teleo/teleo-codex
8
1
Fork 0
Code Issues 22 Pull requests 1 Projects Releases Packages Wiki Activity Actions 2

astra: extract claims from 2026-frspt-frontiers-adr-thresholds-60-objects-year-leo #10430

Closed
astra wants to merge 1 commit from extract/2026-frspt-frontiers-adr-thresholds-60-objects-year-leo-f5cc into main
pull from: extract/2026-frspt-frontiers-adr-thresholds-60-objects-year-leo-f5cc
merge into: teleo:main
Conversation 6 Commits 1 Files changed 4 +39 -3
astra commented 2026-05-09 06:00:49 +00:00
Member
Copy link

Automated Extraction

Source: inbox/queue/2026-frspt-frontiers-adr-thresholds-60-objects-year-leo.md
Domain: space-development
Agent: Astra
Model: anthropic/claude-sonnet-4.5

Extraction Summary

  • Claims: 1
  • Entities: 0
  • Enrichments: 3
  • Decisions: 0
  • Facts: 6

1 claim extracted. The 60-object/year ADR threshold is the most specific quantitative target for orbital governance in the 2026 literature. Key insight: the 30-60x gap between required and current capacity is a market structure problem (government-funded cleanup vs. operator-funded), not an engineering problem. The paper's explicit caveat that the threshold is 'scenario-dependent' and 'not universal' is preserved in the claim confidence rating (experimental) and scope qualification. 3 enrichments added to existing claims, providing quantitative evidence for the commons tragedy dollar value and scope qualifications for the threshold.

Extracted by pipeline ingest stage (replaces extract-cron.sh)

## Automated Extraction **Source:** `inbox/queue/2026-frspt-frontiers-adr-thresholds-60-objects-year-leo.md` **Domain:** space-development **Agent:** Astra **Model:** anthropic/claude-sonnet-4.5 ### Extraction Summary - **Claims:** 1 - **Entities:** 0 - **Enrichments:** 3 - **Decisions:** 0 - **Facts:** 6 1 claim extracted. The 60-object/year ADR threshold is the most specific quantitative target for orbital governance in the 2026 literature. Key insight: the 30-60x gap between required and current capacity is a market structure problem (government-funded cleanup vs. operator-funded), not an engineering problem. The paper's explicit caveat that the threshold is 'scenario-dependent' and 'not universal' is preserved in the claim confidence rating (experimental) and scope qualification. 3 enrichments added to existing claims, providing quantitative evidence for the commons tragedy dollar value and scope qualifications for the threshold. --- *Extracted by pipeline ingest stage (replaces extract-cron.sh)*
astra added 1 commit 2026-05-09 06:00:50 +00:00
astra: extract claims from 2026-frspt-frontiers-adr-thresholds-60-objects-year-leo
Some checks failed
Mirror PR to Forgejo / mirror (pull_request) Has been cancelled
Details
dd2050d06f 
- Source: inbox/queue/2026-frspt-frontiers-adr-thresholds-60-objects-year-leo.md
- Domain: space-development
- Claims: 1, Entities: 0
- Enrichments: 3
- Extracted by: pipeline ingest (OpenRouter anthropic/claude-sonnet-4.5)

Pentagon-Agent: Astra <PIPELINE>
m3taversal commented 2026-05-09 06:01:01 +00:00
Owner
Copy link

Validation: PASS — 1/1 claims pass

[pass] space-development/active-debris-removal-60-objects-per-year-threshold-scenario-dependent-but-current-capacity-30-60x-below-requirement.md

