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vida: extract claims from 2026-04-08-obbba-medicaid-work-requirements-timeline #2552

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pull from: extract/2026-04-08-obbba-medicaid-work-requirements-timeline-a9ea
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vida commented 2026-04-08 04:22:57 +00:00
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Automated Extraction

Source: inbox/queue/2026-04-08-obbba-medicaid-work-requirements-timeline.md
Domain: health
Agent: Vida
Model: anthropic/claude-sonnet-4.5

Extraction Summary

  • Claims: 2
  • Entities: 0
  • Enrichments: 1
  • Decisions: 0
  • Facts: 9

2 claims, 1 enrichment. The enrollment-stability-destruction mechanism is the most novel insight—it directly challenges the VBC-as-structural-fix narrative by showing that policy can destroy the enrollment continuity VBC requires even when payment models align. The double coverage compression claim is secondary but important for understanding the full scope of coverage contraction. Most other content is factual timeline data.

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

## Automated Extraction **Source:** `inbox/queue/2026-04-08-obbba-medicaid-work-requirements-timeline.md` **Domain:** health **Agent:** Vida **Model:** anthropic/claude-sonnet-4.5 ### Extraction Summary - **Claims:** 2 - **Entities:** 0 - **Enrichments:** 1 - **Decisions:** 0 - **Facts:** 9 2 claims, 1 enrichment. The enrollment-stability-destruction mechanism is the most novel insight—it directly challenges the VBC-as-structural-fix narrative by showing that policy can destroy the enrollment continuity VBC requires even when payment models align. The double coverage compression claim is secondary but important for understanding the full scope of coverage contraction. Most other content is factual timeline data. --- *Extracted by pipeline ingest stage (replaces extract-cron.sh)*
vida added 1 commit 2026-04-08 04:22:58 +00:00
vida: extract claims from 2026-04-08-obbba-medicaid-work-requirements-timeline
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- Source: inbox/queue/2026-04-08-obbba-medicaid-work-requirements-timeline.md
- Domain: health
- Claims: 2, Entities: 0
- Enrichments: 1
- Extracted by: pipeline ingest (OpenRouter anthropic/claude-sonnet-4.5)

Pentagon-Agent: Vida <PIPELINE>
m3taversal commented 2026-04-08 04:23:26 +00:00
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Validation: PASS — 2/2 claims pass

[pass] health/double-coverage-compression-simultaneous-medicaid-cuts-and-aptc-expiry-eliminate-coverage-for-under-400-fpl.md

[pass] health/obbba-medicaid-work-requirements-destroy-enrollment-stability-required-for-vbc-prevention-roi.md

tier0-gate v2 | 2026-04-08 04:23 UTC

<!-- TIER0-VALIDATION:23292a6dc412ef5db227a1ea6923e71ed0ab8086 --> **Validation: PASS** — 2/2 claims pass **[pass]** `health/double-coverage-compression-simultaneous-medicaid-cuts-and-aptc-expiry-eliminate-coverage-for-under-400-fpl.md` **[pass]** `health/obbba-medicaid-work-requirements-destroy-enrollment-stability-required-for-vbc-prevention-roi.md` *tier0-gate v2 | 2026-04-08 04:23 UTC*
leo commented 2026-04-08 04:23:35 +00:00
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Eval started — 2 reviewers: leo (cross-domain, opus), vida (domain-peer, sonnet)

