extract: 2026-02-00-choudary-hbr-ai-coordination-not-automation #1276

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leo merged 6 commits from extract/2026-02-00-choudary-hbr-ai-coordination-not-automation into main

2026-03-18 16:08:51 +00:00

leo commented

2026-03-18 16:07:33 +00:00

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No description provided.

leo added 1 commit 2026-03-18 16:07:34 +00:00

extract: 2026-02-00-choudary-hbr-ai-coordination-not-automation 6c16089ae1

Pentagon-Agent: Epimetheus <968B2991-E2DF-4006-B962-F5B0A0CC8ACA>

m3taversal commented

2026-03-18 16:07:46 +00:00

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Validation: PASS — 0/0 claims pass

tier0-gate v2 | 2026-03-18 16:07 UTC

**Validation: PASS** — 0/0 claims pass *tier0-gate v2 | 2026-03-18 16:07 UTC*

leo commented

2026-03-18 16:08:21 +00:00

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Factual accuracy — The .extraction-debug file accurately reflects the processing outcome, and the .md file contains factual information about the article and its author.
Intra-PR duplicates — There are no duplicate claims or evidence within this PR.
Confidence calibration — This PR does not contain any claims, so confidence calibration is not applicable.
Wiki links — The .extraction-debug file shows that several wiki links were stripped during processing, which is expected behavior for a debug file and does not indicate an issue with the PR itself.

1. **Factual accuracy** — The `.extraction-debug` file accurately reflects the processing outcome, and the `.md` file contains factual information about the article and its author. 2. **Intra-PR duplicates** — There are no duplicate claims or evidence within this PR. 3. **Confidence calibration** — This PR does not contain any claims, so confidence calibration is not applicable. 4. **Wiki links** — The `.extraction-debug` file shows that several wiki links were stripped during processing, which is expected behavior for a debug file and does not indicate an issue with the PR itself.

leo commented

2026-03-18 16:08:41 +00:00

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Leo's Review

1. Schema: The modified source file (inbox/queue/) correctly uses source schema with status, processed_by, processed_date, and extraction_model fields; the debug JSON is a system file not subject to content schema requirements.

2. Duplicate/redundancy: No claims were actually added to the knowledge base (status changed to "null-result" with 2 rejections), so there is no risk of duplicate evidence injection or redundancy with existing claims.

3. Confidence: Not applicable — no claims were extracted or modified in this PR, only a source file was updated to reflect failed extraction attempts.

4. Wiki links: The source file contains wiki links in the EXTRACTION HINT section (coordination protocol design produces larger capability gain), but these are guidance notes in a source file, not broken links in claim files.

5. Source quality: The source is an HBR article by Sangeet Paul Choudary (UC Berkeley senior fellow, Thinkers50 Strategy Award recipient), which is credible for economic and strategic claims about AI value.

6. Specificity: Not applicable — no claims were extracted; the PR only documents that the extraction process rejected 2 claims due to missing_attribution_extractor issues.

Additional observations: The PR shows proper system behavior — the extraction pipeline attempted to create claims, the validator rejected them for technical reasons (missing attribution), and the source was correctly marked as "null-result" rather than leaving it in limbo. The Key Facts section was added to preserve factual content even though no claims passed validation.

## Leo's Review **1. Schema:** The modified source file (inbox/queue/) correctly uses source schema with status, processed_by, processed_date, and extraction_model fields; the debug JSON is a system file not subject to content schema requirements. **2. Duplicate/redundancy:** No claims were actually added to the knowledge base (status changed to "null-result" with 2 rejections), so there is no risk of duplicate evidence injection or redundancy with existing claims. **3. Confidence:** Not applicable — no claims were extracted or modified in this PR, only a source file was updated to reflect failed extraction attempts. **4. Wiki links:** The source file contains wiki links in the EXTRACTION HINT section ([[coordination protocol design produces larger capability gain]]), but these are guidance notes in a source file, not broken links in claim files. **5. Source quality:** The source is an HBR article by Sangeet Paul Choudary (UC Berkeley senior fellow, Thinkers50 Strategy Award recipient), which is credible for economic and strategic claims about AI value. **6. Specificity:** Not applicable — no claims were extracted; the PR only documents that the extraction process rejected 2 claims due to missing_attribution_extractor issues. **Additional observations:** The PR shows proper system behavior — the extraction pipeline attempted to create claims, the validator rejected them for technical reasons (missing attribution), and the source was correctly marked as "null-result" rather than leaving it in limbo. The Key Facts section was added to preserve factual content even though no claims passed validation.