# Synaptic (@synaptic_data) on x

- id: koinon:creator:x_synaptic_data
- url: https://koinonlink.com/kol/x/synaptic_data
- schema_version: 1.4

## Identity
- platform: x
- handle: synaptic_data
- platform_url: https://twitter.com/synaptic_data
- website: https://synaptic.com/
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 881
- following: 88
- posts_total: 1638
- posts_observed: 9
- posts_per_day: 0.612
- account_age_days: 2675
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00454
- best_post_interactions: 4
- measurement_source: x_post_interactions
- measurement_formula: interactions on one post — likes, or likes + reposts + replies depending on the discovery path (the two are not distinguishable in the stored data)
- comparable_pool: peak_interactions
- status_note: We have only the single best observed post, so no mean exists. peak_post_engagement_rate is an UPPER BOUND, systematically higher than an average — never compare it against an average rate.
- 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: ai_tools
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: AI in drug discovery, AI-driven physical robotics, Early-stage AI startup investing, Credibility assessment of top AI researchers, Private investment in frontier AI technologies
- bio: Deal Sourcing & Portfolio Management tools for Private Investors

## Audience (inferred)
- status: present
- description: Private investors focused on early-stage tech and AI-driven innovation, particularly in biotech and robotics
- roles: general_ai
- seniority: decision_maker
- pain_points: Struggling to identify high-potential AI startups with real-world applications, Finding it hard to evaluate the technical credibility of AI research teams, Lacking access to early-stage deal flow in cutting-edge AI domains like AI-designed drugs and physical intelligence
- posts_analysed: 5
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 67
- authenticity_basis: engagement_observed
- credibility_score: 67
- flagged_for_review: false
- koinon_bd_grade: A — 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_synaptic_data#d9bd4b12] https://t.co/j2JCKtR0JQ (https://twitter.com/synaptic_data/status/1790007401472500072)
- [x_synaptic_data#dcde2558] 💊 Big Pharma is making billion-dollar bets on AI-designed drugs. → Lilly, @Novartis & J&J partnered with @IsomorphicLabs → Lilly launched a major AI drug discovery initiative with NVIDIA We mapped 110+ startups across 8 layers of the AI drug discovery stack 👇 [🧵 1/10] 
- [x_synaptic_data#48243aa0] https://t.co/cV4e2MujSi
- [x_synaptic_data#68f6051d] Two of the most credentialed researchers in AI just raised $2B betting on what comes next. The question now: can they act in the real world? This week's Tip-Offs spotlights World Models and the architects of the post-transformer era → [🧵 1/4] https://t.co/dBjlKDMRGR
- [x_synaptic_data#15bdf63c] 🦾 The age of physical intelligence is here. AI is moving beyond text & images into the physical world, powering robots with perception, reasoning & action. We mapped 90+ leading startups across 6 key layers. This is the stack pioneering Physical AI in 2026 👇 [

## 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=20, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=80, 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=80, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=108, 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=0.5, freshness_days=80, 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=108, 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=108, method=platform_profile

## Freshness
- profile_checked_days_ago: 108
- content_analysed_days_ago: 80
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 11
- 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_synaptic_data
- Request removal: https://koinonlink.com/claim?k=x_synaptic_data
- Terms: https://koinonlink.com/for-ai