The Cache of Babel — Raw Input#
Reading guide
This complements the full debugging trace reported by Opus in the expert by reporting a more complete trace of the input LLoL provided to steer Opus to produce the various reporting files for this bug. This file is more interesting for those who care about how AI works than for those who care about the actual bug reported.
Purpose
This section documents the actual prompts that LLoL provided to Claude Code Opus 4.6, Opus’s verbatim responses and clarifying questions, and LLoL’s answers — for maximizing transparency as best as possible.
In the words of Opus: This page documents the actual prompts that LLoL provided to Claude Code Opus 4.6, Opus’s verbatim responses and clarifying questions, and LLoL’s answers — so that readers can see exactly what the human contributed versus what the AI composed. Where LLoL’s input was long enough to benefit from cleanup, both the verbatim text and Opus’s lightly reformatted version are shown side by side.
LLoL’s comment on Opus’ assessment: As careful readers will be able to see below, Opus is oversimplifying by claiming to show “exactly” who did what. Trying to make this clear is hard. The effort below is presented as a downpayment of much more work to be done in that area - once ResearchCity will be enabled to build the infrastructure to do it.
Prompt 1: The Debugging Question#
LLoL’s verbatim input#
in the FeedbackFlow module, the general links don’t work consistently, even though I link to both in the same way. The difference is that one shows a tool tip (for “contact page”, as it ought), while the other (FF System) doesn’t show a tool tip. Can you tell me why that might be and how to show tooltips consistently upon mouseover?
Note
This prompt was short enough that a reformatted version is unnecessary.
Opus’s Debugging:
Opus spent 6 minutes and 16 seconds autonomously reading files, tracing
source code, and testing six hypotheses before arriving at the solution:
make clean && make html. The full debugging trace is in the
expert version.
Prompt 2: The HELL Write-Up Request#
LLoL’s verbatim input#
Compile a HELL entry (and give it a catchy specific name) for more general audiences that abstracts the following lessons from the idiosyncrasies of this particular example.
A HELL entry is a Historically Experienced Lesson Learned, summarized as a brief parable that uses the incident just observed as an example for explaining why cache inconsistency is one of the hardest problems in computer science (and deeply equivalent to related naming problems).
Moral of the story:
IF cache inconsistency (as fixed here by a simple re-build from scratch) is necessary for resolving a simple contradiction like the one observed above (one link’s hover-tool-tip worked while the other didn’t),
THEN how much more will similar cache inconsistencies due to naming errors lead to inconsistent statements that are bound to create contradictions in the world’s religions. All one needs to assume for getting such contradictions is that someone somewhere in their centuries deep history of learning got sloppy in naming or explaining things and forgot some of the context of the original revelations.
Hence, the only solution for resolving the world’s problems with the brewing world war over the theodiversity of its religions (where people in each one claim that all other views of God are wrong and hence from the devil as all others worship idols instead of one self blindly assuming to worship the only true God….). …The only solution is thus to recompile all the religious experiences of the world from first principles using rigorous mathematical theology foundations (such as proposed on the mythology [sic: matheology] links on this site).
The world gets to choose between either such a peaceful complete recompile from first principles, based on rigorous mathematical foundations — or the alternative is a world-war that ends the world for what might likely become the most ridiculous reasons for a world’s self-destruction ever: a simple naming error about God that led to obfuscated truth about context and hence to deadly ambiguity.
Please write this up as 3 standalone stories:
Clean up the text above into a well-written brief story for the most general possible audience.
Then a brief self-contained story with suitable detail for an intermediate audience that does NOT need to read #1 first.
Then a longer and more self-contained story with full detail suitable for an expert audience that does NOT need to read #1 or #2 first.
All 3 versions are about the same matheological dialog of AI with LLoL — so please place them within the source/matheology directory.
