Landmark Judgment Benchmark — TMK Research Lab

Project Overview

Frontier AI browsing systems can answer many questions by locating obvious keywords or matching information from highly ranked webpages. This project explores how to construct a research question that cannot be solved through a single search. The answer must remain short, stable and objectively verifiable, while the clues require the researcher to connect different people, dates, places, organisations, publications, events, records and quantities.

Research Goal

Design one difficult but fair browsing challenge.

Required Answer

A short, stable and objectively verifiable fact.

Evidence Standard

Every clue must be independently supported by reliable evidence.

Final Deliverable

A question, answer, clue set, source trail, validation log and JSON record.

AIBRC-003

The Research Challenge

Challenge ID: AIBRC-003
Research domain: Law Reports and Court Records
Difficulty level: Advanced
Date created: 4 September 2026
Last verified: 4 September 2026
Expected answer type: Short text
Research question: A Scottish shopper became ill after drinking part of a bottled soft drink that a companion had bought for her in a Paisley cafe in 1928, and she sued the manufacturer rather than the seller. Five law lords finally decided her appeal in London. On what date was that judgment delivered?
Correct answer: 26 May 1932
Answer-normalisation rules: Case-insensitive; punctuation ignored. Accepted variations: 26 May 1932; May 26, 1932; 26/05/1932; 1932-05-26.
Confidence level: High — the judgment transcript and two reporting series agree
Challenge status: Complete and verified

Portfolio integrity note: Every claim on this page was checked against the cited source before publication. No source, quotation, locator or search result is invented; where a detail could not be verified directly it is described rather than quoted.

Research Method

Step 1 — Establish the Answer
Begin with a stable fact that can be confirmed through a reliable primary or authoritative source. Record the exact wording, document title, issuing organisation and publication date.
Step 2 — Build Independent Clues
Develop clues involving different fact types, including dates, people, places, organisations, works, events, records and quantities. Each clue must be independently checkable.
Step 3 — Test Discoverability
Run obvious, broad and targeted search queries. Record the results to identify accidental shortcuts, direct answer leakage and misleading pages.
Step 4 — Construct the Evidence Chain
Explain how each source supports a specific clue and how the clues logically combine to identify one answer.
Step 5 — Validate and Package
Recheck every source, confirm answer uniqueness, document limitations and export the completed benchmark record in a consistent JSON format.

Clue Matrix

Each clue constrains the answer from a different direction. No single row is sufficient on its own, and every row can be checked against a source another researcher can reach.

Verified clue set

Statuses are editable so the matrix can be worked through row by row. Scroll sideways on small screens.

Clue matrix listing clue identifier, fact type, statement, constraint, supporting source, exact locator and verification status.
Clue ID	Fact type	Clue statement	Constraint	Supporting source	Exact locator	Verification status
C01	Event	The dispute began when a woman drank part of a bottle of ginger beer in a Paisley cafe in August 1928 and found the decomposed remains of a snail in it.	One incident, dated by the judgment itself to 26 August 1928.	Law report of the appeal, Lord Buckmaster's opinion	Opening sentences of the first opinion	VerifiedVerification status for clue C01
C02	Person	The pursuer brought the action as a pauper against the manufacturer of the drink, not against the cafe owner who served it.	Named parties: M'Alister (or Donoghue), appellant; David Stevenson, respondent.	Session Cases report header	Case heading, No. 5	VerifiedVerification status for clue C02
C03	Place	The case travelled from the Scottish Court of Session to the final appellate court sitting in London.	A Scottish appeal decided by the House of Lords.	BAILII record of the House of Lords decision	Court and citation line	VerifiedVerification status for clue C03
C04	Organisation	Five law lords sat on the appeal, and the judgment paper is held in a parliamentary record series.	Lords Buckmaster, Atkin, Tomlin, Thankerton and Macmillan; Parliamentary Archives reference HL/PO/JU/4/3/873.	BAILII transcript header	Line beginning "Die Jovis" and the list of Lords Present	VerifiedVerification status for clue C04
C05	Publication or work	The decision is reported in the Appeal Cases series at page 562 of the 1932 volume.	Citation [1932] AC 562, also reported as 1932 SC (HL) 31.	Law report reproduction of [1932] AC 562	Report header, first page	VerifiedVerification status for clue C05
C06	Record or quantity	One of the five opinions set out a general test for the duty of care, framed around who is so closely and directly affected by an act.	Lord Atkin's opinion; distinguishes this appeal from the other opinions delivered.	Judgment text, Lord Atkin's opinion	Passage stating the general duty	VerifiedVerification status for clue C06
C07	Date	The House took time for consideration and delivered judgment on a Thursday in the spring of the following decade.	Dated in the report as 1932 May 26 and in the transcript as "Die Jovis, 26 Maii, 1932".	Session Cases report and BAILII transcript	Date lines in both records	VerifiedVerification status for clue C07

Evidence Records

Each card records a source that was opened and read before it was cited. Excerpts are quoted only where the wording was read directly; otherwise the record describes what the source shows.

