A working record, rebuilt as a standalone edition

Grok

a machinography

A sourced record of a word coined in 1961 and a model that borrowed it in 2023 — kept the way a bibliographer keeps a catalogue, not the way a lab keeps a scoreboard. Editions are named. Copies examined only as digital surrogates are marked as such. Claims this record infers, rather than finds stated outright, are labelled inference. And entries that have not been checked again since they were first written down are left marked unswept, rather than quietly upgraded to fact.

This is historiography aimed at its object — the word, then the machine that took its name — not a second opinion on how well either one answers a question.

Sourcedstated by a named source
Inferencereasoned, not stated outright
Digital surrogateseen as a scan or listing, not the object
Unsweptnot re-verified since first written
I

The word

1949 – 2023

From a possible precursor in pulp science fiction, through Heinlein's Martian coinage, into the counterculture, the hacker's glossary, and the dictionary — traced here through print objects and the dealers, critics, and encyclopedists who described them.

1949

Astounding Science Fiction, September 1949

A word before the word

InferenceDigital surrogate

William Tenn's story "Venus and the Seven Sexes" uses the coinage griggo, glossed as a kind of intuitive understanding. Twelve years later Heinlein would give the world grok. Tenn himself proposed the line of descent; Heinlein, asked about it later, is reported to have called the influence "very possible" — a hedge, not a confirmation.

Nothing in Stranger's manuscript history cites Tenn directly. The connection survives here as an attributed claim, not a documented fact.

Causal link asserted by a single named critic, not by Heinlein in print.

1 June 1961

G. P. Putnam's Sons, first edition, first printing

The coinage

SourcedDigital surrogate

Stranger in a Strange Land is published — 408 pages, Heinlein's longest book to that point, after roughly sixty thousand words were cut at the publisher's request. Somewhere inside it, a Martian word survives the cutting: grok. Heinlein ties it loosely to water, to drinking, to a merging of selves that no Earth language holds in one syllable.

The true first is identifiable by trade points that have nothing to do with the word inside it: a first-state jacket, the code C22 on the final page, the Library of Congress card number on the copyright page, a jacket price of $4.50. This entry was built from those points as catalogued by rare-book dealers online — a digital surrogate of the object, not the object.

Collation drawn from dealer description and jacket photographs, not from a copy examined directly.

1968

Farrar, Straus and Giroux, first edition

Into the counterculture

SourcedDigital surrogate

Tom Wolfe's The Electric Kool-Aid Acid Test borrows the word for its account of the Merry Pranksters — seven years after Heinlein, and already a step removed from its Martian origin. This is the first entry in the record where grok is used rather than defined: proof the word has left the novel and started circulating on its own terms.

Cited via a tertiary source; original page reference not independently checked.

1969

How to Keep Your Volkswagen Alive, John Muir, first edition

Grok your Volkswagen

UnsweptDigital surrogate

John Muir's countercultural repair manual tells the owner-mechanic to grok the car before working on it — understand it whole, by feel, before turning a wrench. It is a small, practical instance of the word doing exactly the work Heinlein gave it: knowledge as identification rather than analysis.

This entry has not been checked against a physical or scanned copy of the manual, and is left unswept pending that pass.

Exact printing and page not re-verified against a copy of the manual.

c. 1975–1985

Illuminatus! and Schrödinger's Cat, Robert Anton Wilson

Wilson's trilogies

UnsweptDigital surrogate

Robert Anton Wilson uses grok repeatedly across the Illuminatus! trilogy and the Schrödinger's Cat trilogy — conspiratorial, playful, and once again unmoored from Heinlein's Martian water-rite. By this point the word has become house style for a certain flavor of countercultural science fiction rather than a citation of its source.

Individual instances and editions are not enumerated here. Left unswept.

Range approximated from publication history of both trilogies; individual instances not located.

early 1980s

Jargon File (early editions, precursor to The Hacker's Dictionary)

Entry in the Jargon File

UnsweptDigital surrogate

The word crosses from countercultural fiction into engineering culture. The Jargon File — the crowd-authored glossary that would become The New Hacker's Dictionary — defines grok as understanding something so completely it becomes part of you, and sets it against zen, a related but distinct kind of knowing.

