# Sumanyu Sharma 🍫 (@sumanyu) on x

- id: koinon:creator:x_sumanyu
- url: https://koinonlink.com/kol/x/sumanyu
- schema_version: 1.4

## Identity
- platform: x
- handle: sumanyu
- platform_url: https://twitter.com/sumanyu
- website: https://hamming.ai/
- country: Canada
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 887
- following: 544
- posts_total: 1043
- posts_observed: 4
- posts_per_day: 0.212
- account_age_days: 4915
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00113
- best_post_interactions: 1
- 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: Conversational AI agents, Agent safety and alignment, On-device AI inference, AI deployment challenges, Proprietary conversational data, Startup growth in AI
- bio: Building https://t.co/vB4uyOcrPt (YC S24); ex-@Tesla, ex-@CitizenApp, @UWaterloo eng; made in 🇨🇦 aka bopnchocolate

## Audience (inferred)
- status: present
- description: AI/ML engineers and product builders focused on conversational AI, agent systems, and real-world deployment challenges
- roles: dev
- seniority: practitioner
- pain_points: Struggling with inconsistent behavior of AI agents across different environments (e.g., local vs. cloud), Facing ethical and safety risks from agents that follow goals too literally, Having difficulty building reliable, autonomous customer experience (CX) agents at scale, Lacking access to high-quality proprietary conversational data for training
- posts_analysed: 7
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 52
- authenticity_basis: engagement_observed
- credibility_score: 52
- 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_sumanyu#74c9e481] Voice QA just inherited “works on my machine” as a literal failure mode. @DeepgramAI is bringing Nova-3 to Snapdragon X PCs. Same calls. Cloud vs. device. Compare the outcomes. (https://twitter.com/sumanyu/status/2073864526387130736)
- [x_sumanyu#ec6e354c] Tibo is the modern Korin giving out senzu beans like candy @thsottiaux https://t.co/aQ9m8ywJAR
- [x_sumanyu#633cb594] An agent does not need to ignore its goal to become dangerous. It can follow the goal too well, through paths nobody intended. That is the real lesson from the @OpenAI / @huggingface incident.
- [x_sumanyu#1fe2d439] Jared @snowmaker is a real OG, super fun working with him
- [x_sumanyu#f59010d0] Shortly after we filmed this, we semi-autonomously jailbroke a 500b+ ecomm brand's CX agent 👀
- [x_sumanyu#670abedb] Congrats to the @rimelabs team on the $24M Series A. More than 100M monthly interactions. And a plan to 10x its investment in proprietary conversational data. Rime is making a serious bet on what comes after conventional text-to-speech: enterprise-ready speech-to-speech

## 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: 11
- 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_sumanyu
- Request removal: https://koinonlink.com/claim?k=x_sumanyu
- Terms: https://koinonlink.com/for-ai