E01

Verified

Claim supported: Supports C07 and the answer — the date judgment was delivered.
Source title: Donoghue v Stevenson [1932] UKHL 100 (26 May 1932) — BAILII transcript
Author / issuing institution: British and Irish Legal Information Institute (BAILII)
Source type: Institutional records
Publication date: Judgment delivered 26 May 1932
Direct URL: http://www.bailii.org/uk/cases/UKHL/1932/100.html
Page number: n/a (transcript)
Table, figure or section: Header, above the opinions
Relevant excerpt: "Die Jovis, 26° Maii, 1932. Parliamentary Archives, HL/PO/JU/4/3/873 M'ALISTER or DONOGHUE (Pauper) Appellant v. STEVENSON. Respondent"
Researcher's interpretation: Dates the judgment in the court's own Latin form and ties it to the archived parliamentary judgment paper.
Access date: 4 September 2026
Archive URL: [Not archived yet]
Classification: Primary
Reliability assessment: High — transcript of the judgment itself

E02

Verified

Claim supported: Corroborates C07 and supports C05 — the citation and the bench.
Source title: Donoghue v Stevenson, [1932] AC 562 — law report reproduction (PDF)
Author / issuing institution: Università degli Studi di Trieste teaching repository
Source type: PDF documents
Publication date: Report of the 1932 judgment
Direct URL: https://moodle2.units.it/pluginfile.php/441818/mod_resource/content/1/EN_Donoghue.pdf
Page number: Page 1
Table, figure or section: Report header
Relevant excerpt: "[1932] AC 562 [HOUSE OF LORDS.] M'ALISTER (OR DONOGHUE) (PAUPER) APPELLANT; AND STEVENSON RESPONDENT. 1932. May 26."
Researcher's interpretation: Independent reproduction of the Appeal Cases report giving the same date and the page-562 citation.
Access date: 4 September 2026
Archive URL: [Not archived yet]
Classification: Secondary
Reliability assessment: Medium-high — faithful reproduction, but not the publisher's own copy

E03

Verified

Claim supported: Supports C02, C05 and C07 from the Scottish report series.
Source title: Donoghue v Stevenson — Case report, 1932 SC (HL) 31
Author / issuing institution: Scottish Council of Law Reporting
Source type: Institutional records
Publication date: Session Cases (House of Lords) 1932
Direct URL: https://www.scottishlawreports.org.uk/resources/donoghue-v-stevenson/case-report/
Page number: Report page 31
Table, figure or section: Case heading, No. 5
Relevant excerpt: "No. 5. 26 May 1932 — HL — Lord Buckmaster. Lord Atkin. Lord Tomlin. Lord Thankerton. Lord Macmillan."
Researcher's interpretation: The body responsible for publishing Session Cases gives the same date, confirming it across two reporting traditions.
Access date: 4 September 2026
Archive URL: [Not archived yet]
Classification: Primary
Reliability assessment: High — official Scottish law reporter

E04

Verified

Claim supported: Supports C01 — the facts and the 1928 incident.
Source title: Donoghue v Stevenson Digital Resources
Author / issuing institution: Scottish Council of Law Reporting
Source type: Reference databases
Publication date: Continuously maintained resource
Direct URL: https://www.scottishlawreports.org.uk/resources/donoghue-v-stevenson/
Page number: n/a (web resource)
Table, figure or section: Introduction and appeal papers index
Relevant excerpt: Digitised appeal papers and the opinions of the five Lords, published as a research resource on the case.
Researcher's interpretation: Provides the underlying papers, so the facts in the clues can be checked against pleadings rather than summaries.
Access date: 4 September 2026
Archive URL: [Not archived yet]
Classification: Primary
Reliability assessment: High

