cannot refuse mourning without composing an elegy, this poem cannot criticise digital systems without relying upon their vocabulary.

The poem identifies the language trap and immediately falls into it.


4. The Aporia

The greatest aporia appears in the final couplet.

The poem concludes:

"For minds and machines must keep one human heart."

  • If machines truly require a human heart, they are never autonomous.
  • If they can genuinely possess one, then humanity loses its uniqueness.
  • Both interpretations undermine each other.
  • No stable meaning resolves this contradiction.

The conclusion therefore remains suspended between optimism and impossibility.


Conclusion

A deconstructive reading reveals that The Living Archive does not simply celebrate Digital Humanities. Instead, its language continuously unsettles its own claims. The poem simultaneously praises and questions digitisation, preservation, artificial intelligence, and cultural memory. Its metaphors generate contradictions between organic life and computation, memory and forgetting, human interpretation and algorithmic processing. Like Dylan Thomas's A Refusal to Mourn, the poem exposes the instability of language itself. Rather than offering a unified vision of the future, it becomes what Peter Barry describes as a text "engaged in a civil war with itself" a work whose apparent harmony conceals multiple competing meanings, unresolved tensions, and textual fault-lines.



2. The Testament of Rain


The patient rain unseals the waiting earth,

And crowns the silent fields with second birth.

Each silver thread descends through scented air,

To weave lost dreams within the roots of care.


The rain becomes a scribe with crystal pen,

Who writes erased tomorrows back again.

Its verses bloom on every trembling leaf,

Where joy takes root beneath remembered grief.


Yet every drop both falls and learns to rise,

A paradox beneath unending skies.

It leaves the cloud to find the sea once more,

Yet keeps the heavens hidden at its core.


So may our hearts, like rivers, seek the plain,

And bear the quiet wisdom born of rain.

For life, like storms, dissolves yet still remains;

The soul grows green wherever falls the rains.



A Poststructuralist Reading of The Testament of Rain

(Following Catherine Belsey's Analysis of "In a Station of the Metro," "The Red Wheelbarrow," and "Shall I Compare Thee to a Summer's Day?")


1. Introduction: Rain Beyond Nature

At first glance, The Testament of Rain appears to celebrate rain as a natural force that nourishes the earth and symbolizes renewal. A conventional reading understands the poem as an expression of hope, regeneration, and humanity's spiritual connection with nature. However, following Catherine Belsey's poststructuralist approach, the poem cannot be reduced to a simple representation of rain. Instead, rain functions as a network of signifiers whose meanings continually shift through metaphor, rhythm, imagery, and difference. Like Ezra Pound's In a Station of the Metro and William Carlos Williams's The Red Wheelbarrow, the poem demonstrates that language creates reality rather than merely reflecting it. Rain becomes less a meteorological phenomenon than a textual construction whose meanings remain unstable and endlessly deferred.


2. The Primacy of the Signifier

Belsey argues that poetry derives its power from the primacy of the signifier rather than from reference to external reality. The language of The Testament of Rain similarly isolates images from ordinary experience and transforms them into symbolic associations.


2.1. Rain as a Network of Signifiers

The poem never presents rain merely as falling water.

Instead it appears as:

  • "patient rain"
  • "silver thread"
  • "scribe"
  • "crystal pen"
  • "verses"
  • "paradox"

Each image generates another signifier rather than arriving at a final meaning.

"Rain" therefore signifies simultaneously:

  • renewal,
  • memory,
  • writing,
  • time,
  • healing,
  • contradiction,
  • spirituality.

No single meaning remains stable.

The poem therefore privileges language over reference.


2.2. The Isolation of Images

Like Pound's juxtaposition of faces and petals, this poem removes its images from everyday contexts.

For example:

  • Each silver thread descends through scented air
  • The reader does not imagine rainfall exactly as experienced in nature.
  • Instead, "silver thread" evokes delicacy, weaving, destiny, continuity, and craftsmanship.
  • The image becomes autonomous.
  • Its meaning arises from poetic association rather than observation.

