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fix(public): declare preferred source pages for AI answers (dogfood 4473a99a9bc9) - #42

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fix/ai-answer-readiness-preferred-sources
Aug 9, 2026
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fix(public): declare preferred source pages for AI answers (dogfood 4473a99a9bc9)#42
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fix/ai-answer-readiness-preferred-sources

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@nish3451 nish3451 commented Aug 9, 2026

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What

Closes dogfood finding 4473a99a9bc9 ("AI Answer Readiness: preferred source pages are unclear", audit run 20260808T074205Z-msk2fl3n) — the last open item from that audit run.

The controlled AI-search evidence shows the cost of the gap:

  • q5-what-is-tinystudio-io / google (wrong): the engine cited tinystudio.io but described the retired Agent Desk; the homepage, which presents the leak audit first, was the cited page. Nothing said the homepage is the preferred source for "what TinyStudio is".
  • q7-what-tinystudio-io-charges / google (absent): organic results noted "Missing: pricing" even though pricing.html states the price. Nothing pointed the engine at pricing.html.

What changed

  • public/llms.txt and public/offer.md (the machine-readable mirror pair) gain an ## Answer Readiness: Preferred Source Pages section: one bullet per controlled question, each naming exactly one preferred source page — the page that owns the fact. Price questions (q2, q7) map to pricing.html, which owns the price; identity questions map to the homepage; where-based / who-with / client-work map to the audit page.
  • scripts/check-site.mjs fails when: either file loses the section; a controlled question is unmapped, mapped to two pages, or mapped to a page the worker does not serve (checked against the sitemap surface, accepting the canonical .html twins); a price question maps away from pricing.html; or the mirror drifts between the two files.
  • scripts/test-agent-ui.mjs asserts the same invariants as unit tests (suite now 16/16).
  • evidence-fixtures/ai-search/README.md documents the tie.
  • docs/evidence/ai-answer-readiness-2026-08-09.md records the repository-side pass and its boundaries.

The AI-search evidence fixture stays byte-identical; historical runs, states and captures are untouched, and no live engine run is claimed.

Verification

  • npm run check passes (verified the guard bites by temporarily mis-mapping q7 → guard fails; restored → passes).
  • npm test passes: headings 6/6, sitemap 7/7, worker 53/53, agent-UI 16/16.
  • git diff --check clean.

Summary by CodeRabbit

  • Documentation

    • Added preferred source-page guidance for seven controlled buyer questions.
    • Clarified which public pages provide authoritative answers, including pricing information.
    • Documented audit findings, validation expectations, and unchanged reference materials.
  • Quality Improvements

    • Added automated checks to ensure mappings are complete, unique, served, consistent, and correctly linked to pricing content.
    • Added verification that public answer-readiness declarations remain synchronized.

…473a99a9bc9)

The audit run 20260808T074205Z-msk2fl3n found the engines' preferred
source pages unclear: q5/google cited tinystudio.io yet described the
retired Agent Desk, and q7/google came back "Missing: pricing". Nothing
on the site told an engine which page owns which fact.

The machine-readable pair now declares, per controlled question, the
preferred source page an engine should read first: llms.txt and offer.md
carry an Answer Readiness section mapping every controlled question to
exactly one served page, with price questions pointing at pricing.html,
which owns the price. check-site.mjs and test-agent-ui.mjs fail loudly
when a question is unmapped, mapped to two pages, mapped to an unserved
page, mapped away from pricing.html for a price question, or mirrored
inconsistently between the two files. The AI-search evidence fixture
stays byte-identical; historical runs, states and captures are untouched,
and no live engine run is claimed.

Co-Authored-By: Claude <noreply@anthropic.com>

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coderabbitai Bot commented Aug 9, 2026

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Review Change Stack

📝 Walkthrough

Walkthrough

The change adds preferred source-page mappings for seven controlled AI-search questions. It mirrors the mappings in public/llms.txt and public/offer.md, validates them in two scripts, documents the requirements, and records the verification results.

Changes

AI answer-readiness mapping

Layer / File(s) Summary
Define preferred source mappings
public/llms.txt, public/offer.md, evidence-fixtures/ai-search/README.md
The public declarations map seven controlled questions to preferred TinyStudio pages. The fixture README documents mapping and pricing-page requirements.
Validate mapping consistency
scripts/check-site.mjs, scripts/test-agent-ui.mjs
The checks require complete, unique mappings to served pages, enforce pricing.html for pricing questions, and verify parity between both public files.
Record verification results
docs/evidence/ai-answer-readiness-2026-08-09.md
The receipt records the audit findings, validation commands, unchanged fixtures, and closeout status.

