# André (@oracles) on x

- id: koinon:creator:x_oracles
- url: https://koinonlink.com/kol/x/oracles
- schema_version: 1.4

## Identity
- platform: x
- handle: oracles
- platform_url: https://twitter.com/oracles
- country: EU
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 4495
- following: 1603
- posts_total: 9174
- posts_observed: 5
- posts_per_day: 3.105
- account_age_days: 2955
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 1.11546
- best_post_interactions: 5014
- 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: 0.95
- category_source: derived_from_recent_content
- topics: timing of hiring in startups, pressure and motivation in early-stage building, AI tool development and platform feedback, founder mindset and personal growth

## Audience (inferred)
- status: present
- description: Early-stage founders and indie hackers building AI tools, mainly solo builders and small teams in tech
- roles: dev
- seniority: practitioner
- pain_points: Struggling to find the right timing to hire talent in a volatile market, Feeling pressure to ship fast but unsure how to balance quality and speed, Finding it hard to get attention from platform teams (like X) for product feedback or features
- posts_analysed: 8
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.2
- promotion_intent: 0.1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 72
- authenticity_basis: engagement_observed
- credibility_score: 72
- 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_oracles#50f4e35f] you have to love the game (https://twitter.com/oracles)
- [x_oracles#65ef493a] sometimes all you need is pressure.
- [x_oracles#15ac3999] big month.
- [x_oracles#a6a0f1aa] Best time to hire is now - not in a bull market :)
- [x_oracles#907879b8] Guys - he was 15… can’t make insane judgments on who he is today. I hope & believe people change throughout life and especially from a teenager to an adult. (He might be the same but can’t tell by this video lol) Once again keyboard warriors trying to push a successful person dow
- [x_oracles#e90c743b] https://t.co/TjcQrfXPYV
- [x_oracles#c3e7d92b] this! Respect for @leopoldasch
- [x_oracles#12c26e55] Can we bring the AI slop button to X? @nikitabier Thanks for your attention to this matter. https://t.co/U2eppCZ1HU

## 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=77, 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=77, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=121, 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=77, 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=121, 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=121, method=platform_profile

## Freshness
- profile_checked_days_ago: 121
- content_analysed_days_ago: 77
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 8
- 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_oracles
- Request removal: https://koinonlink.com/claim?k=x_oracles
- Terms: https://koinonlink.com/for-ai