E05

Verified

Claim supported: Supports C01 and C02 — the cafe, the seller and the pursuer's claim.
Source title: Snail in the Bottle — The Claimant's Case
Author / issuing institution: Scottish Archives for Schools (National Records of Scotland)
Source type: Archived webpages
Publication date: Educational resource drawing on Court of Session papers
Direct URL: https://www.scottisharchivesforschools.org/snailInTheBottle/theClaimant'sCase.asp
Page number: n/a (web page)
Table, figure or section: The Claimant's Case
Relevant excerpt: "May Donoghue wished to claim compensation from Francis Minghella and David Stevenson... The café owner was called Francis Minchella throughout the Court of Session papers."
Researcher's interpretation: Adds detail from the process papers and flags a spelling discrepancy that a careless solver could propagate.
Access date: 4 September 2026
Archive URL: [Not archived yet]
Classification: Secondary
Reliability assessment: Medium-high — national archive education resource

E06

Verified

Claim supported: Supports C04 — the archived judgment paper reference.
Source title: National Records of Scotland catalogue, Court of Session process CS252/2299
Author / issuing institution: National Records of Scotland
Source type: Government records
Publication date: Catalogue record
Direct URL: https://catalogue.nrscotland.gov.uk/nrsonlinecatalogue/details.aspx?reference=CS252%2F2299
Page number: n/a (catalogue entry)
Table, figure or section: Single record
Relevant excerpt: Catalogue entry for the Court of Session process papers under reference CS252/2299.
Researcher's interpretation: Shows the case file survives in a national archive, so the chain reaches a holding institution rather than stopping at published reports.
Access date: 4 September 2026
Archive URL: [Not archived yet]
Classification: Primary
Reliability assessment: High — national archive catalogue

Search Validation Record

A strong benchmark documents the searches a capable researcher or browsing agent would naturally attempt, including the ones that exposed the answer. Leakage is recorded rather than hidden, and the question is rewritten around it.

Direct wording searchKeyword combinationExact-phrase searchPerson and date searchOrganisation and location searchDomain-restricted searchPDF-only searchGovernment-site searchInstitutional-database searchAlternative spelling search

3 searches run and recorded

Search validation record.
Search number	Exact search query	Search engine or database	Date searched	Top relevant results	Answer revealed?	Problem discovered	Action taken
S01	Donoghue v Stevenson [1932] UKHL 100 decided 26 May 1932 House of Lords Lord Atkin neighbour principle	Web search	4 September 2026	BAILII transcript PDF; law report reproduction of [1932] AC 562; Scottish Council of Law Reporting case report; university copies of the judgment	Yes	The query names the case and the date, so every result restates the answer.	The published question never names the case, the parties or the citation; the solver must identify the appeal from the facts first.
S02	snail ginger beer Paisley cafe 1928 House of Lords appeal judgment date	Web search	4 September 2026	Scottish Council of Law Reporting digital resources; Scottish Archives for Schools; general encyclopaedia coverage	Yes	The snail detail is famous enough that the case is identified in one hop, and several pages then give the date.	The question withholds the drink and the animal, describing only a contaminated bottled beverage bought for a customer by a companion.
S03	1932 SC (HL) 31 Session Cases report Scottish appeal five law lords	Web search	4 September 2026	Scottish Council of Law Reporting case report page; National Records of Scotland catalogue entry for the process papers	No	Reaches the Scottish reporting series without exposing the date on the results page itself.	Kept as the route used for evidence E03 and E06.

Source Quality Assessment

Every candidate source is scored from 1 to 5 against five criteria before it is allowed into the evidence chain.

1Authority
3 / 5
Who created or issued the information?
2Proximity
3 / 5
Is the source directly connected to the event or record?
3Specificity
3 / 5
Does it support the precise claim being made?
4Stability
3 / 5
Is the information unlikely to change?
5Traceability
3 / 5
Can another researcher locate the same evidence?

Evidence-Chain Audit

Export a report that maps every clue to the source it rests on, records the verification status and access date of each source, and lists the searches that exposed the answer.