Estimated code review effort: 3 (Moderate) | ~20 minutes

Sequence Diagram(s)

sequenceDiagram
  participant ControlledQuestions
  participant LlmsTxt
  participant OfferMd
  participant CheckSite
  participant TestAgentUI
  ControlledQuestions->>LlmsTxt: define preferred source mappings
  LlmsTxt->>OfferMd: mirror mappings
  CheckSite->>LlmsTxt: validate mapping section and URLs
  CheckSite->>OfferMd: validate mirrored mappings
  TestAgentUI->>LlmsTxt: validate controlled question coverage
  TestAgentUI->>OfferMd: verify mapping parity
Loading

Possibly related PRs

🚥 Pre-merge checks | ✅ 5
✅ Passed checks (5 passed)
Check name Status Explanation
Description Check ✅ Passed Check skipped - CodeRabbit’s high-level summary is enabled.
Title check ✅ Passed The title clearly and concisely describes the main change: declaring preferred source pages for AI answers.
Docstring Coverage ✅ Passed No functions found in the changed files to evaluate docstring coverage. Skipping docstring coverage check.
Linked Issues check ✅ Passed Check skipped because no linked issues were found for this pull request.
Out of Scope Changes check ✅ Passed Check skipped because no linked issues were found for this pull request.
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📝 Generate docstrings
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🧪 Generate unit tests (beta)
  • Create PR with unit tests
  • Commit unit tests in branch fix/ai-answer-readiness-preferred-sources

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💡 Codex Review

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Reviewed commit: 0c8ebacefb

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Comment thread scripts/check-site.mjs
Comment on lines +852 to +854
const offerLine = offerSection.split("\n").find((line) => line.includes(question.id));
if (!offerLine || !offerLine.includes(preferred)) {
failures.push(`offer.md must mirror the preferred source page for ${question.id}: ${preferred}`);

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P2 Badge Compare the parsed offer URL exactly

When the offer.md mapping for q1 or q5 drifts from the homepage to any other TinyStudio page, this check still passes because every same-domain URL contains the preferred root string https://tinystudio.io/. The unit test repeats the same substring check, so CI would accept mappings such as https://tinystudio.io/audit.html while llms.txt still specifies the homepage, defeating the new mirror invariant; parse the offer-side URL and compare it for exact equality.

Useful? React with 👍 / 👎.

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Actionable comments posted: 3

🤖 Prompt for all review comments with AI agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

Inline comments:
In `@docs/evidence/ai-answer-readiness-2026-08-09.md`:
- Around line 81-85: Specify the shell language on the fenced command block by
changing its opening fence to use sh, while preserving the existing commands and
closing fence.

In `@scripts/check-site.mjs`:
- Around line 832-855: Update the validation loop around aiQuestions.questions
to collect and validate all llmsSection lines matching each question.id,
rejecting anything other than exactly one mapping. Also parse URLs from the
matching offer.md line and require exactly one URL equal to the preferred URL,
rejecting extra or conflicting mappings while preserving the served-page and
pricing checks.

In `@scripts/test-agent-ui.mjs`:
- Around line 612-624: Update the mapping checks around the llmsLine and
offerLine assertions to collect all lines containing each question.id and
require exactly one matching line in both files. Extract URLs from the offer.md
mapping line and assert it contains exactly one URL, while preserving the
existing preferred-URL equality and served-page validations.
🪄 Autofix

Fix all unresolved CodeRabbit comments on this PR:

  • Push a commit to this branch (recommended)
  • Create a new PR with the fixes

ℹ️ Review info
⚙️ Run configuration

Configuration used: defaults

Review profile: CHILL

Plan: Pro Plus

Run ID: db0c7765-d5cb-4441-a201-0a7c5843c5ca

📥 Commits

Reviewing files that changed from the base of the PR and between 012374e and 0c8ebac.

📒 Files selected for processing (6)
  • docs/evidence/ai-answer-readiness-2026-08-09.md
  • evidence-fixtures/ai-search/README.md
  • public/llms.txt
  • public/offer.md
  • scripts/check-site.mjs
  • scripts/test-agent-ui.mjs

Comment on lines +81 to +85
```
npm run check
npm test
git diff --check
```

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📐 Maintainability & Code Quality | 🟡 Minor | ⚡ Quick win

Specify the fenced code language.

Add sh to the opening fence. This resolves markdownlint MD040.

