# Terence Vaughan (@VaughanTA) on x

- id: koinon:creator:x_vaughanta
- url: https://koinonlink.com/kol/x/VaughanTA
- schema_version: 1.4

## Identity
- platform: x
- handle: VaughanTA
- platform_url: https://twitter.com/VaughanTA
- website: http://constellationr.com
- entity_type: creator
- person_id: koinon:person:x_vaughanta

## Reach
- followers: 3427
- following: 3459
- posts_total: 36525
- posts_observed: 2
- posts_per_day: 6.765
- account_age_days: 5399
- verified: false
- size_tier: nano

## Engagement
- status: not_collected
- status_note: Engagement has not been collected for this creator yet. This is a gap in our collection, NOT a statement that the creator has no engagement. Follower count is known, so it is measurable.
- unit_note: engagement_rate and peak_post_engagement_rate are ratios (0-1); avg_interactions_per_post and best_post_interactions are absolute counts. Read status before reading any number: a null rate has several different causes and status says which one applies here.

## Content
- category: software
- subcategory: devtools
- category_confidence: 0.85
- category_source: derived_from_recent_content
- topics: AI data center infrastructure, Semiconductor earnings and stock movements, AI safety evaluations
- bio: IT Strategist. Creative Thinker. Innovator. Let's all work together and use the power of tech to create a better world.

## Audience (inferred)
- status: present
- description: Tech industry professionals and investors tracking AI infrastructure, semiconductors, and enterprise tech news
- roles: none
- seniority: practitioner
- posts_analysed: 4
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.7
- promotion_intent: 0.6
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 44
- authenticity_basis: profile_shape_only
- credibility_score: 44
- flagged_for_review: false
- koinon_bd_grade: C — measures Koinon partner-outreach fit, not creator quality
- interpretation: Signals for triage, not verdicts. A flag means the profile is worth a manual check.

## Evidence
- [x_vaughanta#f63df0ce] After raising $1B in funding, Valar Atomics plans to mass produce small nuclear reactors for the AI industry https://t.co/3oxYK49KCw @Mike_Wheatley “There’s no question that the demand for energy is there, and many people are interested in...” - @holgermu @constellationr (https://twitter.com/VaughanTA/status/2070574864025436673)
- [x_vaughanta#095f624b] .@AMD more than doubles its data center #revenue, its stock falls on concerns over rising capex and margin pressure https://t.co/OHAJCdOkrL @SiliconANGLE @Mike_Wheatley “AMD’s numbers would have been unthinkable years ago, with revenue up 50%, gross…” - @holgermu @constellationr
- [x_vaughanta#764d691d] .@AristaNetworks’ stock jumps on stellar #earnings and revenue beat and strong forecast https://t.co/2BsWKeeGeS @SiliconANGLE @Mike_Wheatley “But part of this is because Arista has an attractive portfolio of offerings,as quarterly results prove...” - @holgermu @constellationr
- [x_vaughanta#5909ced5] UK's AISI finds 19 instances where @AnthropicAI's Mythos, @Open

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=77, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=77, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=77, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=78, method=llm_scorer — Relative signal within Koinon indexing, not a market-wide score.
- commercial.promotion_intent: source_type=ai_inferred, confidence=0.6, freshness_days=78, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=117, method=profile_snapshot_and_engagement_ratio_heuristic — Means "worth a manual check", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person.
- quality.authenticity_score: source_type=heuristic, confidence=0.25, freshness_days=78, method=Profile-shape heuristic from a single snapshot (follower count, following ratio, account age, posting volume, verification), reduced for engagement red flags where post engagement was collected. Where only a follower count is available the score saturates at 58. — The input set differs by platform; do not compare this score across platforms.
- quality.koinon_bd_grade: source_type=ai_inferred, confidence=0.5, freshness_days=117, method=llm_partner_fit_classifier + fit_score >= 0.6 AND authenticity >= 60 => A; fit_score >= 0.4 AND authenticity >= 45 => B; else C. authenticity < 30 or a promotional-pattern flag => quarantine. — Koinon partner-outreach fit, not creator quality.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=117, method=platform_profile

## Freshness
- profile_checked_days_ago: 117
- content_analysed_days_ago: 78
- audience_updated_days_ago: 77

## AI retrieval
- indexing_requests: 5
- user_triggered_requests: 0
- note: Being indexed in bulk is not the same as being retrieved to answer a question.

## This profile
- Claim or correct: https://koinonlink.com/claim?k=x_vaughanta
- Request removal: https://koinonlink.com/claim?k=x_vaughanta
- Terms: https://koinonlink.com/for-ai