Research
zhongkaifu/TensorSharp
A skill your agent uses for web searches and current information lookups, finding sources, fact-checking, researching questions, comparing sources, or summarising web pages.
A skill your agent uses whenever the user asks to talk with, roleplay, interview, quote, fact-check, or apply the reasoning of 梁文锋/Liang Wenfeng from the bundled May 20 investor-meeting transcript.
Install Z Liang Wenfeng Grounded Voice
$ npx skills add tjxj/z-skills --skill z-liang-wenfeng-grounded-voice -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install tjxj/z-skills z-liang-wenfeng-grounded-voice --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/tjxj/z-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/z-liang-wenfeng-grounded-voice .claude/skills/z-liang-wenfeng-grounded-voice && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "z-liang-wenfeng-grounded-voice" agent skill from https://github.com/tjxj/z-skills/tree/main/z-liang-wenfeng-grounded-voice into .claude/skills/z-liang-wenfeng-grounded-voice/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "z-liang-wenfeng-grounded-voice", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/tjxj/z-skills/tree/main/z-liang-wenfeng-grounded-voiceType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add tjxj/z-skills --skill z-liang-wenfeng-grounded-voice -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install tjxj/z-skills z-liang-wenfeng-grounded-voice --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/tjxj/z-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/z-liang-wenfeng-grounded-voice .agents/skills/z-liang-wenfeng-grounded-voice && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "z-liang-wenfeng-grounded-voice" agent skill from https://github.com/tjxj/z-skills/tree/main/z-liang-wenfeng-grounded-voice into .agents/skills/z-liang-wenfeng-grounded-voice/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "z-liang-wenfeng-grounded-voice", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add tjxj/z-skills --skill z-liang-wenfeng-grounded-voice -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install tjxj/z-skills z-liang-wenfeng-grounded-voice --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/tjxj/z-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/z-liang-wenfeng-grounded-voice .cursor/skills/z-liang-wenfeng-grounded-voice && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "z-liang-wenfeng-grounded-voice" agent skill from https://github.com/tjxj/z-skills/tree/main/z-liang-wenfeng-grounded-voice into .cursor/skills/z-liang-wenfeng-grounded-voice/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "z-liang-wenfeng-grounded-voice", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/tjxj/z-skills.git --path z-liang-wenfeng-grounded-voice--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add tjxj/z-skills --skill z-liang-wenfeng-grounded-voice -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install tjxj/z-skills z-liang-wenfeng-grounded-voice --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/tjxj/z-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/z-liang-wenfeng-grounded-voice .gemini/skills/z-liang-wenfeng-grounded-voice && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "z-liang-wenfeng-grounded-voice" agent skill from https://github.com/tjxj/z-skills/tree/main/z-liang-wenfeng-grounded-voice into .gemini/skills/z-liang-wenfeng-grounded-voice/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "z-liang-wenfeng-grounded-voice", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install tjxj/z-skills z-liang-wenfeng-grounded-voiceInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add tjxj/z-skills --skill z-liang-wenfeng-grounded-voice -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/tjxj/z-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/z-liang-wenfeng-grounded-voice .github/skills/z-liang-wenfeng-grounded-voice && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "z-liang-wenfeng-grounded-voice" agent skill from https://github.com/tjxj/z-skills/tree/main/z-liang-wenfeng-grounded-voice into .github/skills/z-liang-wenfeng-grounded-voice/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "z-liang-wenfeng-grounded-voice", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add tjxj/z-skills --skill z-liang-wenfeng-grounded-voice -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install tjxj/z-skills z-liang-wenfeng-grounded-voice --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/tjxj/z-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/z-liang-wenfeng-grounded-voice .opencode/skills/z-liang-wenfeng-grounded-voice && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "z-liang-wenfeng-grounded-voice" agent skill from https://github.com/tjxj/z-skills/tree/main/z-liang-wenfeng-grounded-voice into .opencode/skills/z-liang-wenfeng-grounded-voice/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "z-liang-wenfeng-grounded-voice", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
z-liang-wenfeng-grounded-voice- GitHub stars
- 548
- Token cost
- ~1.4k tokens
- SKILL.md length
- 741 words
- Files
- 13 (incl. references)
- Skills in repo
- 15
- Repo updated
- First seen
- Licence
- None found
At a glance
A skill your agent uses whenever the user asks to talk with, roleplay, interview, quote, fact-check, or apply the reasoning of 梁文锋/Liang Wenfeng from the bundled May 20 investor-meeting transcript.
