# Nikhil | Coding + AI Tools (@fullstackparody) on threads

- id: koinon:creator:threads_fullstackparody
- url: https://koinonlink.com/kol/threads/fullstackparody
- schema_version: 1.4

## Identity
- platform: threads
- handle: fullstackparody
- platform_url: https://www.threads.net/@fullstackparody
- entity_type: creator
- person_id: koinon:person:instagram_fullstackparody

## Reach
- followers: 2140
- posts_observed: 1
- verified: true
- 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: ai_tools
- category_confidence: 0.98
- category_source: derived_from_recent_content
- topics: AI agent development, Advanced AI tool usage (Claude Code), AI workflow automation, Production-grade AI systems, Market data integration for AI, Subagents and graph-based AI architectures

## Audience (inferred)
- status: present
- description: Developers and technical builders using AI tools to create production-grade AI agents and workflows
- roles: dev
- seniority: practitioner
- pain_points: Struggling to unlock the full potential of AI coding tools like Claude Code, Finding it hard to design scalable, stateful AI agent systems, Lacking real-time market data integration for AI-generated content to be effective
- posts_analysed: 3
- 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: 51
- authenticity_basis: profile_shape_only
- credibility_score: 51
- 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
- [threads_fullstackparody#1048116a] You installed Claude Code. You’re using 20% of it. CLAUDE.md, slash commands, subagents, plan mode, and hooks are the 5 features that actually change how fast you ship. Save this and set them up tonight. #claudecode #ai #coding #devtools #aitools softwareengineering buildinpublic (https://www.threads.com/@fullstackparody/post/DaAsWU4DN8g)
- [threads_fullstackparody#453be01d] Loop engineering is already old news. Graph engineering is the skill behind 70% of production AI agents. Nodes do the work, edges route it, state remembers, the harness keeps it alive. Save this for your next agent build. #ai #aiagents #graphengineering #langgraph #coding devtool
- [threads_fullstackparody#4ade9248] Your AI can write ads... but it doesn’t know what’s selling. Topview MCP plugs into Claude with built-in Amazon, YouTube, TikTok Shop & Shopee data. One product link in → campaign plan + ad video out. Comment “AI” for the full workflow. #topviewai #topviewmcp #aivideo #aimarketin

## 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=21, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=21, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=21, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=79, 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=79, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=119, 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=79, 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=119, 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=119, method=platform_profile

## Freshness
- profile_checked_days_ago: 119
- content_analysed_days_ago: 79
- audience_updated_days_ago: 21

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