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Academic Netnographer | Skills Pool

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Academic Netnographer

High-fidelity digital ethnography and netnography research. Use when Gemini CLI needs to conduct participant-observation, on-chain forensics, or academic-grade documentation of online communities with APA 7th edition compliance.

victoremnm0 스타2026. 3. 3.

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카테고리: 디버깅

스킬 내용

Academic Netnography Skill

Core Workflow: The "Refute/Contest" Flywheel

Ingest: Use google_web_search and read_file to gather community narratives and primary sources.
Fact-Check: Conduct on-chain forensics (Dune/Axiom) or infrastructure audits to identify "Success vs. Reality" gaps.
Cite: Document findings using APA 7th Edition standards for digital/AI sources.
Contest: Explicitly seek out the "Devil's Advocate" position from Tier 1 skeptics.

APA 7th Edition Citation Guide (2026 Standards)

X (Twitter) Threads

Format: Author, A. A. [@username]. (Year, Month Day). First 20 words... [X thread]. X. URL
Example: Jezos, B. [@BasedBeffJezos]. (2026, February 18). [X thread]. X.

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Academic Netnographer

npx skillvault add victoremnm/victoremnm-ethnography-academic-netnographer-skill-md

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작성자: victoremnm
스타: 0
업데이트: 2026. 3. 3.
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이 페이지의 내용

01Academic Netnography Skill

Even the magma yearns for form. The thermodynamic god...

https://x.com/beffjezos/123

Farcaster Casts

Format: Author, A. A. [@username]. (Year, Month Day). First 20 words... [Cast]. Warpcast. URL
Example: Buterin, V. [@vitalik.eth]. (2026, January 16). 2026 is the year we take back lost ground in computing self-sovereignty... [Cast]. Warpcast. https://warpcast.com/vitalik.eth/0xabc

AI Agent / Large Language Model Output

Format: Company. (2026). Name of AI (Version) [Large language model]. URL
Example: Google. (2026). Gemini (March 1 version) [Large language model]. https://gemini.google.com/

Technical Documentation / Software

Format: Author/Company. (Year, Month Day). Title of Section. Website Name. URL
Example: Extropic. (2026, February). Thermodynamic Computing Roadmap: Z1 Chip. https://extropic.ai/Z1

Adversarial Research Framework

Every research deep-dive MUST include a "Contested Views" section challenging the community's core assumptions:

The "API Tether" Problem: Is the community truly sovereign or just wrapping centralized Big Tech?
The "Extraction Machine" Lens: Is the value being created (positive-sum) or just extracted (negative-sum)?
The "Luxury Belief" Risk: Is the ideology only viable for the digital elite?

Reference Material

See references/netnography_principles.md for Kozinets' foundational methods.
See references/apa_master_list.md for comprehensive citation examples.

02

Core Workflow: The "Refute/Contest" Flywheel

03APA 7th Edition Citation Guide (2026 Standards)

04X (Twitter) Threads

05Farcaster Casts

06AI Agent / Large Language Model Output

07Technical Documentation / Software

08Adversarial Research Framework

09Reference Material

Anthropologists and Archeologists

Session Logs

Search and analyze your own session logs (older/parent conversations) using jq.

OpenClaw Test Heap Leaks

Investigate `pnpm test` memory growth, Vitest worker OOMs, and suspicious RSS increases in OpenClaw using the `scripts/test-parallel.mjs` heap snapshot tooling. Use when Codex needs to reproduce test-lane memory growth, collect repeated `.heapsnapshot` files, compare snapshots from the same worker PID, triage likely transformed-module retention versus likely runtime leaks, and fix or reduce the impact by patching cleanup logic or isolating hotspot tests.

Node Connect

Diagnose OpenClaw node connection and pairing failures for Android, iOS, and macOS companion apps. Use when QR/setup code/manual connect fails, local Wi-Fi works but VPS/tailnet does not, or errors mention pairing required, unauthorized, bootstrap token invalid or expired, gateway.bind, gateway.remote.url, Tailscale, or plugins.entries.device-pair.config.publicUrl.

Openclaw Qa Testing

Run, watch, debug, and extend OpenClaw QA testing with qa-lab and qa-channel. Use when Codex needs to execute the repo-backed QA suite, inspect live QA artifacts, debug failing scenarios, add new QA scenarios, or explain the OpenClaw QA workflow. Prefer the live OpenAI lane with regular openai/gpt-5.4 in fast mode; do not use gpt-5.4-pro or gpt-5.4-mini unless the user explicitly overrides that policy.

Openclaw Secret Scanning Maintainer

Maintainer-only workflow for handling GitHub Secret Scanning alerts on OpenClaw. Use when Codex needs to triage, redact, clean up, and resolve secret leakage found in issue comments, issue bodies, PR comments, or other GitHub content.

Flags

Use when you need to check feature flag states, compare channels, or debug why a feature behaves differently across release channels.

Anthropologists and Archeologists