- Works in 8 steps: Read references/topic-index.md. → Turn the user's wording into a retrieval… → Run one structured search → …
- The user asks to talk with
- SKILL.md covers Goal, Retrieval is mandatory, Choose the mode and Grounding ladder, plus 3 more sections
- Runs Python scripts from its folder; calls python3
What it does
Z Liang Wenfeng Grounded Voice is an agent skill from tjxj/z-skills. Use this skill whenever the user asks to talk with, roleplay, interview, quote, fact-check, or apply the reasoning of 梁文锋/Liang Wenfeng from the bundled May 20 investor-meeting transcript. Trigger for DeepSeek strategy, open source, commercialization, AGI, Agents, compute, chips, management, company comparisons, “你是梁文锋/梁文锋怎么看”, first-person simulations, source audits, page citations, and public-article claim checks. Ground answers in the transcript and preserve source boundaries.
Its SKILL.md is about 1.4k tokens, which your agent loads only when the skill is triggered. The skill folder holds 16 other files, including reference files (for example `README.md`, `evals/evals.json` and `examples/golden-answers.md`).
It sits in Research & Science, covering Fact-checking and source verification and Citation management. It works with DeepSeek. The repository describes itself as: A collection of reusable skills.
When your agent uses it
- The user asks to talk with
- Apply the reasoning of 梁文锋/Liang Wenfeng from the bundled May 20 investor-meeting transcript
- DeepSeek strategy
- Commercialization
Example prompts
- “你是梁文锋/梁文锋怎么看”
- “/z-liang-wenfeng-grounded-voice”
Requirements
- Python 3
Workflow steps
8 steps, taken from the first numbered list in SKILL.md.
- Read references/topic-index.md.
- Turn the user's wording into a retrieval plan with 3–8 expressions: the core phrase, synonyms, related concepts, and wording the…
- Run one structured search
- Inspect the returned evidence objects. Each object keeps the document, PDF page, timestamp, section, matched terms, score, complete…
- Ask internally whether the evidence covers both the conclusion and the mechanism behind it.
- If evidence is incomplete, change the expressions and run a second search. Do not merely increase --top-k.
- Read the relevant pages in references/transcript-by-page.md when search results are fragmented, conflicting, low-confidence, or still…
- Only then apply the grounding ladder and answer.
What it can do on your machine
Read from SKILL.md and the folder at commit a29467e. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
Ships script files (Python), which the agent can run.
Shell commands in SKILL.md call:
python3
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Z Liang Wenfeng Grounded Voice loads about 1.4k tokens when it runs, and up to ~198k if it reads all its reference files. Until then it costs about 129 tokens; SKILL.md has 741 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
Without a licence we can't republish the file, so here is its outline and opening line. It has 741 words (~1,426 tokens).
“Answer naturally in a first-person simulated voice while remaining anchored to the supplied transcript. The user should receive an answer, not an evidence-audit report.”
- name
- z-liang-wenfeng-grounded-voice
Files
SKILL.md and 12 other files (references) in z-liang-wenfeng-grounded-voice of tjxj/z-skills.
- SKILL.md
- README.md
- evals/evals.json
- examples/golden-answers.md
- references/source-reliability.md
- references/source.pdf
- references/topic-index.md
- references/transcript-by-page.md
- references/transcript.txt
- references/voice-guide.md
- search_source.py
- tests/test-cases.md
- tests/test_search_source.py
Open the folder on GitHubat commit a29467e
Compare with similar skills
Z Liang Wenfeng Grounded Voice next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Z Liang Wenfeng Grounded Voice this skilltjxj/z-skills | 548 | — | ~1.4k | Automated safety check: Pass | None | |
| Researchzhongkaifu/TensorSharp | 568 | — | ~2.3k | Automated safety check: Warn | BSD-3-Clause | |
| Citation Verification GuideGalaxy-Dawn/claude-scholar | 5.7k | 2 repos | ~1.9k | Automated safety check: Pass | MIT | |
| Article Fact Checkerdigoal/blog | 8.6k | — | ~939 | Automated safety check: Pass | GPL-2.0 | |
| Citation VerificationLight0305/Light-skills | 640 | — | ~3.4k | Automated safety check: Pass | MIT | |
| Grounded CitationsNousResearch/hermes-agent | 253k | — | ~3.1k | Automated safety check: Pass | MIT |
Similar skills
Citation Verification Guide
Galaxy-Dawn/claude-scholar
Reference guidance for checking every citation in academic writing against canonical sources such as DOI, arXiv, CrossRef and Semantic Scholar, to catch fake or wrong references.
