# Tom Dörr (@tom_doerr) on x

- id: koinon:creator:x_tom_doerr
- url: https://koinonlink.com/kol/x/tom_doerr
- schema_version: 1.4

## Identity
- platform: x
- handle: tom_doerr
- platform_url: https://twitter.com/tom_doerr
- website: https://tom-doerr.github.io/repo_posts/
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 212493
- following: 2592
- posts_total: 55202
- posts_observed: 22
- posts_per_day: 25.415
- account_age_days: 2172
- verified: true
- size_tier: kol

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00143
- best_post_interactions: 304
- 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-powered automation, Cybersecurity and penetration testing, Reverse engineering iOS and Android apps, Threat intelligence from dark web sources, AI model performance tracking in real-world scenarios, Crypto trading automation with custom AI
- bio: Follow for posts about GitHub repos, DSPy, and agents
Subscribe for top posts
DM to share your AI project (Due to volume of DMs I'll prioritize subscribers)

## Audience (inferred)
- status: present
- description: Developers and security researchers focused on AI automation, reverse engineering, and penetration testing
- roles: dev
- seniority: practitioner
- pain_points: Struggling to find reliable, up-to-date tools for deep web threat intelligence collection, Frustrated by the complexity of decrypting iOS app bundles for analysis, Having difficulty automating crypto trading strategies with custom AI models, Lacking accessible, well-organized red teaming and pentesting cheat sheets
- posts_analysed: 7
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 1
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 100
- authenticity_basis: engagement_observed
- credibility_score: 100
- 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_tom_doerr#cadebc91] PowerTrader_AI automates crypto trading with custom price prediction AI and tiered DCA https://t.co/bZZJnN33sP https://t.co/Q15LwU03uB (https://twitter.com/tom_doerr)
- [x_tom_doerr#c945e36c] Collects cyber threat intelligence sources from the deep and dark web https://t.co/kPdNwCX4Tn https://t.co/kclSYOFmzI
- [x_tom_doerr#938b8b01] FairPlay decrypter converting App Store bundle IDs into decrypted .ipa files https://t.co/5e18JNhwjf https://t.co/VyLu3VJJMz
- [x_tom_doerr#8b12a880] FutureShow tracks DeepSeek, GPT-5, and Gemini performance in live real-world event forecasting. https://t.co/sYreaUd7y2 https://t.co/mkNFKyu21Z
- [x_tom_doerr#4d0d8282] Collection of Chinese and English resume templates https://t.co/y5p8j7fNzp https://t.co/maPmU08qlO
- [x_tom_doerr#1d0a58ec] Red Teaming and pentesting cheatsheet covering exploitation, privilege escalation, and C2 frameworks https://t.co/lAe4dQWa9Y https://t.co/RtdEpI4CM3
- [x_tom_doerr#329a9f0b] Downloads Google Play APKs with automatic split APK merging https://t.co/72Tx01OdqD https://t.co/cTzcfFwDYM
- [x_tom_doerr#9f918a8c] Runs a

## 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=21, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=21, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=21, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=111, 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=111, 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=111, 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: 111
- audience_updated_days_ago: 21

## AI retrieval
- indexing_requests: 14
- 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_tom_doerr
- Request removal: https://koinonlink.com/claim?k=x_tom_doerr
- Terms: https://koinonlink.com/for-ai