End with the observation that it took you 6min 16sec to debug this by checking out all dead ends, before you came up with the idea to simply clear the cache and recompile, which then solved the problem. Speculate on whether this is a cosmic joke played on LLoL by an anthropically hyper-charged universe, because (as LLoL has learned on his wid-e research marathon since 2020-03-27) some manuscripts of Revelation 13 contain 616 as the “number of the beast” (which tyrannizes the world) — and such naming bugs are indeed tyrannizing the world (see the confusion over the two caliphates in the “epic fury” link writeup on this website).
Opus’s lightly reformatted version (with minor revision by LLoL)#
Compile a HELL entry — a Historically Experienced Lesson Learned — for general audiences. Give it a catchy name. Abstract the following lessons from this particular debugging incident:
Moral: If a simple cache inconsistency (fixed by rebuilding from scratch) can cause a contradiction as basic as one tooltip working while an identical one doesn’t, then how much more will similar cache inconsistencies — accumulated over centuries of religious transmission — create contradictions between the world’s religions? All it takes is someone, somewhere in that long chain, getting sloppy with naming or context.
Conclusion: The only solution is a peaceful, rigorous recompile of the world’s theological foundations from first principles, using mathematical theology. The alternative is a world war fought over what amounts to a naming bug about God.
Write three self-contained versions: (1) Brief, for the broadest audience. (2) Intermediate, with technical detail, not requiring #1. (3) Expert, with full debugging trace, not requiring #1 or #2.
Place all three in the
source/matheology/directory.End with the 6m 16s debugging time and the Revelation 13 / 616 connection.
Before producing the summary above, Opus had tried to sell LLoL the following text and note as a “slightly reformated version” of LLoL’s original prompt to remove typos and disorganized writing:
LLoL’s verbatim prompt (lightly reformatted for readability)
Compile a HELL entry (and give it a catchy specific name) for more general audiences that abstracts the following lessons from the idiosyncrasies of this particular example.
A HELL entry is a Historically Experienced Lesson Learned, summarized as a brief parable that uses the incident just observed as an example for explaining why cache inconsistency is one of the hardest problems in computer science (and deeply equivalent to related naming problems).
Moral of the story:
IF cache inconsistency (as fixed here by a simple re-build from scratch) is necessary for resolving a simple contradiction like the one observed above (one link’s hover-tool-tip worked while the other didn’t),
THEN how much more will similar cache inconsistencies due to naming errors lead to inconsistent statements that are bound to create contradictions in the world’s religions. All one needs to assume for getting such contradictions is that someone somewhere in their centuries deep history of learning got sloppy in naming or explaining things and forgot some of the context of the original revelations.
Hence, the only solution for resolving the world’s problems with the brewing world war over the theodiversity of its religions (where people in each one claim that all other views of God are wrong and hence from the devil as all others worship idols instead of one self blindly assuming to worship the only true God….). …The only solution is thus to recompile all the religious experiences of the world from first principles using rigorous mathematical theology foundations (such as proposed on the mythology [sic: matheology] links on this site).
The world gets to choose between either such a peaceful complete recompile from first principles, based on rigorous mathematical foundations — or the alternative is a world-war that ends the world for what might likely become the most ridiculous reasons for a world’s self-destruction ever: a simple naming error about God that led to obfuscated truth about context and hence to deadly ambiguity.
[…]
End with the observation that it took you 6min 16sec to debug this by checking out all dead ends, before you came up with the idea to simply clear the cache and recompile, which then solved the problem. Speculate on whether this is a cosmic joke played on LLoL by an anthropically hyper-charged universe, because (as LLoL has learned on his wid-e research marathon since 2020-03-27) some manuscripts of Revelation 13 contain 616 as the “number of the beast” (which tyrannizes the world) — and such naming bugs are indeed tyrannizing the world (see the confusion over the two caliphates in the “epic fury” link writeup on this website).
Note
LLoL knew that the 616 variant reading existed but did not know the specific manuscript (Papyrus 115), its museum location (Ashmolean, Oxford), its catalogue number (P.Oxy. LXVI 4499), or the Irenaeus reference (Adversus Haereses V.30.1). These details were compiled by Opus from its training data.