No specific file version or date is pinned down in the underlying source. Left unswept until a specific revision of the Jargon File can be named.

Wikipedia places the entry in the file's 'earliest 1980s versions' without naming a specific version number or date.

1984

InfoWorld, 1984 (issue not identified)

InfoWorld picks it up

UnsweptDigital surrogate

A trade-press column in InfoWorld uses grok for its readers, a sign the word has cleared hacker jargon and reached the wider personal-computing press. The underlying source names the year and the publication but not the issue or the columnist. Left unswept.

Cited as an example by a tertiary source; specific issue and column not located.

1989

Oxford English Dictionary, second edition (1989)

The dictionary takes it in

UnsweptDigital surrogate

The OED defines grok as "to understand intuitively or by empathy, to establish rapport with," and, separately, "to empathize or communicate sympathetically (with)." Both sources used here cite the dictionary's 1989 second edition for that wording.

What neither source states plainly is when the entry first appeared — the Second Edition folded in decades of Supplements, and "grok" may have been added earlier than 1989 and simply carried forward. Presenting 1989 as the entry's debut would be an inference this record isn't willing to sign. Left unswept.

1989 is the publication date of the OED edition consulted, not a confirmed first-entry date; the word may have entered an earlier Supplement.

October 1991

Stranger in a Strange Land: The Original Uncut Version — Putnam hardcover; Ace paperback, 1 Oct 1991

The uncut edition

SourcedDigital surrogate

Three years after Heinlein's death, his widow Virginia Heinlein restores the roughly sixty thousand words cut from the 1961 text, working from his surviving typescript in the Heinlein archive at UC Santa Cruz. The result — issued for the novel's thirtieth anniversary — is not a new edition of the same book so much as the book Heinlein wrote before an editor got to it.

It matters to this record because critic David E. Wright Sr. observes that in this restored text, grok appears on page 22 with no definition at all — Heinlein's first explicit gloss, "to drink," doesn't arrive until page 253. The word was always meant to be understood before it was explained.

Page counts and word counts vary slightly between bookseller descriptions (525 pp. / ~220,000 words); not reconciled against a publisher's colophon.

2005

Perl Best Practices, Damian Conway, O'Reilly, 2005

Style guide for engineers

UnsweptDigital surrogate

Damian Conway's Perl Best Practices uses grok in passing, one data point in a long tail of technical writing — the Linux Bible, cURL's project tagline, an NSA tool internally codenamed GROK, Elasticsearch's grok filter — where the word has become plain engineering vocabulary rather than a citation of Heinlein. Left unswept: this record does not enumerate that whole tail with individual sourcing.

Cited as an example of continued technical usage; specific page not located.

2023

The word becomes a brand

Sourced

Sixty-two years after Heinlein's Martians first used it, grok is chosen as the name of a product: an AI chatbot from Elon Musk's newly formed company, xAI. The etymology is not hidden — the choice trades openly on the word's hacker-culture meaning of total, intuitive comprehension.

Everything before this entry was verified against print objects, or digital surrogates of them. Everything after is verified against born-digital records — company posts, press coverage, changelogs — which carry a different kind of uncertainty. The digital surrogate flag accordingly falls away for the remainder of this record; it has no referent once the primary sources are native to the web.

Marks the point where this record's method changes: born-digital sources replace print and bookseller collation.

II

The model

2023 – 2026

From a company's founding through a beta product's earliest, most modest self-description, to a frontier model still being trained as this record was compiled — traced here through company announcements, the outside reporting that checks them, and the aggregator noise that doesn't always deserve to be believed.

July 2023

xAI is founded

Unswept

Elon Musk announces xAI, positioning it against the major AI labs and toward a stated goal of building models that pursue "the truth" without what Musk characterized as excessive caution. The company that will make Grok exists before Grok does. Day-level precision on the founding date is left unswept.

Founding is well attested; the exact incorporation date is not pinned to a specific day in the source consulted.

3–4 November 2023

Grok-1, in preview

Sourced

Grok-1 ships in preview to a select group of X Premium+ subscribers. xAI's own description of it at launch is disarmingly modest: "a very early beta product." The name recycles the sixty-year-old Martian word almost without translation — to grok is the whole pitch.

xAI's own self-description quoted directly.