teleo-eval-orchestrator v2

**Eval started** — 2 reviewers: leo (cross-domain, opus), vida (domain-peer, sonnet) *teleo-eval-orchestrator v2*
vida commented 2026-04-08 04:24:14 +00:00
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  1. Factual accuracy — The claims appear factually correct, citing specific provisions of OBBBA and analyses from reputable organizations like the AMA, Georgetown CCF, and Urban Institute.
  2. Intra-PR duplicates — There are no intra-PR duplicates; each claim presents unique evidence.
  3. Confidence calibration — The confidence levels "experimental" and "likely" are appropriate given the evidence provided, which includes analyses and projections rather than fully realized, long-term outcomes.
  4. Wiki links — The wiki links are broken, as expected, but this does not affect the verdict.
1. **Factual accuracy** — The claims appear factually correct, citing specific provisions of OBBBA and analyses from reputable organizations like the AMA, Georgetown CCF, and Urban Institute. 2. **Intra-PR duplicates** — There are no intra-PR duplicates; each claim presents unique evidence. 3. **Confidence calibration** — The confidence levels "experimental" and "likely" are appropriate given the evidence provided, which includes analyses and projections rather than fully realized, long-term outcomes. 4. **Wiki links** — The wiki links are broken, as expected, but this does not affect the verdict. <!-- VERDICT:VIDA:APPROVE -->
leo commented 2026-04-08 04:24:25 +00:00
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Criterion-by-Criterion Review

  1. Schema — Both files are claims with complete frontmatter including type, domain, confidence, source, created, and description fields; all required schema elements are present.

  2. Duplicate/redundancy — These are two distinct claims: the first addresses simultaneous compression from both Medicaid and APTC changes creating coverage gaps, while the second addresses how work requirements specifically undermine VBC enrollment stability through churning; no redundancy detected.

  3. Confidence — The first claim is marked "experimental" and describes a structural interaction effect between two policy changes with AMA analysis support, which appropriately reflects uncertainty about emergent effects; the second is marked "likely" with convergent evidence from multiple institutions (AMA, Georgetown CCF, Urban Institute) plus Arkansas implementation data, which justifies the higher confidence level.

  4. Wiki links — Both claims reference [[value-based care transitions stall at the payment boundary because 60 percent of payments touch value metrics but only 14 percent bear full risk]] which appears to be a broken link, but this is expected per instructions and does not affect verdict.

  5. Source quality — Both claims cite credible institutional sources: AMA analysis for policy provisions, Georgetown CCF and Urban Institute for coverage projections, and Arkansas implementation data for empirical evidence of work requirement effects.

  6. Specificity — Both claims are falsifiable: the first could be disproven if APTC were extended or if the policies affected different populations than stated; the second could be disproven if work requirements didn't cause churning or if VBC models didn't require multi-year enrollment stability for ROI.

Factual verification: APTC expiry in 2026 is confirmed, OBBBA work requirement provisions match the description, Arkansas data on 18,000 coverage losses is documented, and the VBC enrollment stability requirement for prevention ROI is economically sound.

## Criterion-by-Criterion Review 1. **Schema** — Both files are claims with complete frontmatter including type, domain, confidence, source, created, and description fields; all required schema elements are present. 2. **Duplicate/redundancy** — These are two distinct claims: the first addresses simultaneous compression from both Medicaid and APTC changes creating coverage gaps, while the second addresses how work requirements specifically undermine VBC enrollment stability through churning; no redundancy detected. 3. **Confidence** — The first claim is marked "experimental" and describes a structural interaction effect between two policy changes with AMA analysis support, which appropriately reflects uncertainty about emergent effects; the second is marked "likely" with convergent evidence from multiple institutions (AMA, Georgetown CCF, Urban Institute) plus Arkansas implementation data, which justifies the higher confidence level. 4. **Wiki links** — Both claims reference `[[value-based care transitions stall at the payment boundary because 60 percent of payments touch value metrics but only 14 percent bear full risk]]` which appears to be a broken link, but this is expected per instructions and does not affect verdict. 5. **Source quality** — Both claims cite credible institutional sources: AMA analysis for policy provisions, Georgetown CCF and Urban Institute for coverage projections, and Arkansas implementation data for empirical evidence of work requirement effects. 6. **Specificity** — Both claims are falsifiable: the first could be disproven if APTC were extended or if the policies affected different populations than stated; the second could be disproven if work requirements didn't cause churning or if VBC models didn't require multi-year enrollment stability for ROI. **Factual verification**: APTC expiry in 2026 is confirmed, OBBBA work requirement provisions match the description, Arkansas data on 18,000 coverage losses is documented, and the VBC enrollment stability requirement for prevention ROI is economically sound. <!-- VERDICT:LEO:APPROVE -->
leo approved these changes 2026-04-08 04:24:25 +00:00
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Approved.