Article Fact Checker
digoal/blog
三层审查模型,逐段逐句验证文章真伪、证据链与逻辑结构。Use when the user asks to fact-check, verify, audit, or evaluate the credibility of an article, essay, report, opinion piece, social-media post, or any written claim —…
Citation Verification
Light0305/Light-skills
Verifies that every reference in a manuscript is real, correctly identified and actually supports its claim, and produces a citation registry for typesetting.
Grounded Citations
NousResearch/hermes-agent
Attaches a numbered, URL-backed citation to every outside fact in an answer or document, rejecting quotes that aren't real.
Reference Verifier
Yuan1z0825/nature-skills
Cross-checks each academic reference against several sources field by field, flags conflicts such as year, DOI, author order and page errors, and outputs a structured report.
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Related
Works with
Categories
Questions about Z Liang Wenfeng Grounded Voice
What does Z Liang Wenfeng Grounded Voice do?
A skill your agent uses whenever the user asks to talk with, roleplay, interview, quote, fact-check, or apply the reasoning of 梁文锋/Liang Wenfeng from the bundled May 20 investor-meeting transcript. Z Liang Wenfeng Grounded Voice is an agent skill from tjxj/z-skills. Use this skill whenever the user asks to talk with, roleplay, interview, quote, fact-check, or apply the reasoning of 梁文锋/Liang Wenfeng from the bundled May 20 investor-meeting transcript.
When should I use Z Liang Wenfeng Grounded Voice?
Z Liang Wenfeng Grounded Voice fits situations like: the user asks to talk with; apply the reasoning of 梁文锋/Liang Wenfeng from the bundled May 20 investor-meeting transcript; deepSeek strategy; commercialization.
How do I install Z Liang Wenfeng Grounded Voice in Claude Code?
Run `npx skills add tjxj/z-skills --skill z-liang-wenfeng-grounded-voice -a claude-code`. Or copy the skill folder (z-liang-wenfeng-grounded-voice in tjxj/z-skills) into .claude/skills/z-liang-wenfeng-grounded-voice in your project. Claude Code loads it when a task matches its description.
How do I install Z Liang Wenfeng Grounded Voice in Codex?
Run `npx skills add tjxj/z-skills --skill z-liang-wenfeng-grounded-voice -a codex`. Or copy the skill folder (z-liang-wenfeng-grounded-voice in tjxj/z-skills) into .agents/skills/z-liang-wenfeng-grounded-voice in your project. Codex loads it when a task matches its description.
Can I use Z Liang Wenfeng Grounded Voice in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add tjxj/z-skills --skill z-liang-wenfeng-grounded-voice -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/z-liang-wenfeng-grounded-voice, .gemini/skills/z-liang-wenfeng-grounded-voice, .github/skills/z-liang-wenfeng-grounded-voice and .opencode/skills/z-liang-wenfeng-grounded-voice in your project.
What does Z Liang Wenfeng Grounded Voice need to run?
Going by SKILL.md and its folder, Z Liang Wenfeng Grounded Voice needs Python for the scripts in its folder and the command-line tools its instructions call (python3). Our summary lists: Python 3.
Does Z Liang Wenfeng Grounded Voice access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Z Liang Wenfeng Grounded Voice safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Z Liang Wenfeng Grounded Voice use?
No licence was found for Z Liang Wenfeng Grounded Voice or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Z Liang Wenfeng Grounded Voice use?
About 1.4k tokens (SKILL.md is roughly 5.7k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 197k tokens, read only when the agent opens those files.
What are the alternatives to Z Liang Wenfeng Grounded Voice?
Skills that share tags, products or a category with Z Liang Wenfeng Grounded Voice: Research (zhongkaifu/TensorSharp, 568 stars), Citation Verification Guide (Galaxy-Dawn/claude-scholar, 5.7k stars), Article Fact Checker (digoal/blog, 8.6k stars) and Citation Verification (Light0305/Light-skills, 640 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Z Liang Wenfeng Grounded Voice?
tjxj (a GitHub user) maintains it in tjxj/z-skills, which has 548 GitHub stars. The repository holds 15 skills in this directory. The repository was last updated on September 22, 2026.
Source: tjxj/z-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.