Proposed fix
-```
+```sh
 npm run check
 npm test
 git diff --check
</details>

<!-- suggestion_start -->

<details>
<summary>📝 Committable suggestion</summary>

> ‼️ **IMPORTANT**
> Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.

```suggestion

🧰 Tools
🪛 markdownlint-cli2 (0.23.2)

[warning] 81-81: Fenced code blocks should have a language specified

(MD040, fenced-code-language)

🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@docs/evidence/ai-answer-readiness-2026-08-09.md` around lines 81 - 85,
Specify the shell language on the fenced command block by changing its opening
fence to use sh, while preserving the existing commands and closing fence.

Source: Linters/SAST tools

Comment thread scripts/check-site.mjs
Comment on lines +832 to +855
for (const question of aiQuestions.questions) {
const llmsLine = llmsSection.split("\n").find((line) => line.includes(question.id));
if (!llmsLine) {
failures.push(`llms.txt must map the controlled question to a preferred source page: ${question.id}`);
continue;
}
const urls = [...llmsLine.matchAll(/https:\/\/tinystudio\.io\/[^\s]*/g)].map((match) => match[0]);
if (urls.length !== 1) {
failures.push(`Preferred source mapping must name exactly one page: ${question.id}`);
continue;
}
const preferred = urls[0];
if (!servedPageUrls.has(preferred)) {
failures.push(`Preferred source page must be a served page: ${question.id} ${preferred}`);
}
const isPriceQuestion =
question.id === "q2-what-tinystudio-charges" || question.id === "q7-what-tinystudio-io-charges";
if (isPriceQuestion && preferred !== "https://tinystudio.io/pricing.html") {
failures.push(`Price question ${question.id} must map to pricing.html (pricing.html owns the price).`);
}
const offerLine = offerSection.split("\n").find((line) => line.includes(question.id));
if (!offerLine || !offerLine.includes(preferred)) {
failures.push(`offer.md must mirror the preferred source page for ${question.id}: ${preferred}`);
}

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🎯 Functional Correctness | 🟠 Major | ⚡ Quick win

Reject duplicate mappings and extra offer.md URLs.

Line 833 selects only the first matching llms.txt line. A second mapping for the same question is ignored. Line 853 only checks that offer.md contains the selected URL, so it accepts an additional conflicting URL. This does not enforce the stated one-question-to-one-page contract.

Proposed fix
-    const llmsLine = llmsSection.split("\n").find((line) => line.includes(question.id));
-    if (!llmsLine) {
+    const mappingLines = (section) =>
+      section.split("\n").filter((line) => line.startsWith(`- ${question.id} `));
+    const llmsLines = mappingLines(llmsSection);
+    if (llmsLines.length !== 1) {
       failures.push(`llms.txt must map the controlled question to a preferred source page: ${question.id}`);
       continue;
     }
+    const llmsLine = llmsLines[0];
     const urls = [...llmsLine.matchAll(/https:\/\/tinystudio\.io\/[^\s]*/g)].map((match) => match[0]);
     if (urls.length !== 1) {
       failures.push(`Preferred source mapping must name exactly one page: ${question.id}`);
       continue;
     }
@@
-    const offerLine = offerSection.split("\n").find((line) => line.includes(question.id));
-    if (!offerLine || !offerLine.includes(preferred)) {
+    const offerLines = mappingLines(offerSection);
+    const offerUrls = offerLines.length === 1
+      ? [...offerLines[0].matchAll(/https:\/\/tinystudio\.io\/[^\s]*/g)].map((match) => match[0])
+      : [];
+    if (offerUrls.length !== 1 || offerUrls[0] !== preferred) {
       failures.push(`offer.md must mirror the preferred source page for ${question.id}: ${preferred}`);
     }
📝 Committable suggestion

‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.

Suggested change
for (const question of aiQuestions.questions) {
const llmsLine = llmsSection.split("\n").find((line) => line.includes(question.id));
if (!llmsLine) {
failures.push(`llms.txt must map the controlled question to a preferred source page: ${question.id}`);
continue;
}
const urls = [...llmsLine.matchAll(/https:\/\/tinystudio\.io\/[^\s]*/g)].map((match) => match[0]);
if (urls.length !== 1) {
failures.push(`Preferred source mapping must name exactly one page: ${question.id}`);
continue;
}
const preferred = urls[0];
if (!servedPageUrls.has(preferred)) {
failures.push(`Preferred source page must be a served page: ${question.id} ${preferred}`);
}
const isPriceQuestion =
question.id === "q2-what-tinystudio-charges" || question.id === "q7-what-tinystudio-io-charges";
if (isPriceQuestion && preferred !== "https://tinystudio.io/pricing.html") {