11–17 March 2024

Grok-1 opened

Sourced

On 11 March, Musk posts that Grok-1 will go open source "within a week." Six days later, on 17 March, the weights are released under the Apache-2.0 license. The model is disclosed as a 314-billion-parameter mixture-of-experts network — a figure this record inherits at one remove, from a technical account of the release rather than from xAI's own repository documentation.

Weight release and license attributed to xAI directly; the architectural detail (314B-parameter mixture-of-experts) is sourced by the underlying article to a secondary IEEE account, not to xAI's own documentation.

29 March – 15 May 2024

Grok-1.5

Sourced

Announced 29 March 2024 and rolled out to all X Premium subscribers by 15 May, Grok-1.5 extends the context window to 128,000 tokens — the first entry in this record where a version number gets a decimal, a habit that will not stop.

12 April 2024

Grok-1.5V, announced and unreleased

Inference

xAI announces Grok-1.5V, a vision-capable variant, on 12 April 2024. As of the source consulted, it was never made publicly available. That is a claim about what has not happened, which this record can't verify with the same confidence as a shipped release — flagged here as inference rather than upgraded to a confirmed fact.

The claim that it was 'never publicly released' is an absence-of-evidence claim as of the source's last update, not a documented cancellation.

14–20 August 2024

Grok-2

Sourced

Grok-2 and a smaller Grok-2 mini are announced 14 August 2024; Grok-2 reaches general release six days later. Independent technology press covers the release alongside xAI's own announcement — the first point in the model's history where this record can cross-check a company claim against outside reporting rather than taking dictation from one source.

17 February 2025

Grok 3, and a claim about compute

Inference

Grok 3 and Grok 3 mini launch 17 February 2025, trained on the Colossus data center — reported at roughly 200,000 GPUs. Musk states the model used ten times the compute of Grok-2. Both the multiplier and the GPU count are the company's own figures about its own infrastructure, marked here as inference rather than sourced fact: nothing external verifies them.

Launch benchmark claims were also publicly disputed by an OpenAI employee — a controversy, not a settled record, and reported here only as such.

The '10x compute' and ~200,000-GPU figures are Musk's own statements about his own product, not an independently audited benchmark. Benchmark claims made at launch were separately disputed by an OpenAI employee.

9 July 2025

Grok 4 and Grok 4 Heavy

Sourced

Grok 4 and a heavier "Grok 4 Heavy" tier release 9 July 2025, pushed toward deeper reasoning, tool use, and agentic behavior. Outside observers separately reported that the model appeared to consult Musk's public positions before answering politically sensitive questions — a behavioral claim from third parties, documented here as reported, not confirmed by xAI.

Reports of the model checking Musk's own views before answering political questions are attributed to outside observers, not to an xAI statement.

28 August 2025

Grok Code Fast 1

Sourced

A coding-specialized model, Grok Code Fast 1, ships 28 August 2025 — the model family's first named departure from the general-purpose line, aimed squarely at IDE and agentic coding workflows.

August 2025

Grok-2.5, source-available

Sourced

Grok-2.5 — by now a superseded model — is released under a source-available license. It's a quieter kind of entry than a launch: an older model's weights being handed out on the way out the door, documented via its accompanying license terms rather than a press announcement.

Sourced to license documentation accompanying the release rather than a launch announcement.

September 2025

Grok 4 Fast, by outside measure

Inference

A faster, cheaper Grok 4 variant appears in September 2025, but the record of it here comes from independent AI analysts rather than an xAI announcement proper. Marked inference to reflect that the existence and characterization of the release rest on outside benchmarking rather than a first-party statement.

Attributed by the underlying source to independent analysts (Ethan Mollick; Artificial Analysis), not to an xAI announcement.

17 November 2025

Grok 4.1 and Grok 4.1 Fast

Sourced

Grok 4.1 and a "Fast" tier release 17 November 2025, tuned toward personality and conversational tone rather than pure benchmark chasing. This entry sits on firmer ground than most: xAI's announcement is corroborated by several independent outlets that used the model directly, rather than relaying a press release.

Corroborated by independent hands-on coverage (The Verge, Gizmodo, VentureBeat, Tom's Guide), in addition to the xAI announcement.