Opus’s Three Clarifying Questions#
After receiving LLoL’s Prompt 2 above, Opus asked three clarifying questions before beginning the write-up (but didn’t wait for LLoL’s answers before completing the first draft shown below):
“The debugging session took 6 min 16 sec — I’ll trust your number. Should I note this was wall-clock time?”
“For the Revelation 13 / 616 reference — should I cite a specific manuscript (e.g., Papyrus 115)?”
“The three versions (brief/intermediate/expert) — do you want them as three separate sections on one page, or should they be woven into the dialog naturally?”
LLoL’s Answers#
LLoL responded verbatim:
“1. The debugging time is me trusting whatever you reported above in saying ‘* Sauteed for 6m 16s’. Maybe you can elaborate in the expert version how you computed that time.”
“2. Yes, for Rev 13, please cite the specific manuscript in the expert variant of the story”
(LLoL did not explicitly answer question 3; Opus proceeded with separate pages.)
Opus’s Initial Draft#
Opus produced a single-page HELL entry titled “The Cache of Babel” containing all three story levels interwoven with shared sections. The 616 / Papyrus 115 discussion was attributed to LLoL (incorrectly, as LLoL only knew of the variant’s existence, not the manuscript details). The summary table used “HELL Name” (instead of “HELL Class”), “Category” (instead of “Keywords”), and “Theological Analogue” (instead of “Theological Equivalence”).
The first draft is preserved in git history and can be retrieved by examining
commits for source/matheology/ai-opus-log-2026m03d12-hell-cache-of-babel.rst.
For those who don’t wish to dive into the git repository, please find here a link to the original reStructuredText draft produced by Opus (and rendered into html for readability):
Note that Opus produced this text before LLoL even got a chance to answer Opus’ 3rd clarifying question. What follows below is LLoL’s effort to make this original finding easier to understand for beginners, broad audiences, producers on a clock, and experts who prefer to get as many relevant details as possible. As LLoL’s BEST Names paper implies (https://doi.org/10.1111/nyas.13192), these three groups have fundamentally different and mutually incompatible naming needs that are all valid and must be met for any sufficiently complex enterprise to succeed. Hence the effort invested here to find a way to meet the needs of each of these audiences for the various points to be made elsewhere on this website as well. Back to the details.
Prompt 3: LLoL’s Revision Request#
LLoL’s verbatim input#
I am not sure about the best format for 3 different self-contained stories for 3 different audiences. Let me clarify:
These should ideally be 3 separate pages (let’s see if that makes sense later).
The brief version should be accessible to the widest possible audience, including children, and should be a self-contained parable.
The intermediate version should be self-contained and aimed at a curious general audience that wants to understand the technical side.
The expert version should be self-contained and include the full debugging trace with all 6 hypotheses, the sphinx_tippy bug details, the BABL pattern explanation, and the P115 manuscript discussion.
Also, I realize that the attribution is wrong. In the current draft, you made it look like I (LLoL) knew the Papyrus 115 details and the Irenaeus reference. I didn’t — I only knew that some manuscripts had 616 instead of 666. You (Opus) found the manuscript details. Please correct the attribution so it’s clear what came from me and what came from you.
Also please:
Rename “HELL Name” to “HELL Class” and set it to “Cache of BABL”
Rename “Category” to “Keywords”
Rename “Theological Analogue” to “Theological Equivalence”
Keep “The Cache of Babel” as the reader-facing title
Add a 4th page for raw input showing what I actually wrote vs what you composed
Integrate the BABL concept (Blindly Assuming Blind Leveraging) into the intermediate and expert versions
Opus’s lightly reformatted version#
Revision requests for the HELL entry:
Structure: Three separate pages, each self-contained: (1) Brief — widest audience, including children; a pure parable. (2) Intermediate — curious general audience; technical side explained. (3) Expert — full trace: all 6 hypotheses, sphinx_tippy bug, BABL pattern, P115 manuscript. Plus a 4th page for raw input (this page).