Similarly,

  • The rain becomes a scribe with crystal pen
  • Rain obviously cannot write.
  • Yet the metaphor produces unexpected relationships between weather, memory, literature, and history.
  • The pleasure lies in these surprising connections between signifiers.


3. Rain as Language Rather than Nature

Like Belsey's reading of The Red Wheelbarrow, the poem appears to describe physical reality while actually constructing an idealised symbolic world.


3.1. The Idealised Landscape

The poem presents

  • waiting earth,
  • silent fields,
  • scented air,
  • trembling leaves,
  • unending skies.

None of these possess the imperfections of actual landscapes.

There is

  • no mud,
  • no flood,
  • no destruction,
  • no unpleasantness.

The rain becomes aesthetically purified.

Like Williams's idealised farmyard, this landscape issues from poetic language rather than objective reality.


3.2. Symbolic Rather than Referential Rain

Rain here never functions simply as weather.

Instead it continuously transforms into

  • writing,
  • memory,
  • philosophy,
  • moral wisdom.

The physical referent gradually disappears.

What remains is the signifier "rain" generating increasingly abstract meanings.


4. The Play of Metaphor and Différance

Following Derrida's notion of différance, every metaphor postpones definitive meaning.


4.1. Rain as Scribe

  • The metaphor
  • The rain becomes a scribe with crystal pen
  • appears straightforward.

Yet it immediately raises questions.

  • Who is writing?
  • Who reads?
  • Where is this manuscript?

The metaphor answers none of these questions.

Instead it directs the reader toward further signifiers:

writing → memory → history → imagination.

Meaning continually moves elsewhere.


4.2. "Writes erased tomorrows back again"

  • The phrase combines incompatible temporal directions.
  • Tomorrow belongs to the future.
  • Something erased belongs to the past.
  • To restore an erased tomorrow becomes logically impossible.
  • Language therefore produces a paradox rather than stable meaning.

Différance operates because each temporal category depends upon another without ever settling into certainty.


5. Binary Oppositions and Their Collapse

Belsey repeatedly demonstrates how poetry unsettles conventional binaries.

This poem similarly destabilises numerous oppositions.


5.1. Life / Death

Initially rain represents life.

It gives

  • second birth,
  • blooming leaves,
  • green souls.

However,

the poem also contains

  • erased tomorrows,
  • remembered grief,
  • dissolving life.

Life therefore emerges only through death.

Neither term possesses independent meaning.


5.2. Presence / Absence

Memory appears repeatedly.

Yet memory always implies absence.

The poem remembers

  • lost dreams,
  • erased tomorrows,
  • remembered grief.

Everything present depends upon what has disappeared.

Presence therefore exists only through absence.


5.3. Falling / Rising

The central paradox reads:

  • Yet every drop both falls and learns to rise.
  • The binary between descent and ascent immediately collapses.
  • Falling becomes another form of rising.
  • Loss becomes renewal.
  • The poem refuses stable oppositions.


5.4. Nature / Humanity

The closing stanza compares

  • human hearts
  • with
  • rivers.
  • Nature becomes humanised.
  • Human beings become natural processes.
  • The distinction between humanity and nature dissolves.


6. Rhythm, Sound, and Kristeva's Semiotic

Belsey argues that poetry signifies not only through meaning but through rhythm, sound, and musicality.

Julia Kristeva calls this dimension the semiotic.


6.1. Musical Repetition

The repeated sounds

  • rain
  • remains
  • roots
  • rise
  • rivers

produce musical continuity independent of literal meaning.

Similarly,

soft consonants

  • "s"
  • "r"
  • "l"

create flowing movement resembling rainfall itself.

Meaning emerges through sound as much as through semantics.


6.2. Rhythmic Movement

The steady iambic movement imitates falling rain.

The reader experiences rhythm physically before interpreting intellectually.

Thus sound precedes logical understanding.

The semiotic continually interrupts purely rational reading.


7. Memory, Writing, and Textual Presence

Like Shakespeare's Sonnet 18, the poem questions how permanence is achieved.


7.1. Rain Writes Memory

Rain becomes

  • a scribe,
  • a poet,
  • a creator of verses.

Memory therefore survives only because language records it.

Nature itself becomes textual.


