10 Aug TALMUD TORAH IN THE AGE OF AI

I. AI and
Transformation
Artificial intelligence
(AI) is changing
the world and
already beginning
to transform the
workplace, a process that is widely
expected to be dramatic. Will Torah study
face the same fate? Some anticipate that
AI, once it overcomes its current accuracy
problems, will transform how we learn:
whether replacing the rebbe (teacher)
or chavrusa (study mate), reimagining
what a text is and looks like, or offering
individualized courses of study based on
ability and interests. Perhaps more deeply,
some think that not just the form of Torah
study but the very goal will change also. Do
we need to study texts carefully when we
can easily obtain all our answers from AI?
Maybe the curriculum should change to
more about personal growth and less about
textual mastery.
Yet history teaches us that the core of
Talmud Torah does not bend so easily
to technological disruption. Torah is
not simply information to be processed.
Advanced Torah learning is itself a spiritual
discipline, a form of avodas Hashem. The
connection with a rebbe and the yegi’ah
and amalah, the effort and toil, are part and
parcel of personal growth as a Torah Jew.
These are not incidental features of Torah
study; they are the essence of it. Without
the sweat, the back-and-forth argument,
the human relationship and the process
of internalizing Torah’s values, the words
remain external, unintegrated into one’s
mind and heart. No machine can substitute
with the process of becoming a part of the
chain of Torah transmission throughout the
generations.
To understand AI’s place in the future of
Torah study, it helps to recall a much earlier
and far greater technological disruption: the
writing down of the Talmud.
II. The First Great Disruption
For centuries, Torah She-Be’al Peh, the
Oral Torah, was transmitted exclusively
through memory and speech. Students
learned by listening, repeating and
reviewing constantly. A Torah scholar was,
above all, a living library. Mastery meant
knowing vast bodies of material by heart
and being able to recall them instantly in
debate or judgment. When the Talmud was
redacted and committed to writing, this
world changed. The act was unprecedented
and far more revolutionary than AI is today
because it fundamentally altered how Torah
was accessed and preserved. What had been
stored in the minds of sages could now be

stored on parchment.
This shift also affected the halakhic
requirements for Torah knowledge. The
Sages speak intimidatingly about the
prohibition against forgetting the Torah. The
Mishnah says: “whoever forgets even one
thing of his learning, Scripture considers
him as if he is liable for his life” (Avos
3:8). Rav Shneur Zalman of Liadi (19th
cen., Russia) discusses this prohibition at
length, expanding on the details (Shulchan
Arukh Ha-Rav, Hilkhos Talmud Torah 2:4-
8). However, his contemporary, Rav Chaim
Volozhiner, argues that this is no longer
applicable. This prohibition was for a time
when the continuity and very existence of
the Oral Torah required people memorizing
and retaining their learning. A failure to
remember posed a danger to the tradition
itself. Nowadays, with the material
preserved in writing, forgetting a detail no
longer carries the same consequence, since
it can be recovered from the text (Keser
Rosh, no. 67).
The emphasis of learning also shifted, to a
degree, from memorization to textual and
abstract analysis. Scholars still value broad
knowledge, but the primary skill has become
understanding and interpreting texts, rather
than holding every line in memory. A good
memory is still held in esteem but more as
a curiosity than a requirement. The change
lessening the value of memorization did not
diminish Torah study; it enriched it.
III. AI as the Next Step
Seen against this backdrop, AI is not an
existential threat but a continuation of the
same trajectory. Just as the written Talmud
shifted the center of gravity from memory
to analysis, and just as digital search tools
made it easier to locate sources, AI will
enable certain tasks that previously were
unavailable to the average student. It will
not, and cannot, change the process of
learning itself.
The ways in which AI can serve as a tool in
Torah study are still being discovered as the
AI revolution begins. Here are at least three
important ways AI can be used in learning:
1) Source Discovery and Mapping –
Imagine an app with which you take a
picture of a text and AI instantly locates
relevant sources across texts, commentaries
and codes, tracing where they are cited in
Talmud and later literature, and identifying
modern texts, articles and responsa on
the same topic. This allows a learner to
see not only the origin of an idea but also
its development and application over
centuries.
2) Topic Summarization – AI can produce
concise overviews of any sugya or halakhic