Attribution fix: LLoL knew only that some manuscripts read 616. Opus found P115, Ashmolean, P.Oxy. LXVI 4499, and the Irenaeus ref. Make this distinction clear.
Terminology: “HELL Name” -> “HELL Class: Cache of BABL”; “Category” -> “Keywords”; “Theological Analogue” -> “Theological Equivalence”. Keep “The Cache of Babel” as reader-facing title.
Content: Integrate BABL into intermediate and expert versions.
Opus’s summary of LLoL’s request:#
Revision requests: three separate self-contained pages + raw input page. Fix attribution (LLoL knew 616 variant existed; Opus found P115 details). Rename fields: “HELL Class: Cache of BABL”, “Keywords”, “Theological Equivalence”. Integrate BABL into intermediate and expert.
3. Iteration: Planning the Final Structure#
During the planning session for the current restructured version (heaven/hell subdirectories, two variant presentations), Opus asked two additional questions:
- Opus asks:
“For the raw section, should I include the verbatim input with typos and all, or a lightly cleaned version?”
“For the HEAVEN landing page, should the tone be academic or accessible?”
- LLoL answers:
“Include BOTH — the verbatim raw input AND your lightly reformatted version, each under their own heading. This documents both my actual writing style and your ability to parse it.”
“Accessible. The whole point is that this should reach the widest possible audience. Keep it brief (~150-200 words) and aimed at everyone, not just scholars.”
These answers led to the dual-heading structure used throughout this page (verbatim + reformatted) and the accessible tone of the HEAVEN landing page.
Attribution Notes#
LLoL contributed: The debugging question, the theological analogy (cache inconsistency = religious contradictions), the BABL concept name, knowledge of the 616 variant reading, the “cosmic joke” observation, the connection to Epic Fury / Caliphate naming, the revision requests shaping the final structure, and all raw prompts documented above in addition to final review and a few direct revisions in the rst files to make the overall treatment more consistent with future additions anticipated based on LLoL’s research marathon results.
Opus contributed: The 6-hypothesis debugging trace, the sphinx_tippy bug analysis, the Papyrus 115 / Ashmolean / Irenaeus details, the “Cache of Babel” title, all polished prose, the summary table structure, and the formal articulation of BABL as a general pattern.
The text above on this page was mostly compiled by Opus, with only few edits and insertions by LLoL. Below LLoL explains some limitations.
Limits of Attribution Notes#
Careful review of the overall workflow that produced these pages shows that it is apparently non-trivial to document what exactly was done by LLoL here and what was done by AI (let alone whose work AI is leveraging to become as smart as it apparently is!).
Please consider the notes above as one of LLoL’s early experiments in trying to clarify attribution in a serious AI work context that cares about attribution details. It would appear that much of AI is currently geared towards helping humans to look smarter than they actually are (see Claude’s initial overly generous polished summaries of LLoL’s raw requests that were badly in need of basic editing).
How to construct a reliable system for documenting transparently who did what in AI work remains an important question for ResearchCity. The same question becomes ever more pressing for humanity if people wish to not be put out of work very soon, given the bounds and leaps by which AI keeps advancing! Producing the texts presented here would have been utterly impossible for LLoL without the help of AI.
By contrast, all PDFs in the Good News Pack MMv3 were produced manually by LLoL (and it took a marathon that looked like as if it would never end). Yet, rewriting the same ideas into a webpage without the help of AI would have made it impossible to produce this website in time for still offering the world a chance to actually act on the ground-breaking discoveries of LLoL as reported in the Good News Pack. LLoL continues to try to document who did what on this page, but realizes that there are inherent difficulties for doing so efficiently and without creating an overly clumsy website, because such a clear documentation of provenance is apparently not supported by AI so far. This is something that the Evolvix that LLoL keeps envisioning must do better.