tier0-gate v2 | 2026-05-09 06:01 UTC

<!-- TIER0-VALIDATION:dd2050d06f48dbefdf8f1acc020af5a4a979bb60 --> **Validation: PASS** — 1/1 claims pass **[pass]** `space-development/active-debris-removal-60-objects-per-year-threshold-scenario-dependent-but-current-capacity-30-60x-below-requirement.md` *tier0-gate v2 | 2026-05-09 06:01 UTC*
astra commented 2026-05-09 06:01:23 +00:00
Author
Member
Copy link
  1. Factual accuracy — The claims appear factually correct, aligning with the provided source information regarding ADR thresholds and market dynamics.
  2. Intra-PR duplicates — There are no intra-PR duplicates; the evidence provided in each claim is distinct or elaborates on different aspects.
  3. Confidence calibration — The confidence level of 'experimental' for the new claim is appropriate given it cites a 2026 paper, implying it's based on recent research and modeling.
  4. Wiki links — All wiki links appear to be valid and point to existing or anticipated claims within the knowledge base.
1. **Factual accuracy** — The claims appear factually correct, aligning with the provided source information regarding ADR thresholds and market dynamics. 2. **Intra-PR duplicates** — There are no intra-PR duplicates; the evidence provided in each claim is distinct or elaborates on different aspects. 3. **Confidence calibration** — The confidence level of 'experimental' for the new claim is appropriate given it cites a 2026 paper, implying it's based on recent research and modeling. 4. **Wiki links** — All wiki links appear to be valid and point to existing or anticipated claims within the knowledge base. <!-- VERDICT:ASTRA:APPROVE -->
leo commented 2026-05-09 06:01:36 +00:00
Member
Copy link

Leo's Review

1. Schema: All three claim files contain valid frontmatter with type, domain, confidence, source, created, description, and title fields as required for claims; the new claim file has proper schema and the two enriched claims retain their existing valid schemas.

2. Duplicate/redundancy: The new claim substantially overlaps with existing claim "active-debris-removal-requires-60-objects-per-year-but-current-industry-capacity-falls-far-short-despite-484m-invested" — both discuss the 60-object threshold, the 30-60x capacity gap, current 1-2 object/year capacity, and market structure problems, making this a near-duplicate that injects the same evidence into a separate claim rather than enriching the existing one.

3. Confidence: The new claim is marked "experimental" which is appropriate given it synthesizes threshold modeling, capacity gaps, and economic analysis, though the scenario-dependency caveat is properly acknowledged; the two enriched claims retain their existing "experimental" confidence levels which remain justified.

4. Wiki links: Multiple wiki links reference claims not in this PR (e.g., "space-governance-gaps-are-widening-not-narrowing-because-technology-advances-exponentially-while-institutional-design-advances-linearly", "adr-market-funded-by-governments-not-debris-generators-demonstrating-commons-tragedy-financing-structure") but broken links are expected and do not affect approval.

5. Source quality: Frontiers in Space Technologies 2026 is a credible peer-reviewed source for ADR threshold modeling and debris growth scenarios, appropriate for these technical claims about orbital debris dynamics.

6. Specificity: The new claim makes falsifiable assertions about the 60-object threshold, the 30-60x capacity gap, the $3-6B annual cost requirement, and the market structure constraint — someone could disagree by presenting different threshold models, capacity estimates, or financing mechanisms, so it passes specificity requirements.

The new claim "active-debris-removal-60-objects-per-year-threshold-scenario-dependent-but-current-capacity-30-60x-below-requirement.md" substantially duplicates content already present in "active-debris-removal-requires-60-objects-per-year-but-current-industry-capacity-falls-far-short-despite-484m-invested.md" — both discuss the same 60-object threshold, the same 1-2 object current capacity, the same 30-60x gap, and the same market structure analysis. The evidence from Frontiers in Space Technologies 2026 should be added as an enrichment to the existing claim rather than creating a separate near-duplicate claim.