topic, linking directly to the
primary sources for deeper study.
A student attempting to review and
digest a large topic can quickly
obtain an organized view of the
relevant material he has learned.
3) Historical Context – AI can
provide background on the era,
geography and culture referenced
in a source, helping clarify difficult
passages that assume familiarity
with ancient realities. This will
particularly enhance the study of
Aggadata (non-legal narratives)
but also help students understand
Talmudic, medieval and early modern texts
about economic and social activity.
Tools like these offer exciting opportunities
to enhance the learning of students and
scholars who have already mastered the
basic textual skills necessary for learning.
They will not replace classical Torah
learning but supplement it.
IV. Breadth of Knowledge in the AI Era
With AI able to find and retrieve almost any
text in seconds, one might conclude that
broad knowledge will become obsolete.
But just as in the post-redaction period,
breadth will remain indispensable. The
student needs to learn and master the entire
Torah in order to internalize it, to allow it
shape his thinking and worldview. Doing
so allows you to recognize patterns, draw
connections and respond instinctively
through a Torah lens.
AI retrieval mirrors the historical shift:
it reduces the practical necessity of
memorizing every detail, but it raises the bar
for broad knowledge, deep reasoning and
analysis. A related discussion appears in the
Talmud about the relative value of perfect
recall versus penetrating analysis. The
Gemara (Horayos 14a) describes a debate
whether the great yeshiva in Pumbedisa
should choose Rabbah or Rav Yosef as its
rosh yeshiva. Rav Yosef had a phenomenal
memory and knew all Tannaitic literature
by heart. He was a “Sinai.” Rabbah did not
have a similarly encyclopedic knowledge
but was a brilliant analyst, an “oker
harim” (uprooter of mountains). Who is a
more appropriate choice for rosh yeshiva?
Rav Yosef, the Sinai, was selected but he
declined and Rabbah took the position.
Twenty two years later, after Rabbah’s
death, Rav Yosef assumed the position.
Rav Shlomo Kluger explains that this
conclusion reflects the time before the Oral
Torah was written, when a Sinai’s memory
was indispensable. Once the texts were
committed to writing, the advantage shifted
toward the oker harim (marginal note to Pri
Megadim, Orach Chaim, Eishel Avraham

136). In our day, with Google, Bar Ilan and
digitized Jewish libraries, this argument
becomes even stronger: analytical skill
may be more critical than encyclopedic
memory. Still, as Rashi notes (Horayos
14a s.v. u-mar), an oker harim must also
possess some Sinai, i.e. familiarity with
all the sources, even if not instant recall.
The novice analyst is no substitute for the
seasoned scholar. A sound analytical thinker
must know the entire Torah to internalize
the concepts and attitudes.
V. The Unchanging Core
In the end, AI will be an additional tool,
not a new method. The essential elements
of Torah study will remain. Technology
can help us find the material and arrange
it neatly on our desks, but only human
effort can turn it into wisdom and holiness.
Evidence of this minimal impact can be
found in the growth in popularity of Daf
Yomi textual study and even memory
retention skills, which took place at the
same time that the Internet grew and a
variety of websites and apps for Torah
study became available. There is a draw
to classical Torah learning that supersedes
the availability of technology, even as
technological aids are used to assist with
and supplement the classical study of Torah
texts with a rebbe or chavrusa.
While the printing press, the Internet and
now AI have had great impacts on Jewish
society and Torah learning, the greatest
transformation in Torah study already
happened some 1,500 years ago when the
Talmud was written down. Every other
development since has been a smaller step
in the same direction. AI is no different.
It will accelerate research, open up new
connections and make some kinds of work
easier. But the heart of Talmud Torah
remains exactly where it has always been:
in the discipline and hard work of those
who choose to engage in this sacred act

of worship. AI will enhance the hard-
earned learning obtained through yegi’ah

and amalah, supplementing our classical
learning with new tools.