# Deep (@DeepStarts) on x

- id: koinon:creator:x_deepstarts
- url: https://koinonlink.com/kol/x/DeepStarts
- schema_version: 1.4

## Identity
- platform: x
- handle: DeepStarts
- platform_url: https://twitter.com/DeepStarts
- website: https://mandeepn.vercel.app
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 5806
- following: 2238
- posts_total: 17074
- posts_observed: 5
- posts_per_day: 40.174
- account_age_days: 425
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.01206
- best_post_interactions: 70
- 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对软件工程的影响, 开发者职场幽默, AI生成内容与现实对比, 技术小知识与实验
- bio: 20. Developer. @ Intern x3. l Dm for collab

## Audience (inferred)
- status: present
- description: young developers and AI tool users, primarily programmers and interns concerned about how AI is reshaping programming work
- roles: dev
- seniority: practitioner
- pain_points: over-reliance on AI leading to diminished critical thinking, anxiety over career competitiveness between senior engineers and junior developers using AI tools, uncertainty about job stability due to the impact of AI tools
- posts_analysed: 8
- confidence: 0.4

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

## Quality signals
- authenticity_score: 60
- authenticity_basis: engagement_observed
- credibility_score: 60
- flagged_for_review: false
- koinon_bd_grade: B — 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_deepstarts#8de6de2d] Unpopular opinion: Al isn't making everyone smarter. Overdependence is making many people worse thinkers. https://t.co/QRtJNop59G (https://twitter.com/DeepStarts/status/2069654649666482639)
- [x_deepstarts#7727b26f] https://t.co/ENailFZ6Ut
- [x_deepstarts#1fbd5b09] Principal Software Engineer (2022) V/S 12 years old kid + Claude (2026) https://t.co/PJwfoZ7Zpd
- [x_deepstarts#d9123661] The boss having nightmares about me going on a 2 weeks holiday https://t.co/m6LAzWq2Zb
- [x_deepstarts#612e29a2] https://t.co/j7GGVMsisH
- [x_deepstarts#dae55f63] What Chinese Al thinks paradise looks like: https://t.co/Ko5U7QQzce
- [x_deepstarts#45ba93d8] Can I ask a dumb question? If incognito mode doesn't hide me from websites, who is it actually hiding me from? https://t.co/ywrqLYGnQZ
- [x_deepstarts#9ed690e7] Is This Gold or copper that is Extracted From Old RAM ?? https://t.co/EueE9DN9Rt

## 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=77, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=77, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=77, 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=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=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=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: 77
- audience_updated_days_ago: 77

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