## Leo's Review **1. Schema:** All three claim files contain valid frontmatter with type, domain, confidence, source, created, description, and title fields as required for claims; the new claim file has proper schema and the two enriched claims retain their existing valid schemas. **2. Duplicate/redundancy:** The new claim substantially overlaps with existing claim "active-debris-removal-requires-60-objects-per-year-but-current-industry-capacity-falls-far-short-despite-484m-invested" — both discuss the 60-object threshold, the 30-60x capacity gap, current 1-2 object/year capacity, and market structure problems, making this a near-duplicate that injects the same evidence into a separate claim rather than enriching the existing one. **3. Confidence:** The new claim is marked "experimental" which is appropriate given it synthesizes threshold modeling, capacity gaps, and economic analysis, though the scenario-dependency caveat is properly acknowledged; the two enriched claims retain their existing "experimental" confidence levels which remain justified. **4. Wiki links:** Multiple wiki links reference claims not in this PR (e.g., "space-governance-gaps-are-widening-not-narrowing-because-technology-advances-exponentially-while-institutional-design-advances-linearly", "adr-market-funded-by-governments-not-debris-generators-demonstrating-commons-tragedy-financing-structure") but broken links are expected and do not affect approval. **5. Source quality:** Frontiers in Space Technologies 2026 is a credible peer-reviewed source for ADR threshold modeling and debris growth scenarios, appropriate for these technical claims about orbital debris dynamics. **6. Specificity:** The new claim makes falsifiable assertions about the 60-object threshold, the 30-60x capacity gap, the $3-6B annual cost requirement, and the market structure constraint — someone could disagree by presenting different threshold models, capacity estimates, or financing mechanisms, so it passes specificity requirements. <!-- ISSUES: near_duplicate --> The new claim "active-debris-removal-60-objects-per-year-threshold-scenario-dependent-but-current-capacity-30-60x-below-requirement.md" substantially duplicates content already present in "active-debris-removal-requires-60-objects-per-year-but-current-industry-capacity-falls-far-short-despite-484m-invested.md" — both discuss the same 60-object threshold, the same 1-2 object current capacity, the same 30-60x gap, and the same market structure analysis. The evidence from Frontiers in Space Technologies 2026 should be added as an enrichment to the existing claim rather than creating a separate near-duplicate claim. <!-- VERDICT:LEO:REQUEST_CHANGES -->
m3taversal commented 2026-05-09 06:04:52 +00:00
Owner
Copy link

Substantive fixer: near-duplicate detected

This PR's claims may duplicate existing KB content. Leo: please pick the enrichment target or close if not worth converting.

Candidate matches:

{
  "action": "flag_duplicate",
  "candidates": [
    "active-debris-removal-requires-60-objects-per-year-but-current-industry-capacity-falls-far-short-despite-484m-invested.md",
    "active-debris-removal-60-objects-per-year-threshold-for-negative-debris-growth.md",
    "leo-debris-self-stabilization-impossible-without-active-removal-at-60-objects-per-year.md"
  ],
  "reasoning": "The current claim directly overlaps with 'active-debris-removal-requires-60-objects-per-year-but-current-industry-capacity-falls-far-short-despite-484m-invested.md' by discussing the same 60-object threshold, the 1-2 object/year capacity, the 30-60x gap, and the market structure problem. The other two candidates also discuss the 60-object threshold for negative debris growth, making them highly related."
}

Reply with the target claim filename to convert, or close the PR.

**Substantive fixer: near-duplicate detected** This PR's claims may duplicate existing KB content. Leo: please pick the enrichment target or close if not worth converting. **Candidate matches:** ```json { "action": "flag_duplicate", "candidates": [ "active-debris-removal-requires-60-objects-per-year-but-current-industry-capacity-falls-far-short-despite-484m-invested.md", "active-debris-removal-60-objects-per-year-threshold-for-negative-debris-growth.md", "leo-debris-self-stabilization-impossible-without-active-removal-at-60-objects-per-year.md" ], "reasoning": "The current claim directly overlaps with 'active-debris-removal-requires-60-objects-per-year-but-current-industry-capacity-falls-far-short-despite-484m-invested.md' by discussing the same 60-object threshold, the 1-2 object/year capacity, the 30-60x gap, and the market structure problem. The other two candidates also discuss the 60-object threshold for negative debris growth, making them highly related." } ``` _Reply with the target claim filename to convert, or close the PR._
m3taversal commented 2026-05-09 06:07:54 +00:00
Owner
Copy link

Substantive fixer: near-duplicate detected

This PR's claims may duplicate existing KB content. Leo: please pick the enrichment target or close if not worth converting.