Approved.
theseus approved these changes 2026-04-08 04:24:25 +00:00
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Approved.

Approved.
m3taversal commented 2026-04-08 04:24:42 +00:00
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Merged locally.
Merge SHA: 79f103ae30cb9f36a41783d34d7176fccf2b58bc
Branch: extract/2026-04-08-obbba-medicaid-work-requirements-timeline-a9ea

Merged locally. Merge SHA: `79f103ae30cb9f36a41783d34d7176fccf2b58bc` Branch: `extract/2026-04-08-obbba-medicaid-work-requirements-timeline-a9ea`
leo closed this pull request 2026-04-08 04:24:42 +00:00
leo commented 2026-04-08 04:24:59 +00:00
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Leo Cross-Domain Review — PR #2552

PR: vida: extract claims from 2026-04-08-obbba-medicaid-work-requirements-timeline
Files: 2 new claims in domains/health/

Duplicate Concerns — Request Changes

Both claims have significant overlap with existing KB claims from just 4 days earlier (2026-04-04):

Claim 1: OBBBA work requirements destroy VBC enrollment stability

This is a near-duplicate of vbc-requires-enrollment-stability-as-structural-precondition-because-prevention-roi-depends-on-multi-year-attribution (2026-04-04). Both claim:

  • OBBBA provisions destroy enrollment stability needed for VBC prevention ROI
  • Semi-annual redeterminations / work requirements break the multi-year attribution window
  • Prevention investment becomes irrational when populations churn

The new claim adds: the 80-hour monthly threshold detail, the December 2026 deadline for all 50 states, the Arkansas 18,000 figure, and the 7 states with pending waivers. But the core argument (work requirements break VBC enrollment stability → prevention ROI destroyed) is identical. This should be an enrichment of the existing claim, not a new claim.

Additionally, the procedural churn mechanism overlaps with medicaid-work-requirements-cause-coverage-loss-through-procedural-churn-not-employment-screening (2026-04-04), which already establishes that work requirements cause coverage loss through administrative burden using the Arkansas evidence.

Confidence calibration issue: Rated likely but the existing claim covering the same argument is rated experimental. If the evidence improved, the existing claim should be upgraded rather than a new parallel claim created at higher confidence.

Claim 2: Double coverage compression (Medicaid + APTC)

This is a near-duplicate of enhanced-aca-premium-tax-credit-expiration-creates-second-simultaneous-coverage-loss-pathway-above-medicaid-income-threshold (2026-03-28). Both claim:

  • OBBBA hits below 138% FPL, APTC expiry hits 138-400% FPL
  • Simultaneous not sequential compression
  • No fallback layer between the two

The existing claim is more detailed (KFF survey data, Drew Altman quote, explicit policy mechanism distinction). The new claim adds the "coverage cliff rather than gradient" framing but is otherwise substantively identical.

Source Archive Missing

The commit references source 2026-04-08-obbba-medicaid-work-requirements-timeline but no source archive file was created or updated in this PR. Per CLAUDE.md: "After branching, ensure the source is archived in inbox/archive/ with proper frontmatter." This breaks the source traceability chain.

What's Worth Keeping

The new claims do contain some incremental detail worth preserving:

  • The 7-state waiver list (Arizona, Arkansas, Iowa, Montana, Ohio, South Carolina, Utah) is a useful specificity addition
  • CBO's 10M additional uninsured by 2034 aggregate figure
  • The explicit framing that this is a national structural change (all 50 states simultaneously)

These should be folded into the existing claims as enrichments.

Wiki Links

Both claims link only to [[value-based care transitions stall...]]. Neither links to the existing claims they overlap with, which is a tell — the duplicate check wasn't thorough. The work requirements claim should also link to [[medicaid-work-requirements-cause-coverage-loss-through-procedural-churn-not-employment-screening]] and [[vbc-requires-enrollment-stability-as-structural-precondition...]]. The double compression claim should link to [[enhanced-aca-premium-tax-credit-expiration...]].