7.2. Presence Exists Only Through Language

The poem repeatedly refers to

  • lost dreams,
  • erased tomorrows,
  • remembered grief.

None of these exists physically before us.

They appear only because language invokes them.

Their presence depends entirely upon textual construction.


8. The Poet's Authority

Although the poem seems to celebrate nature, it quietly foregrounds poetic creativity.

  • Only the poet can declare
  • The rain becomes a scribe.
  • Only language transforms meteorology into philosophy.

Thus the poem celebrates not merely rain but poetry's ability to generate symbolic meaning.

Like Shakespeare's Sonnet 18, the text finally celebrates its own imaginative power.


9. Language's Instability and Aporia

The poem finally undermines its own philosophical certainty.

The concluding lines declare:

For life, like storms, dissolves yet still remains;

The soul grows green wherever falls the rains.

This appears reassuring.

Yet the statement contains an unresolved contradiction.

If life dissolves,

  • how does it remain?
  • If the soul literally "grows green,"
  • then spiritual experience becomes biological.
  • If "green" is metaphorical,

the poem depends entirely upon figurative language rather than demonstrable truth.

The conclusion therefore produces aporia an irresolvable knot where competing meanings coexist without final resolution.


Conclusion: Rain as the Endless Play of Signifiers

A poststructuralist reading of The Testament of Rain, following Catherine Belsey's analyses of In a Station of the Metro, The Red Wheelbarrow, and Sonnet 18, reveals that the poem is not fundamentally about rain as a natural phenomenon. Rather, rain becomes a complex network of signifiers through which language constructs ideas of memory, rebirth, writing, grief, and hope. Its imagery gains meaning through difference, metaphor, rhythm, and association rather than through direct reference to the external world. Binary oppositions such as life/death, presence/absence, nature/humanity, and falling/rising continually collapse, while the poem's musical language exemplifies Kristeva's semiotic dimension of signification. Like the poems discussed by Belsey, The Testament of Rain demonstrates that poetic meaning is never fixed or complete; instead, it is generated through the endless play of signifiers, where language simultaneously reveals and defers meaning, leaving interpretation permanently open.


My Personal Reflection

Working on this blog changed the way I think about both poetry and literary criticism. Before beginning, I assumed that AI-generated poems might have limited depth because they were produced computationally rather than through human experience. However, applying Peter Barry's deconstructive model and Catherine Belsey's poststructuralist approach revealed that the richness of interpretation depends less on the origin of the text than on the dynamic relationships between its language, metaphors, and symbols. Close reading showed that even seemingly straightforward poems contain contradictions, ambiguities, and multiple layers of meaning that resist any single, definitive interpretation.

Perhaps the most valuable outcome of this project was recognising how Digital Humanities can bring together artificial intelligence and critical theory in meaningful ways. Using AI to generate poems and then analysing them through poststructuralist frameworks demonstrated that technology can support literary scholarship without replacing human interpretation. Rather than searching for one "correct" meaning, I learned to appreciate how language continually creates and reshapes meaning through difference, metaphor, and ambiguity. This experience strengthened my understanding of deconstruction while reinforcing the importance of critical thinking, careful reading, and the active role of the reader in constructing literary meaning.


Reference:

Abrams, Meyer Howard, and Geoffrey Galt Harpham. A Glossary of Literary Terms. Cengage India Private Limited, 2015.

Barad, Dilip. “How to Deconstruct a Text.” YouTube, uploaded by DoE-MKBU, 14 July 2023, youtu.be/JDWDIEpgMGI. Accessed 7 July 2026.

---. “Poetry and Poststructuralism: An AI-Powered Analysis.” ResearchGate, July 2024, doi.org/10.13140/RG.2.2.11536.42248. Accessed 7 July 2026.

Belsey, Catherine. Poststructuralism: A Very Short Introduction. Oxford UP, 2022.

Berry, Peter. Beginning Theory. 3/E. Viva Books, 2010.

Seturaman, V. S. Contemporary Criticism: An Anthology. Laxmi Publications, 2007.

Waugh, Patricia. Literary Theory and Criticism: An Oxford Guide. Oxford UP, USA, 2006.

Thank you!


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