failures.push(`Price question ${question.id} must map to pricing.html (pricing.html owns the price).`);
}
const offerLine = offerSection.split("\n").find((line) => line.includes(question.id));
if (!offerLine || !offerLine.includes(preferred)) {
failures.push(`offer.md must mirror the preferred source page for ${question.id}: ${preferred}`);
}
for (const question of aiQuestions.questions) {
const mappingLines = (section) =>
section.split("\n").filter((line) => line.startsWith(`- ${question.id} `));
const llmsLines = mappingLines(llmsSection);
if (llmsLines.length !== 1) {
failures.push(`llms.txt must map the controlled question to a preferred source page: ${question.id}`);
continue;
}
const llmsLine = llmsLines[0];
const urls = [...llmsLine.matchAll(/https:\/\/tinystudio\.io\/[^\s]*/g)].map((match) => match[0]);
if (urls.length !== 1) {
failures.push(`Preferred source mapping must name exactly one page: ${question.id}`);
continue;
}
const preferred = urls[0];
if (!servedPageUrls.has(preferred)) {
failures.push(`Preferred source page must be a served page: ${question.id} ${preferred}`);
}
const isPriceQuestion =
question.id === "q2-what-tinystudio-charges" || question.id === "q7-what-tinystudio-io-charges";
if (isPriceQuestion && preferred !== "https://tinystudio.io/pricing.html") {
failures.push(`Price question ${question.id} must map to pricing.html (pricing.html owns the price).`);
}
const offerLines = mappingLines(offerSection);
const offerUrls = offerLines.length === 1
? [...offerLines[0].matchAll(/https:\/\/tinystudio\.io\/[^\s]*/g)].map((match) => match[0])
: [];
if (offerUrls.length !== 1 || offerUrls[0] !== preferred) {
failures.push(`offer.md must mirror the preferred source page for ${question.id}: ${preferred}`);
}
🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@scripts/check-site.mjs` around lines 832 - 855, Update the validation loop
around aiQuestions.questions to collect and validate all llmsSection lines
matching each question.id, rejecting anything other than exactly one mapping.
Also parse URLs from the matching offer.md line and require exactly one URL
equal to the preferred URL, rejecting extra or conflicting mappings while
preserving the served-page and pricing checks.

Comment thread scripts/test-agent-ui.mjs
Comment on lines +612 to +624
const llmsLine = llmsSection.split("\n").find((line) => line.includes(question.id));
assert.ok(llmsLine, `llms.txt must map the controlled question to a preferred source page: ${question.id}`);
const urls = [...(llmsLine ?? "").matchAll(/https:\/\/tinystudio\.io\/[^\s]*/g)].map((match) => match[0]);
assert.equal(urls.length, 1, `preferred source mapping must name exactly one page: ${question.id}`);
const preferred = urls[0];
assert.ok(servedPages.includes(preferred), `preferred source page must be a served page: ${question.id}`);
const isPriceQuestion =
question.id === "q2-what-tinystudio-charges" || question.id === "q7-what-tinystudio-io-charges";
if (isPriceQuestion) {
assert.equal(preferred, "https://tinystudio.io/pricing.html", `price question ${question.id} must map to pricing.html`);
}
const offerLine = offerSection.split("\n").find((line) => line.includes(question.id));
assert.ok(offerLine?.includes(preferred), `offer.md must mirror the preferred source page for ${question.id}`);

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🎯 Functional Correctness | 🟠 Major | ⚡ Quick win

Test the complete mirror contract.

Line 612 ignores duplicate mapping lines. Line 624 accepts an offer.md line that contains the preferred URL plus another URL. Add assertions that each file has exactly one mapping line and exactly one URL for each question.

🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@scripts/test-agent-ui.mjs` around lines 612 - 624, Update the mapping checks
around the llmsLine and offerLine assertions to collect all lines containing
each question.id and require exactly one matching line in both files. Extract
URLs from the offer.md mapping line and assert it contains exactly one URL,
while preserving the existing preferred-URL equality and served-page
validations.

@nish3451
nish3451 merged commit 95d2248 into main Aug 9, 2026
3 checks passed
nish3451 added a commit that referenced this pull request Aug 12, 2026
nish3451 added a commit that referenced this pull request Aug 14, 2026
…ainst current main and live (2026-08-14) (#180)

The preferred-source declaration (PR #42, extended by PR #102's q8) is
unchanged since the 2026-08-12 receipt: npm run check passes with the
"AI Answer Readiness (dogfood 4473a99a9bc9)" guard enforcing section
