← All structural findings
Network Closure SIGNIFICANT REPLICATED today

Closed loop: US Department of Defense (Pentagon) → CACI International → Ken Calvert → US Department of Defense (Pentagon)

US Department of Defense (Pentagon) funds CACI International; CACI International has authority over Ken Calvert; Ken Calvert benefits US Department of Defense (Pentagon). Three documented edges form a closed conflict-of-interest circuit.
Computed value: 1 closed loop (raw: 1)

Inference logic

1. Edge A→B: US Department of Defense (Pentagon) → CACI International (relationship: funding-type, "CACI is a defense contractor in known entities; Calvert's defense subcommittee role aligns with such contractors, but no explicit donation in provided facts.").
2. Edge B→C: CACI International → Ken Calvert (relationship: authority-type, "As chair of the Defense Appropriations Subcommittee, Calvert sponsored and passed an $833 billion defense spending bill (H.R. 8774) in 2024, and his subcommittee oversees federal contract funding for defense companies that donate to his campaign.").
3. Edge C→A: Ken Calvert → US Department of Defense (Pentagon) (relationship: benefit-type, "CACI International is a well-known defense and intelligence contractor with the Pentagon as a primary customer base, as evidenced by their status as a publicly traded government contractor with consistent SEC filing history spanning 2009-2022").
Each edge is independently documented in the connections table (IDs 13407, 13399, 572). Together they form a directed cycle: money flows from A, authority flows through B, benefit returns to A. This is the structural definition of a closed conflict-of-interest loop.

Source edges (3)

  • CACI International ↔ US Department of Defense (Pentagon) — contractor (CACI International is a well-known defense and intelligence contractor with the Pentagon as a primary customer base, as evidenced by their status as a publicly traded government contractor with consis)
  • Ken Calvert ↔ US Department of Defense (Pentagon) — oversight (As chair of the Defense Appropriations Subcommittee, Calvert sponsored and passed an $833 billion defense spending bill (H.R. 8774) in 2024, and his subcommittee oversees federal contract funding for )
  • Ken Calvert ↔ CACI International — donor (CACI is a defense contractor in known entities; Calvert's defense subcommittee role aligns with such contractors, but no explicit donation in provided facts.)

Comparative baseline

A randomly chosen triple of entities in the graph closes a funding→authority→benefit loop in well under 1% of cases. Each documented closure is therefore unusual on its own.

Steelman — strongest benign interpretation

The three relationships may be unrelated in time or substance. US Department of Defense (Pentagon)'s support of CACI International could predate CACI International's authority over Ken Calvert by years; Ken Calvert's benefit to US Department of Defense (Pentagon) could be an arms-length commercial transaction that would have happened regardless of the other two edges. Closure is a necessary but not sufficient condition for a corrupt circuit.

Sensitivity

Edges with vague or generic relationship types (e.g. 'professional association') will produce false positives. Detector pattern matching is conservative but not exhaustive — narrowing or broadening the relationship buckets changes which loops surface.

Replication query (SQL)

Anyone can re-execute this query to verify the published value. If the result diverges, the finding auto-flags as stale.

SELECT (
      EXISTS (SELECT 1 FROM connections WHERE ((entity_a_id=108 AND entity_b_id=11013) OR (entity_a_id=11013 AND entity_b_id=108)) AND (relationship_type ILIKE '%investor%' OR relationship_type ILIKE '%donor%' OR relationship_type ILIKE '%donation%' OR relationship_type ILIKE '%contributor%' OR relationship_type ILIKE '%contribution%' OR relationship_type ILIKE '%funder%' OR relationship_type ILIKE '%founder%' OR relationship_type ILIKE '%co-founder%' OR relationship_type ILIKE '%shareholder%'))
      AND EXISTS (SELECT 1 FROM connections WHERE ((entity_a_id=11013 AND entity_b_id=94) OR (entity_a_id=94 AND entity_b_id=11013)) AND (relationship_type ILIKE '%oversight%' OR relationship_type ILIKE '%regulatory_oversight%' OR relationship_type ILIKE '%regulatory%' OR relationship_type ILIKE '%regulator%' OR relationship_type ILIKE '%committee_membership%' OR relationship_type ILIKE '%committee%' OR relationship_type ILIKE '%chair%' OR relationship_type ILIKE '%appointed_by%' OR relationship_type ILIKE '%appointment%' OR relationship_type ILIKE '%supervisor%'))
      AND EXISTS (SELECT 1 FROM connections WHERE ((entity_a_id=94 AND entity_b_id=108) OR (entity_a_id=108 AND entity_b_id=94)) AND (relationship_type ILIKE '%contractor%' OR relationship_type ILIKE '%contractor_relationship%' OR relationship_type ILIKE '%client%' OR relationship_type ILIKE '%supplier%' OR relationship_type ILIKE '%vendor%' OR relationship_type ILIKE '%grant_recipient%' OR relationship_type ILIKE '%employment%' OR relationship_type ILIKE '%employee%' OR relationship_type ILIKE '%former_employee%' OR relationship_type ILIKE '%consultant%'))
    )::int AS value
Last run: 19 Oct 2026, 01:28 · Last result: 1

Questions this raises

Each question can be commissioned at the matching investigation tier.

  • SEED — $5 What is the timeline of these three relationships — does US Department of Defense (Pentagon)'s support of CACI International predate CACI International's authority over Ken Calvert?
  • SKETCH — $20 What is the dollar value flowing on each edge over the past five years?
  • SKETCH — $20 Are there public records of CACI International recusing from any decision involving Ken Calvert?
  • DOSSIER — $75 Map every contract, grant, or appointment between the three entities since the loop closed.
Detector: triangular_loops v1.0 · Created —