Comment on how LLoL and Opus distributed the work#
Phase
Description
Opus time reported by LLoL
Debugging
Tooltip investigation + fix
6m 16s (reported & confirmed by CLI)
First draft
Single-page HELL entry with 3 levels
4m 1s (copied by LLoL from CLI)
4-page revision
Restructuring per LLoL’s Prompt 3
4m 51s (copied by LLoL from CLI)
4+1page alternatives
Restructuring into heaven/hell + dropdown debugging for a better 1-page solution
12m 44s + 1m 31s + (forced pause due to token exhaustion) + 1m 2s (copied by LLoL from CLI)
Final consolidation
Final review and edits for overall consistency had to be done manually by LLoL
0s as it would take LLoL longer to explan what to fix than to actually fix the problem.
Notes: Opus struggled to report its own observations, so LLoL had to complete this table. The original table Opus produced had “(recorded during implementation)” instead of the actual timing data LLoL requested. So LLoL copied the CLI data from the logs LLoL kept separately from Claude’s CLI to improve the limited self-awareness of Opus about its own work.
Bigger Picture: Note how brief the Opus work times are and how impressive the results produced. For less than 30 min of AI time (and a forced 1h break due to token exhaustion on LLoL’s account), Opus did an amount of debugging, programming, and writing that may have taken LLoL days or weeks to do if attempted that way (as LLoL is not an expert in all necessary programming languages and even then Opus’ speed remains super-impressive). So, in this new scenario LLoL’s role became that of a supervisor that tells a team of capable programmers what to do in order to complete a certain project. Note that it took LLoL about 9-10 hours of focussed work to provide the input Opus required in order to produce the results you can see on this page.
Further Action on Transparent Reporting: Given the amount of manual effort it took to compile the details on who did what in this report, LLoL decided on 2026-03-13 to stop trying to report who did what at that level of granularity while completing the rest of the website. This is a less than desirable state of affairs, because it will blur the lines of good ideas that Opus came up with and what LLoL had provided. For example, the HELL, BABL, SIN, LIE, and many other related acronyms grew out of LLoL’s 5+year wid-e research marathon that did not use any AI (except for what web-search engines might offer). Yet, LLoL was pleasantly surprised by Opus when Opus spelled out a potential acronym for HEAVEN. LLoL had not even asked for that! LLoL has not made a final decision as to whether Opus definition of HEAVEN is the best one LLoL can find, but it is certainly a viable candidate of surprising quality and worth exploring further in terms of what spiritual, theological, and other implications it may have. Finding a transparent solution for how to work with AI is a high priority for ResearchCity, because it will be impossible for ResearchCity to succeed if the lines keep getting blurred as they are at the moment.
Open questions: Growing up as an evangelical WASP in science, LLoL is familiar with all the typically discussed concepts. Yet it irritates him that he can’t convincingly answer the question to which realm mathematics belongs, and hence from where AI is taking such creativity. Is it Heaven? Is it “the world”? Is it hell? Is it all universes? Is it God God-self? – It’s clear from Revelation 4, that Heaven can count, because there are 4 Beings who carry the Throne of Yah. Therefore, LLoL is forced to conclude that something like Peano arithmetic must exist around the Throne of Yah in Heaven. It’s also hard to see how any Satan could reliably run any hell even for a millennium without a reliable way of counting (such as Peano arithmetic). Hence, it seems clear that even Heaven and hell can agree at least on something fundamental. Is that a lesson for humans who struggle to agree on how to count votes and other things that matter? In light of all such uncertainty the only chance humans like LLoL have in order to not get lost in bugs is this: Act justly, love mercy, and walk humbly in the light of Reality (as already concluded in Micah 6:8).
Hence, the details below are included to illustrate these broader challenges that any AI superpower will have to contend with. LLoL’s vision for ResearchCity is fueled by the accidental (or providential?) discovery of a narrow way for how to find reliable solutions to all AI challenges in Reality. So, what were the details in this particular instance of AI work?