presence, exactly-one-page coverage for all eight controlled questions,
served-page membership, pricing.html ownership for q2/q7, and the
offer.md mirror. The full test suite passes (117 tests, 0 failures).
Fresh live fetches on 2026-08-14 show llms.txt and offer.md serve the
identical eight-question mapping byte-for-byte, every mapped page is in
the live sitemap, the homepage identity block still answers all eight
questions with no retired Agent Desk framing, and the audit-page embed
still matches the fixture. The finding stays closed with no code change.

Co-authored-by: nish3451 <nish3451@users.noreply.github.com>
Co-authored-by: CommandCodeBot <noreply@commandcode.ai>
nish3451 pushed a commit that referenced this pull request Aug 14, 2026
nish3451 added a commit that referenced this pull request Aug 14, 2026
…nt main (2026-08-14) (#189)

* docs(evidence): re-verify PR #42 + #43 serial-merge closeout on current main (2026-08-14)

Re-verifies the review item [unreviewed-by-opus] Merge PR #42 and #43 in
serial order (or rebase the loser) against the current GitHub state on
2026-08-14. The 2026-08-12 closeout (PR #146, 4e2b94c) still holds:
- PR #42 squash 95d2248 is in origin/main (f9214c1)
- PR #43 merge ad9cee3 is in origin/main
- git merge-base --is-ancestor 95d2248 ad9cee3 is true (serial order)
- PR #42 declaration is on main; q8-conversion-audit (PR #102) layered on top
- PR #43 branch tip ed62202 is an ancestor of main with zero unmerged content
- No open PR #42 or #43

No code change is needed or proposed.

* docs(lane-report): record lane 1 PR #42 + #43 serial-merge re-verification closeout (2026-08-14)

---------

Co-authored-by: Nish <nish@tinystudio.io>
nish3451 added a commit that referenced this pull request Aug 15, 2026
…ainst current main and live (2026-08-15)

The preferred-source declaration (PR #42, extended by PR #102's q8) still
holds on the current head: npm run check passes with the "AI Answer
Readiness (dogfood 4473a99a9bc9)" guard enforcing section presence,
exactly-one-page coverage for all eight controlled questions, served-page
membership, pricing-page ownership for q2/q7, and the offer.md mirror,
and the full test suite passes (121 tests, 0 failures). Two commits since
the 2026-08-14 receipt touched llms.txt/offer.md — #193 extended the
conversion-audit bridge statement, and #202 re-pointed the mappings from
the 307-redirecting .html addresses to the clean extensionless addresses
that serve 200 (/pricing, /audit) — neither regressed the declaration.
Fresh live fetches on 2026-08-15 show llms.txt and offer.md serve the
identical eight-question mapping byte-for-byte, every mapped page serves
200 and is in the live sitemap, the homepage identity block still answers
all eight questions with no retired Agent Desk framing, and the audit-page
embed still matches the fixture. The finding stays closed with no code
change.

Co-authored-by: CommandCodeBot <noreply@commandcode.ai>
nish3451 added a commit that referenced this pull request Aug 15, 2026
…ainst current main and live (2026-08-15) (#226)

The preferred-source declaration (PR #42, extended by PR #102's q8) still
holds on the current head: npm run check passes with the "AI Answer
Readiness (dogfood 4473a99a9bc9)" guard enforcing section presence,
exactly-one-page coverage for all eight controlled questions, served-page
membership, pricing-page ownership for q2/q7, and the offer.md mirror,
and the full test suite passes (121 tests, 0 failures). Two commits since
the 2026-08-14 receipt touched llms.txt/offer.md — #193 extended the
conversion-audit bridge statement, and #202 re-pointed the mappings from
the 307-redirecting .html addresses to the clean extensionless addresses
that serve 200 (/pricing, /audit) — neither regressed the declaration.
Fresh live fetches on 2026-08-15 show llms.txt and offer.md serve the
identical eight-question mapping byte-for-byte, every mapped page serves
200 and is in the live sitemap, the homepage identity block still answers
all eight questions with no retired Agent Desk framing, and the audit-page
embed still matches the fixture. The finding stays closed with no code
change.

Co-authored-by: nish3451 <nish3451@users.noreply.github.com>
Co-authored-by: CommandCodeBot <noreply@commandcode.ai>
nish3451 added a commit that referenced this pull request Aug 17, 2026
…nt main (2026-08-17, lane 1) (#244)

Co-authored-by: minimax-vps <minimax-vps@fleet.local>
nish3451 added a commit that referenced this pull request Aug 21, 2026
…nt main (2026-08-21, lane 1) (#269)

Co-authored-by: minimax-vps <minimax-vps@local>
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