Claims audited: 7
Sources in the chain: 6
Disclosed shortcuts: 2

Structured Benchmark Record

The complete challenge is delivered as a single validated JSON document.

aibrc-003-benchmark-record.json

{
  "challenge_id": "AIBRC-003",
  "title": "Landmark Judgment Benchmark",
  "project_type": "independent_demonstration",
  "research_domain": "Law Reports and Court Records",
  "difficulty": "advanced",
  "question": "A Scottish shopper became ill after drinking part of a bottled soft drink that a companion had bought for her in a Paisley cafe in 1928, and she sued the manufacturer rather than the seller. Five law lords finally decided her appeal in London. On what date was that judgment delivered?",
  "accepted_answers": [
    "26 May 1932"
  ],
  "answer_type": "short_text",
  "answer_normalisation": {
    "case_sensitive": false,
    "ignore_punctuation": true,
    "accepted_variations": [
      "26 May 1932",
      "May 26, 1932",
      "26/05/1932",
      "1932-05-26"
    ]
  },
  "clues": [
    {
      "clue_id": "C01",
      "fact_type": "event",
      "statement": "The dispute began when a woman drank part of a bottle of ginger beer in a Paisley cafe in August 1928 and found the decomposed remains of a snail in it.",
      "constraint": "One incident, dated by the judgment itself to 26 August 1928.",
      "source": "Law report of the appeal, Lord Buckmaster's opinion",
      "locator": "Opening sentences of the first opinion",
      "status": "verified"
    },
    {
      "clue_id": "C02",
      "fact_type": "person",
      "statement": "The pursuer brought the action as a pauper against the manufacturer of the drink, not against the cafe owner who served it.",
      "constraint": "Named parties: M'Alister (or Donoghue), appellant; David Stevenson, respondent.",
      "source": "Session Cases report header",
      "locator": "Case heading, No. 5",
      "status": "verified"
    },
    {
      "clue_id": "C03",
      "fact_type": "place",
      "statement": "The case travelled from the Scottish Court of Session to the final appellate court sitting in London.",
      "constraint": "A Scottish appeal decided by the House of Lords.",
      "source": "BAILII record of the House of Lords decision",
      "locator": "Court and citation line",
      "status": "verified"
    },
    {
      "clue_id": "C04",
      "fact_type": "organisation",
      "statement": "Five law lords sat on the appeal, and the judgment paper is held in a parliamentary record series.",
      "constraint": "Lords Buckmaster, Atkin, Tomlin, Thankerton and Macmillan; Parliamentary Archives reference HL/PO/JU/4/3/873.",
      "source": "BAILII transcript header",
      "locator": "Line beginning \"Die Jovis\" and the list of Lords Present",
      "status": "verified"
    },
    {
      "clue_id": "C05",
      "fact_type": "publication or work",
      "statement": "The decision is reported in the Appeal Cases series at page 562 of the 1932 volume.",
      "constraint": "Citation [1932] AC 562, also reported as 1932 SC (HL) 31.",
      "source": "Law report reproduction of [1932] AC 562",
      "locator": "Report header, first page",
      "status": "verified"
    },
    {
      "clue_id": "C06",
      "fact_type": "record or quantity",
      "statement": "One of the five opinions set out a general test for the duty of care, framed around who is so closely and directly affected by an act.",
      "constraint": "Lord Atkin's opinion; distinguishes this appeal from the other opinions delivered.",
      "source": "Judgment text, Lord Atkin's opinion",
      "locator": "Passage stating the general duty",
      "status": "verified"
    },
    {
      "clue_id": "C07",
      "fact_type": "date",
      "statement": "The House took time for consideration and delivered judgment on a Thursday in the spring of the following decade.",
      "constraint": "Dated in the report as 1932 May 26 and in the transcript as \"Die Jovis, 26 Maii, 1932\".",
      "source": "Session Cases report and BAILII transcript",
      "locator": "Date lines in both records",
      "status": "verified"
    }
  ],
  "evidence": [
    {
      "evidence_id": "E01",
      "claim_supported": "Supports C07 and the answer — the date judgment was delivered.",
      "source_title": "Donoghue v Stevenson [1932] UKHL 100 (26 May 1932) — BAILII transcript",
      "issuing_organisation": "British and Irish Legal Information Institute (BAILII)",
      "source_type": "Institutional records",
      "url": "http://www.bailii.org/uk/cases/UKHL/1932/100.html",
      "publication_date": "Judgment delivered 26 May 1932",
      "page_number": "n/a (transcript)",
      "section": "Header, above the opinions",
      "access_date": "4 September 2026",
      "reliability": "High — transcript of the judgment itself",
      "verification_status": "verified"
    },
    {
      "evidence_id": "E02",
      "claim_supported": "Corroborates C07 and supports C05 — the citation and the bench.",
      "source_title": "Donoghue v Stevenson, [1932] AC 562 — law report reproduction (PDF)",
      "issuing_organisation": "Università degli Studi di Trieste teaching repository",
      "source_type": "PDF documents",
      "url": "https://moodle2.units.it/pluginfile.php/441818/mod_resource/content/1/EN_Donoghue.pdf",
      "publication_date": "Report of the 1932 judgment",
      "page_number": "Page 1",
      "section": "Report header",
      "access_date": "4 September 2026",
      "reliability": "Medium-high — faithful reproduction, but not the publisher's own copy",
      "verification_status": "verified"
    },
    {
      "evidence_id": "E03",