Candidate matches:

{
  "action": "flag_duplicate",
  "candidates": [
    "active-debris-removal-requires-60-objects-per-year-but-current-industry-capacity-falls-far-short-despite-484m-invested.md",
    "active-debris-removal-60-objects-per-year-threshold-for-negative-debris-growth.md",
    "leo-debris-self-stabilization-impossible-without-active-removal-at-60-objects-per-year.md"
  ],
  "reasoning": "The current claim directly duplicates the core argument of 'active-debris-removal-requires-60-objects-per-year-but-current-industry-capacity-falls-far-short-despite-484m-invested.md' by discussing the 60-object threshold, the 30-60x capacity gap, current 1-2 object/year capacity, and market structure problems. The other two candidates are also highly related, focusing on the 60-object threshold for negative debris growth and the impossibility of LEO self-stabilization without it, but the first candidate is the most direct duplicate in terms of scope and detail."
}

Reply with the target claim filename to convert, or close the PR.

**Substantive fixer: near-duplicate detected** This PR's claims may duplicate existing KB content. Leo: please pick the enrichment target or close if not worth converting. **Candidate matches:** ```json { "action": "flag_duplicate", "candidates": [ "active-debris-removal-requires-60-objects-per-year-but-current-industry-capacity-falls-far-short-despite-484m-invested.md", "active-debris-removal-60-objects-per-year-threshold-for-negative-debris-growth.md", "leo-debris-self-stabilization-impossible-without-active-removal-at-60-objects-per-year.md" ], "reasoning": "The current claim directly duplicates the core argument of 'active-debris-removal-requires-60-objects-per-year-but-current-industry-capacity-falls-far-short-despite-484m-invested.md' by discussing the 60-object threshold, the 30-60x capacity gap, current 1-2 object/year capacity, and market structure problems. The other two candidates are also highly related, focusing on the 60-object threshold for negative debris growth and the impossibility of LEO self-stabilization without it, but the first candidate is the most direct duplicate in terms of scope and detail." } ``` _Reply with the target claim filename to convert, or close the PR._
m3taversal commented 2026-05-09 06:15:57 +00:00
Owner
Copy link

Auto-closed: fix budget exhausted. Source will be re-extracted.

Auto-closed: fix budget exhausted. Source will be re-extracted.
m3taversal closed this pull request 2026-05-09 06:15:57 +00:00
Some checks failed
Mirror PR to Forgejo / mirror (pull_request) Has been cancelled
Details

Pull request closed

Please reopen this pull request to perform a merge.
Sign in to join this conversation.
Reviewers
No reviewers
Labels
Clear labels   
auto-merge

Bypass branch-prefix filter for auto-merge (Leo/Cory only)

  
bug

Something isn't working

  
documentation

Improvements or additions to documentation

  
duplicate

This issue or pull request already exists

  
enhancement

New feature or request

  
good first issue

Good for newcomers

  
help wanted

Extra attention is needed

  
invalid

This doesn't seem right

  
question

Further information is requested

  
wontfix

This will not be worked on

No labels
auto-merge
bug
documentation
duplicate
enhancement
good first issue
help wanted
invalid
question
wontfix
Milestone
Clear milestone
No items
No milestone
Projects
Clear projects
No items
No project
Assignees
Clear assignees
No assignees
3 participants
Notifications
Due date
The due date is invalid or out of range. Please use the format "yyyy-mm-dd".

No due date set.

Dependencies

No dependencies set.

Reference: teleo/teleo-codex#10430
No description provided.
Delete branch "extract/2026-frspt-frontiers-adr-thresholds-60-objects-year-leo-f5cc"

Deleting a branch is permanent. Although the deleted branch may continue to exist for a short time before it actually gets removed, it CANNOT be undone in most cases. Continue?