# Soham Dasgupta (@iamsoham) on x

- id: koinon:creator:x_iamsoham
- url: https://koinonlink.com/kol/x/iamsoham
- schema_version: 1.4

## Identity
- platform: x
- handle: iamsoham
- platform_url: https://twitter.com/iamsoham
- website: https://medium.com/@iam.soham
- country: Netherlands
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 589
- following: 554
- posts_total: 1681
- posts_observed: 3
- posts_per_day: 0.262
- account_age_days: 6428
- verified: false
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.02207
- best_post_interactions: 13
- 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: AI application development with LangChain4j, Cloud-native development with Java, LLM and RAG implementations, Tech conference experiences and speaker quality, Spring AI and Semantic Kernel integration
- bio: Technology enthusiast | Java Geek | Cloud Native | Blogger | Speaker | Microsoft | Azure Cloud Architect | Opinions are my own

## Audience (inferred)
- status: present
- description: Java and cloud-native developers, especially those interested in AI/ML integration with Spring and LangChain, attending tech events like dev2next
- roles: dev
- seniority: practitioner
- pain_points: Struggling to find reliable, in-depth technical sessions on AI application development at conferences, Finding duplicate or low-quality content from the same speakers at major tech events, Difficulty in keeping up with fast-evolving AI frameworks like LangChain4j and SemanticKernel
- posts_analysed: 8
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.7
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 39
- authenticity_basis: engagement_observed
- credibility_score: 39
- 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_iamsoham#9d267291] Brag about more than 800 #submissions and then accepting more than 2-3 sessions from same speaker(s) on the same/similar topic..Wow if this is not #nepotism I don't know what is. At least I know where #NOT to submit anymore (not that it makes any difference) #seriouslyFrustrated (https://twitter.com/iamsoham/status/1092820231439949825)
- [x_iamsoham#45382d14] For a moment, I thought this was real 😅😅😅😅
- [x_iamsoham#059bbe6b] I'm at @gsas_io for next couple of days in beautiful #Barcelona will be presenting #RAGatouille #LLM #RAG #Microsoft https://t.co/29paGSvRel
- [x_iamsoham#42692f05] Talking about linear algebra is what makes @mgrygles enthusiastic ☺️☺️ #WeAreMathNerds 🙌🙌 https://t.co/pt15YkqJPS
- [x_iamsoham#f002f517] How to build AI applications using @langchain4j #SpringAI #SemanticKernel by @marcushellberg at @dev2next https://t.co/xTIScb81fq
- [x_iamsoham#ffca9d14] @BrianVerm live coding at @dev2next https://t.co/rxj1jiQsAP
- [x_iamsoham#16f6a1c0] @mkheck talking about fun with #GenAI at @dev2next https://t.co/VTP6bCxCHd
- [x_iamsoham#14afce12] Hello #Jetlag.. I forgot how annoyi

## 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: 9
- 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_iamsoham
- Request removal: https://koinonlink.com/claim?k=x_iamsoham
- Terms: https://koinonlink.com/for-ai