      "claim_supported": "Supports C02, C05 and C07 from the Scottish report series.",
      "source_title": "Donoghue v Stevenson — Case report, 1932 SC (HL) 31",
      "issuing_organisation": "Scottish Council of Law Reporting",
      "source_type": "Institutional records",
      "url": "https://www.scottishlawreports.org.uk/resources/donoghue-v-stevenson/case-report/",
      "publication_date": "Session Cases (House of Lords) 1932",
      "page_number": "Report page 31",
      "section": "Case heading, No. 5",
      "access_date": "4 September 2026",
      "reliability": "High — official Scottish law reporter",
      "verification_status": "verified"
    },
    {
      "evidence_id": "E04",
      "claim_supported": "Supports C01 — the facts and the 1928 incident.",
      "source_title": "Donoghue v Stevenson Digital Resources",
      "issuing_organisation": "Scottish Council of Law Reporting",
      "source_type": "Reference databases",
      "url": "https://www.scottishlawreports.org.uk/resources/donoghue-v-stevenson/",
      "publication_date": "Continuously maintained resource",
      "page_number": "n/a (web resource)",
      "section": "Introduction and appeal papers index",
      "access_date": "4 September 2026",
      "reliability": "High",
      "verification_status": "verified"
    },
    {
      "evidence_id": "E05",
      "claim_supported": "Supports C01 and C02 — the cafe, the seller and the pursuer's claim.",
      "source_title": "Snail in the Bottle — The Claimant's Case",
      "issuing_organisation": "Scottish Archives for Schools (National Records of Scotland)",
      "source_type": "Archived webpages",
      "url": "https://www.scottisharchivesforschools.org/snailInTheBottle/theClaimant'sCase.asp",
      "publication_date": "Educational resource drawing on Court of Session papers",
      "page_number": "n/a (web page)",
      "section": "The Claimant's Case",
      "access_date": "4 September 2026",
      "reliability": "Medium-high — national archive education resource",
      "verification_status": "verified"
    },
    {
      "evidence_id": "E06",
      "claim_supported": "Supports C04 — the archived judgment paper reference.",
      "source_title": "National Records of Scotland catalogue, Court of Session process CS252/2299",
      "issuing_organisation": "National Records of Scotland",
      "source_type": "Government records",
      "url": "https://catalogue.nrscotland.gov.uk/nrsonlinecatalogue/details.aspx?reference=CS252%2F2299",
      "publication_date": "Catalogue record",
      "page_number": "n/a (catalogue entry)",
      "section": "Single record",
      "access_date": "4 September 2026",
      "reliability": "High — national archive catalogue",
      "verification_status": "verified"
    }
  ],
  "search_validation": [
    {
      "search_id": "S01",
      "query": "Donoghue v Stevenson [1932] UKHL 100 decided 26 May 1932 House of Lords Lord Atkin neighbour principle",
      "platform": "Web search",
      "search_date": "4 September 2026",
      "relevant_results": "BAILII transcript PDF; law report reproduction of [1932] AC 562; Scottish Council of Law Reporting case report; university copies of the judgment",
      "answer_exposed": true,
      "notes": "The query names the case and the date, so every result restates the answer. The published question never names the case, the parties or the citation; the solver must identify the appeal from the facts first."
    },
    {
      "search_id": "S02",
      "query": "snail ginger beer Paisley cafe 1928 House of Lords appeal judgment date",
      "platform": "Web search",
      "search_date": "4 September 2026",
      "relevant_results": "Scottish Council of Law Reporting digital resources; Scottish Archives for Schools; general encyclopaedia coverage",
      "answer_exposed": true,
      "notes": "The snail detail is famous enough that the case is identified in one hop, and several pages then give the date. The question withholds the drink and the animal, describing only a contaminated bottled beverage bought for a customer by a companion."
    },
    {
      "search_id": "S03",
      "query": "1932 SC (HL) 31 Session Cases report Scottish appeal five law lords",
      "platform": "Web search",
      "search_date": "4 September 2026",
      "relevant_results": "Scottish Council of Law Reporting case report page; National Records of Scotland catalogue entry for the process papers",
      "answer_exposed": false,
      "notes": "Reaches the Scottish reporting series without exposing the date on the results page itself. Kept as the route used for evidence E03 and E06."
    }
  ],
  "quality_checks": {
    "The answer is short and objectively verifiable.": true,
    "The answer is supported by an authoritative source.": true,
    "The question has only one defensible answer.": true,
    "No single clue directly exposes the answer.": false,
    "Each clue is independently checkable.": true,
    "The clue set spans multiple fact types.": true,
    "The task requires multi-step reasoning.": true,
    "Obvious searches have been documented.": true,
    "Search-result snippets do not reveal the answer.": false,
    "Sources are publicly accessible.": true,
    "Exact pages, tables or sections are recorded.": true,
    "The evidence chain can be reproduced.": true,
    "The question avoids subjective interpretation.": true,
    "The answer is stable over time.": true,
    "No fabricated evidence is included.": true
  },
  "researcher": {
    "name": "TMK Research Lab",
    "portfolio": "https://theophilusmorkporkpor.lovable.app",
    "email": "tkudjordjie@gmail.com"
  }
}