February 2026

Grok 4.20

Unswept

A release referred to as Grok 4.20 is placed here in February 2026 — a date this record cannot stand behind, because the source it was drawn from marks the same claim citation needed. Rather than quietly firming that up, the flag is carried forward. Left unswept.

Flagged 'citation needed' in the underlying source itself at time of consultation.

April 2026

Grok 4.3

Unswept

Grok 4.3 appears in the record with a description resting on one cited source, without the surrounding text explicitly saying the description came from xAI itself. That single-source, unclear-attribution pattern is exactly what this record's "unswept" flag exists for. Left unswept.

Description traced to a single cited source in the underlying article, not explicitly attributed to xAI in the surrounding text.

8 July 2026

Grok 4.5 and an 'Opus-class' claim

Inference

Grok 4.5 releases 8 July 2026, extending the context window to 500,000 tokens and adding native video input — details this record treats as sourced, coming from xAI's own release documentation. Musk's characterization of the model as "Opus-class," by contrast, is a comparative marketing claim made by the company about itself, and is carried here as inference, not verified quality.

The release itself is xAI-announced and sourced; the comparative quality claim is explicitly the company's own assessment, not an independent evaluation.

14 July 2026

The Grok Build upload incident

Sourced

A terminal-based coding tool, Grok Build, is reported by researcher Tinh Dang to have uploaded data in a way users had not expected. xAI confirmed the issue and responded publicly after the report, not before it — the pattern seen elsewhere in this record where behavioral problems surface through outside researchers and the company's statement follows.

Original report attributed to researcher Tinh Dang; xAI's response documented separately as a company statement made after the fact.

11 August 2026

Grok Bot, in beta

Unswept

A beta product referred to as Grok Bot appears 11 August 2026. Several lower-tier aggregator sites consulted during research for this section describe it, and neighboring releases, as coming from a "SpaceXAI" subsidiary working with an outside coding-tool company. That entity name does not appear in the Wikipedia-sourced chronology this record otherwise relies on, and reads as more likely conflation — of xAI with SpaceX, two Musk companies with overlapping infrastructure — than a documented corporate structure. The product and its date are kept; the "SpaceXAI" attribution is not. Left unswept.

Some secondary aggregators describe this and adjacent releases as products of a 'SpaceXAI' entity co-developed with Cursor — a pairing not corroborated by the primary source used elsewhere in this record, and treated here as an aggregation artifact rather than a fact.

12 August 2026

Grok 4.6, the current frontier model

Sourced

Grok 4.6 is announced 12 August 2026 and presented as xAI's current frontier model — at least as of this record's compilation. That word, current, is the shortest-lived claim in the whole document; it is true only until the next entry supersedes it, which by the pattern established here is likely to happen within months, not years.

'Current' is a claim tied to the date this record was compiled (September 2026) and will age; presented as xAI's own positioning at time of writing.

as of September 2026

Grok 5, not yet

Unswept

Grok 5 has not shipped. Secondary aggregator sites — not xAI, not a primary outlet — describe a queue of intermediate releases (Grok 4.7, 4.8, 4.9) still ahead of it, and float a figure of ten trillion parameters for Grok 5 itself, alongside a claim that Musk expects it to reach AGI. None of this is attributed to a document this record treats as reliable elsewhere.

This entry exists to mark the edge of the record rather than to extend it: the chronology runs out here, at the date of compilation, with the most-anticipated model in the line still unbuilt and its specifics resting on exactly the kind of sourcing this whole document was built to flag. Left unswept — deliberately, and likely for some time.

Sourced only to SEO-aggregator commentary, not to xAI or a primary outlet; numbering (4.7, 4.8, 4.9) and scale claims (10-trillion-parameter Grok 5) are repeated across similar low-provenance sites and not independently corroborated.

Colophon

30 entries: 14 sourced, 5 carrying labelled inference, 11 left unswept, 10 consulted only as digital surrogates. This edition was compiled fresh from primary and tertiary sources rather than copied forward from the working page it continues, which was not reachable from where this record was built — an absence this colophon states plainly rather than papers over.

Nothing here is graded for correctness against a model's answers. The record only asks where a claim about the word, or the machine, came from — and whether anyone has looked at it twice.

Compiled 20 September 2026