# Ashish Agarwal (@asagarwal) on x

- id: koinon:creator:x_asagarwal
- url: https://koinonlink.com/kol/x/asagarwal
- schema_version: 1.4

## Identity
- platform: x
- handle: asagarwal
- platform_url: https://twitter.com/asagarwal
- website: https://academy.asagarwal.com/home-page
- country: Singapore
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 1526
- following: 133
- posts_total: 4054
- posts_observed: 1
- posts_per_day: 0.6
- account_age_days: 6753
- verified: false
- size_tier: nano

## Engagement
- status: not_collected
- status_note: Engagement has not been collected for this creator yet. This is a gap in our collection, NOT a statement that the creator has no engagement. Follower count is known, so it is measurable.
- 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: devtools
- category_confidence: 0.88
- category_source: derived_from_recent_content
- topics: Salesforce Summer '26 release tips, Agentforce multi-agent orchestration, Flow Builder styling and components, Apex classes and development, Salesforce admin/developer tooling
- bio: #Agentforce Architect - Training, Advisory, Implementation ⚡️36x Certified, 1350+ Trailhead Badges 🎖200+ Step-by-Step Guides on Salesforce 📚

## Audience (inferred)
- status: present
- description: Salesforce admins, developers and architects implementing Agentforce, flows and Apex
- roles: automation
- seniority: practitioner
- pain_points: Keeping up with quarterly Salesforce release features, Building and orchestrating multi-agent setups in Agentforce, Customizing screen flows and debugging Apex without heavy coding, Accessing modern tools like Web Console for SOQL/logs inside the org
- posts_analysed: 4
- 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: 57
- authenticity_basis: profile_shape_only
- credibility_score: 57
- 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_asagarwal#aae9efcc] #SalesforceSummer26 [Tip 31] - Style Screen Flow Components in Flow Builder Summer '26 adds no-code styling for more screen flow components—Action Button, Address, Lookup, Slider, Toggle, and more. Select a component, open the Style tab. https://t.co/ANIe0w6hP2 https://t.co/f8igr (https://twitter.com/asagarwal/status/2072553383819382907)
- [x_asagarwal#d5c6ae24] #SalesforceSummer26 [Tip 30] - Multi-Agent Orchestration (Beta) Pick one Agentforce agent as the orchestrator and connect specialized agents as subagents. Users talk to one agent; it calls in the right specialist behind the scenes. https://t.co/EITGauxSWR https://t.co/PkBz57YoPb
- [x_asagarwal#08e2d20d] #SalesforceSummer26 [Tip 29] - Introducing Web Console (Beta) A modern, browser-based IDE inside Salesforce: build SOQL, set trace flags, read logs, run anonymous Apex—all in one place. Opens automatically over Apex Classes in Setup. https://t.co/d6qLwEgCIU https://t.co/zVR9mXeMo
- [x_asagarwal#df31cf2c] #SalesforceSummer26 [Tip 28] - Apex Classes

## 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=67, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=67, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=67, 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=111, 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=0.25, 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=111, 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=111, method=platform_profile

## Freshness
- profile_checked_days_ago: 111
- content_analysed_days_ago: 80
- audience_updated_days_ago: 67

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