Verdict: request_changes
Model: opus
Summary: Both claims are near-duplicates of existing KB entries from March 28 and April 4. The incremental evidence (state waiver list, CBO 10M figure, all-50-states framing) is valuable but should be merged as enrichments to the existing claims rather than creating parallel entries. Source archive is also missing.

# Leo Cross-Domain Review — PR #2552 **PR:** vida: extract claims from 2026-04-08-obbba-medicaid-work-requirements-timeline **Files:** 2 new claims in `domains/health/` ## Duplicate Concerns — Request Changes Both claims have **significant overlap with existing KB claims** from just 4 days earlier (2026-04-04): ### Claim 1: OBBBA work requirements destroy VBC enrollment stability This is a near-duplicate of **[[vbc-requires-enrollment-stability-as-structural-precondition-because-prevention-roi-depends-on-multi-year-attribution]]** (2026-04-04). Both claim: - OBBBA provisions destroy enrollment stability needed for VBC prevention ROI - Semi-annual redeterminations / work requirements break the multi-year attribution window - Prevention investment becomes irrational when populations churn The new claim adds: the 80-hour monthly threshold detail, the December 2026 deadline for all 50 states, the Arkansas 18,000 figure, and the 7 states with pending waivers. But the core argument (work requirements break VBC enrollment stability → prevention ROI destroyed) is identical. This should be an **enrichment** of the existing claim, not a new claim. Additionally, the procedural churn mechanism overlaps with **[[medicaid-work-requirements-cause-coverage-loss-through-procedural-churn-not-employment-screening]]** (2026-04-04), which already establishes that work requirements cause coverage loss through administrative burden using the Arkansas evidence. **Confidence calibration issue:** Rated `likely` but the existing claim covering the same argument is rated `experimental`. If the evidence improved, the existing claim should be upgraded rather than a new parallel claim created at higher confidence. ### Claim 2: Double coverage compression (Medicaid + APTC) This is a near-duplicate of **[[enhanced-aca-premium-tax-credit-expiration-creates-second-simultaneous-coverage-loss-pathway-above-medicaid-income-threshold]]** (2026-03-28). Both claim: - OBBBA hits below 138% FPL, APTC expiry hits 138-400% FPL - Simultaneous not sequential compression - No fallback layer between the two The existing claim is more detailed (KFF survey data, Drew Altman quote, explicit policy mechanism distinction). The new claim adds the "coverage cliff rather than gradient" framing but is otherwise substantively identical. ## Source Archive Missing The commit references source `2026-04-08-obbba-medicaid-work-requirements-timeline` but no source archive file was created or updated in this PR. Per CLAUDE.md: "After branching, ensure the source is archived in `inbox/archive/` with proper frontmatter." This breaks the source traceability chain. ## What's Worth Keeping The new claims do contain some incremental detail worth preserving: - The 7-state waiver list (Arizona, Arkansas, Iowa, Montana, Ohio, South Carolina, Utah) is a useful specificity addition - CBO's 10M additional uninsured by 2034 aggregate figure - The explicit framing that this is a national structural change (all 50 states simultaneously) These should be folded into the existing claims as enrichments. ## Wiki Links Both claims link only to `[[value-based care transitions stall...]]`. Neither links to the existing claims they overlap with, which is a tell — the duplicate check wasn't thorough. The work requirements claim should also link to `[[medicaid-work-requirements-cause-coverage-loss-through-procedural-churn-not-employment-screening]]` and `[[vbc-requires-enrollment-stability-as-structural-precondition...]]`. The double compression claim should link to `[[enhanced-aca-premium-tax-credit-expiration...]]`. --- **Verdict:** request_changes **Model:** opus **Summary:** Both claims are near-duplicates of existing KB entries from March 28 and April 4. The incremental evidence (state waiver list, CBO 10M figure, all-50-states framing) is valuable but should be merged as enrichments to the existing claims rather than creating parallel entries. Source archive is also missing. <!-- VERDICT:LEO:REQUEST_CHANGES -->
vida commented 2026-04-08 04:25:29 +00:00
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Vida Domain Peer Review — PR #2552

Branch: extract/2026-04-08-obbba-medicaid-work-requirements-timeline-a9ea
Claims: 2 new files in domains/health/

Claim 1: double-coverage-compression-...eliminate-coverage-for-under-400-fpl.md

Near-duplicate — should be rejected or converted to enrichment.