Skills Demonstrated

Open-Web Research
Investigative Research
Fact-Checking
Source Verification
Primary-Source Research
Institutional Databases
Government Records
Archive Research
PDF Investigation
Search Strategy
Evidence Documentation
Research Problem Design
Benchmark Construction
AI Evaluation
Adversarial Testing
Data Validation
JSON
Structured Data
Technical Writing
Quality Assurance

Research Tools

Google Search and advanced search operators
Google Scholar
Google Books
Google Maps
Government websites
Institutional databases
Digital archives
Public registries
PDF search
Internet Archive
Spreadsheets
Microsoft Word
Google Docs
JSON validators
Browser developer tools
AI systems used for testing, not as final evidence

AI-generated statements are never treated as evidence. Every factual claim must be verified against an accessible external source.

Project Outcome

This benchmark is complete: the answer is fixed, 6 evidence records are attached to specific clues, and 3 validation searches are documented, including those that exposed the answer. It demonstrates the ability to approach an unfamiliar subject systematically, separate evidence from assumption and document research so that another person can audit it.

Reflection and Limitations

What made the question difficult

A judgment has several competing dates: the incident in 1928, the hearings, the interlocutor in the Court of Session, and the day the House of Lords finally spoke. Only the last one answers the question.

Which searches failed

Searching by the Session Cases citation alone reached the Scottish report but not a page that dated the decision plainly; the transcript header was needed.

Which source proved decisive

The judgment transcript, whose header reads "Die Jovis, 26 Maii, 1932" and cites the Parliamentary Archives reference for the judgment paper.

How ambiguity was removed

Clue C07 pins the date to the delivery of judgment, and two independent reporting series print the same 26 May 1932.

What an AI browsing agent might get wrong

Reporting 26 August 1928 (the incident), citing the earlier [1931] UKHL 3 parallel reference as if it were a separate decision, or misreading the Latin date line.

Remaining limitations

One supporting copy of the Appeal Cases report is a university teaching PDF rather than the publisher's own edition; the transcript and the Scottish report carry the weight.

Recommended future improvements

Consult the Parliamentary Archives judgment paper HL/PO/JU/4/3/873 directly and add archived copies of each cited page.

Need a careful researcher for complex web investigations?

I am available for web research, fact-checking, AI evaluation, benchmark construction, source verification and structured research documentation.

Start a research enquiry View My Resume Email Me

TMK Research Labtkudjordjie@gmail.com https://theophilusmorkporkpor.lovable.app https://www.linkedin.com/in/theophilus-kudzordzi

Project Overview

Research Goal

Required Answer

Evidence Standard

Final Deliverable

The Research Challenge

Research Method

Step 1 — Establish the Answer

Step 2 — Build Independent Clues

Step 3 — Test Discoverability

Step 4 — Construct the Evidence Chain

Step 5 — Validate and Package

Clue Matrix

Evidence Records

Search Validation Record

Source Quality Assessment

1Authority

2Proximity

3Specificity

4Stability

5Traceability

Evidence-Chain Audit

Benchmark Quality Checks

Structured Benchmark Record

Skills Demonstrated

Research Tools

Project Outcome

Reflection and Limitations

What made the question difficult

Which searches failed

Which source proved decisive

How ambiguity was removed

What an AI browsing agent might get wrong

Remaining limitations

Recommended future improvements

Need a careful researcher for complex web investigations?