# DL Research (@dl_research) on x

- id: koinon:creator:x_dl_research
- url: https://koinonlink.com/kol/x/dl_research
- schema_version: 1.4

## Identity
- platform: x
- handle: dl_research
- platform_url: https://twitter.com/dl_research
- website: http://www.dlnews.com/research/
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 3821
- following: 37
- posts_total: 1887
- posts_observed: 31
- posts_per_day: 2.069
- account_age_days: 912
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.02879
- best_post_interactions: 110
- 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: fintech
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: RWAfi market reports and tokenization trends, DeFi infrastructure, privacy and formal verification, Regulatory developments like MiCA, Agentic finance and data trust solutions, Bitcoin L1 smart contracts and new DeFi primitives

## Audience (inferred)
- status: present
- description: Web3/DeFi analysts, researchers and crypto industry professionals focused on RWAs, infrastructure and privacy
- roles: none
- seniority: practitioner
- pain_points: Tokenized assets not translating into real on-chain usage and liquidity, Regulatory fragmentation and offshore volume in crypto derivatives, DeFi products optimizing for APY instead of proper risk management, Lack of cryptographic trust and verifiable data for agentic finance systems
- posts_analysed: 20
- confidence: 0.6

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

## Quality signals
- authenticity_score: 73
- authenticity_basis: engagement_observed
- credibility_score: 73
- 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_dl_research#ca044f71] The @pharos_network built an ocean. @circle made sure it had somewhere to flow. We spoke with @wishlonger, @michellek_web3, and Spencer Jaffe at EthCC about the compliance rails, institutional throughput, and settlement infra RealFi needs to scale: https://t.co/gWYML45BuZ (https://twitter.com/dl_research/status/2026320957762142277)
- [x_dl_research#3dd87973] Join the DLR analysts next Monday as they dive into topics straight from the State of RWAfi Q1 2026 report: → Is RWAfi one market or many? → The rapid growth of tokenised stocks → What's happening in private credit → Permissioned vs permissionless RWA See you then! https://t.co/u
- [x_dl_research#7e9ba3f5] https://t.co/QLhmWcRIqR
- [x_dl_research#e7e155e8] What's the current state of RWAfi? tokenised ≠ used. Nearly $30 billion dollars. That's the amount of real-world assets tokenised onchain. Yet only $1.9 billion is being put to work. So where's the disconnect? This is one of the topics we explored in our latest report with @DefiL
- [x_dl_research#e634f645] 95% of EU crypto derivatives volume was offshore. Until now. After @okx announced MiCA-regulated X-Perps at @ParisBlockWeek, we spoke to OKX Europe CEO @EraldOnChain about bringing perps volume back onshore and the future of regulated trading in the EU. https://t.co/09PZxvZLEj
- [x_dl_research#f171cc59] The State of RWAFi Q1 2026 Report is here. Developed in collaboration with @DefiLlama, this report breaks down tokenised commodities, equities, real estate & alternative finance. Same macro trend, yet evolving differently under unique constraints. https://t.co/arOeCRFwuz http
- [x_dl_research#10e1118c] "Users who take the risk of holding a stablecoin deserve a share of the returns. Otherwise the system mirrors a traditional bank." At @ParisBlockWeek, we spoke with @usualmoney @Pierr_Person about who stablecoins really work for and how he's changing it: https://t.co/kpzvrgvQBK
- [x_dl_research#b93d7398] https://t.co/DYBGqX1Cz6

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

- audience.description: source_type=ai_inferred, confidence=0.6, freshness_days=76, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.6, freshness_days=76, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.6, freshness_days=76, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=76, 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=76, 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=76, 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: 76
- audience_updated_days_ago: 76

## 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_dl_research
- Request removal: https://koinonlink.com/claim?k=x_dl_research
- Terms: https://koinonlink.com/for-ai