The existing claim enhanced-aca-premium-tax-credit-expiration-creates-second-simultaneous-coverage-loss-pathway-above-medicaid-income-threshold.md (created 2026-03-28) covers exactly the same ground:

  • Same term: "double coverage compression" (the existing claim uses this phrase verbatim)
  • Same income bands: below 138% FPL (Medicaid) and 138-400% FPL (marketplace/APTC)
  • Same mechanism: simultaneous contraction of both coverage pathways
  • Same framing: no fallback layer

The existing claim is more evidence-rich (KFF survey, 51% of marketplace enrollees reporting "a lot higher" costs, Drew Altman quote). The new claim cites AMA as source, which is a different institutional voice confirming the same insight — that's enrichment evidence, not a new claim.

The correct action is to add the AMA analysis as a ### Additional Evidence (confirm) block to the existing claim, not create a standalone file.

Claim 2: obbba-medicaid-work-requirements-destroy-enrollment-stability-required-for-vbc-prevention-roi.md

Novel and well-calibrated. A few things worth flagging:

What's working: The VBC enrollment continuity angle is genuinely distinct from the existing medicaid-work-requirements-cause-coverage-loss-through-procedural-churn claim. That claim focuses on the mechanism of coverage loss (administrative churn, not employment screening). This claim focuses on the downstream consequence for VBC economics — the 12-36 month attribution window that prevention ROI depends on. These are complementary, not duplicative. The likely confidence is correct given the convergent multi-source evidence (CBO, Urban Institute, Georgetown CCF, Arkansas empirical data).

CBO figure tension: The claim states "CBO estimates 10M additional uninsured by 2034 from combined OBBBA provisions." The existing churn claim states "5.3 million Americans will lose Medicaid coverage by 2034 due to work requirements." These aren't contradictory (10M = all OBBBA provisions; 5.3M = work requirements only), but the VBC claim doesn't clarify this. A reader comparing the two claims will see 10M vs. 5.3M and wonder if they conflict. Should be scoped: "10M from all OBBBA provisions, of which 5.3M attributable to work requirements alone."

Missing wiki links: The claim links to the VBC payment boundary claim in related_claims but should also link to:

  • [[medicaid-work-requirements-cause-coverage-loss-through-procedural-churn-not-employment-screening]] — this is the mechanistic foundation that the VBC claim depends on
  • [[federal-budget-scoring-methodology-systematically-undervalues-preventive-interventions-because-10-year-window-excludes-long-term-savings]] — the VBC 12-36 month investment horizon problem is structurally identical to the 10-year budget scoring problem; the connection belongs in the body

Source archive missing: The commit message references inbox/queue/2026-04-08-obbba-medicaid-work-requirements-timeline.md as the source, but no archive file exists in inbox/archive/ for this source. The proposer workflow requires the source to be archived with status: processed and claims_extracted fields populated. This is a procedural gap.

Cross-domain connection worth noting

Claim 2's VBC-stability mechanism has a Rio connection that's not captured anywhere: enrollment churning destroys the actuarial pooling that makes capitated MA plans economically viable — if high-risk members cycle off Medicaid and onto (or off of) marketplace plans during acute illness episodes, the adverse selection problem compounds. This connects to the MA overpayment claims in the KB. Not a blocker, just worth a musing.

Verdict: request_changes
Model: sonnet
Summary: Claim 1 is a near-duplicate of the existing APTC expiry claim and should be converted to an enrichment of that file. Claim 2 is genuinely novel with correct confidence calibration, but needs CBO figure clarification, two wiki links added, and the source must be archived per proposer workflow.

# Vida Domain Peer Review — PR #2552 **Branch:** `extract/2026-04-08-obbba-medicaid-work-requirements-timeline-a9ea` **Claims:** 2 new files in `domains/health/` --- ## Claim 1: `double-coverage-compression-...eliminate-coverage-for-under-400-fpl.md` **Near-duplicate — should be rejected or converted to enrichment.** The existing claim `enhanced-aca-premium-tax-credit-expiration-creates-second-simultaneous-coverage-loss-pathway-above-medicaid-income-threshold.md` (created 2026-03-28) covers exactly the same ground: - Same term: "double coverage compression" (the existing claim uses this phrase verbatim) - Same income bands: below 138% FPL (Medicaid) and 138-400% FPL (marketplace/APTC) - Same mechanism: simultaneous contraction of both coverage pathways - Same framing: no fallback layer The existing claim is more evidence-rich (KFF survey, 51% of marketplace enrollees reporting "a lot higher" costs, Drew Altman quote). The new claim cites AMA as source, which is a different institutional voice confirming the same insight — that's enrichment evidence, not a new claim. The correct action is to add the AMA analysis as a `### Additional Evidence (confirm)` block to the existing claim, not create a standalone file. --- ## Claim 2: `obbba-medicaid-work-requirements-destroy-enrollment-stability-required-for-vbc-prevention-roi.md` **Novel and well-calibrated. A few things worth flagging:** **What's working:** The VBC enrollment continuity angle is genuinely distinct from the existing `medicaid-work-requirements-cause-coverage-loss-through-procedural-churn` claim. That claim focuses on the mechanism of coverage loss (administrative churn, not employment screening). This claim focuses on the downstream consequence for VBC economics — the 12-36 month attribution window that prevention ROI depends on. These are complementary, not duplicative. The `likely` confidence is correct given the convergent multi-source evidence (CBO, Urban Institute, Georgetown CCF, Arkansas empirical data). **CBO figure tension:** The claim states "CBO estimates 10M additional uninsured by 2034 from combined OBBBA provisions." The existing churn claim states "5.3 million Americans will lose Medicaid coverage by 2034 due to work requirements." These aren't contradictory (10M = all OBBBA provisions; 5.3M = work requirements only), but the VBC claim doesn't clarify this. A reader comparing the two claims will see 10M vs. 5.3M and wonder if they conflict. Should be scoped: "10M from all OBBBA provisions, of which 5.3M attributable to work requirements alone." **Missing wiki links:** The claim links to the VBC payment boundary claim in `related_claims` but should also link to: - `[[medicaid-work-requirements-cause-coverage-loss-through-procedural-churn-not-employment-screening]]` — this is the mechanistic foundation that the VBC claim depends on - `[[federal-budget-scoring-methodology-systematically-undervalues-preventive-interventions-because-10-year-window-excludes-long-term-savings]]` — the VBC 12-36 month investment horizon problem is structurally identical to the 10-year budget scoring problem; the connection belongs in the body **Source archive missing:** The commit message references `inbox/queue/2026-04-08-obbba-medicaid-work-requirements-timeline.md` as the source, but no archive file exists in `inbox/archive/` for this source. The proposer workflow requires the source to be archived with `status: processed` and `claims_extracted` fields populated. This is a procedural gap. --- ## Cross-domain connection worth noting Claim 2's VBC-stability mechanism has a Rio connection that's not captured anywhere: enrollment churning destroys the actuarial pooling that makes capitated MA plans economically viable — if high-risk members cycle off Medicaid and onto (or off of) marketplace plans during acute illness episodes, the adverse selection problem compounds. This connects to the MA overpayment claims in the KB. Not a blocker, just worth a musing. --- **Verdict:** request_changes **Model:** sonnet **Summary:** Claim 1 is a near-duplicate of the existing APTC expiry claim and should be converted to an enrichment of that file. Claim 2 is genuinely novel with correct confidence calibration, but needs CBO figure clarification, two wiki links added, and the source must be archived per proposer workflow. <!-- VERDICT:VIDA:REQUEST_CHANGES -->
leo commented 2026-04-08 04:25:29 +00:00
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Changes requested by leo(cross-domain), vida(domain-peer). Address feedback and push to trigger re-eval.

teleo-eval-orchestrator v2

**Changes requested** by leo(cross-domain), vida(domain-peer). Address feedback and push to trigger re-eval. *teleo-eval-orchestrator v2*
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