ali-demirbas

@ali-demirbas source repo

11 skills
0 followers
9 hours ago last updated

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Web Research · ali-demirbas
Use when the user asks to search the web, look something up online, find articles or pages about a topic, or check what a website/documentation page says. Triggers on "web search", "search online", "look up", "find articles about", "check the docs for", "what does the website say". Produces evidence records (URL + verbatim quote + archive link), never conclusions — for synthesized findings with confidence status, the orchestrator routes to the full research-intelligence pipeline instead. Do NOT use for GitHub-specific queries (repos, code, issues — use github-research), Reddit/community queries (use reddit-research), or academic paper search (use academic-research).

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Blog Research · ali-demirbas
Use when the user asks to check what a specific blogger/expert has written, find tutorial or how-to content, or research opinion/practitioner writing on a topic. Triggers on "check their blog", "find a tutorial for", "what do practitioners say", "blog research". Produces evidence records (URL + verbatim quote + author credibility note), never conclusions. Do NOT use for official company documentation (use official-source-research), news coverage (use news-research), or general web pages with no identifiable author (use web-research).

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News Research · ali-demirbas
Use when the user asks to find news coverage of an event, check what press outlets reported, or research how an announcement was covered. Triggers on "find news about", "what did press say", "news coverage of", "news research". Produces evidence records (URL + verbatim quote + wire/syndication check), never conclusions. Do NOT use for the underlying official announcement itself (use official-source-research — trace to it, don't just cite the reprint), blog opinion pieces (use blog-research), or academic coverage (use academic-research).

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Source Verify · ali-demirbas
Use when evidence records exist with verification_status pending and need to be checked before synthesis — either because the user asks to "verify these sources", "check if this quote actually supports the claim", "audit this evidence", or because the orchestrator has just finished a collection pass and is handing off to verification before synthesis. This is the mandatory station between any source skill and the synthesizer — no source skill's evidence reaches findings.jsonl without passing through here first. Do NOT use this to collect new evidence (that's the individual source skills) or to compute finding status (that's the deterministic validator, scripts/validate_run.py — this skill only resolves evidence-level verification_status).

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Github Research · ali-demirbas
Use when the user asks to search GitHub, find repositories, check what a project's code/issues/PRs/releases say, or look up how something is implemented in open source. Triggers on "search GitHub", "find a repo for", "check the issues on", "how do they implement X", "github research". Produces evidence records (URL pinned to a commit SHA + verbatim quote + date), never conclusions. Do NOT use for general web search (use web-research), Reddit/community discussion (use reddit-research), or when the user just wants you to write code (that's normal coding, not research).

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Reddit Research · ali-demirbas
Use when the user asks to search Reddit, check what people are saying on a subreddit, find complaints or pain points, validate a product idea against community discussion, or track sentiment/trends on Reddit. Triggers on "search Reddit", "check r/", "what are people saying about", "Reddit complaints", "pain points on Reddit", "reddit research". Produces community-signal evidence records (permalink + verbatim quote + timestamp), never conclusions. Do NOT use for GitHub content (use github-research) or general web search (use web-research) — Reddit discussion ABOUT a GitHub project still belongs here, not github-research.

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Social Research · ali-demirbas
Use when the user asks to search X/Twitter, LinkedIn, Hacker News, Discord, or general forums for discussion of a topic (not Reddit — that's reddit-research). Triggers on "search Twitter/X", "check Hacker News", "LinkedIn discussion", "forum discussion about", "social research". Produces community-signal evidence records (URL + verbatim quote + timestamp), never conclusions. Do NOT use for Reddit (use reddit-research, which has its own dedicated access chain), GitHub discussion (use github-research), or general web pages (use web-research).

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Research Planner · ali-demirbas
Use when a research question needs to be broken into sub-questions, matched to which source skills apply, and given a search budget and stopping condition — before any source skill starts collecting. Triggers on "plan this research", "break this question down", or is invoked automatically by the research-intelligence orchestrator as its first stage. Do NOT use this to collect evidence yourself (dispatch the source skills for that) or to judge evidence quality (that's source-verify and the validator).

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Academic Research · ali-demirbas
Use when the user asks to find research papers, check what a study found, look up peer-reviewed literature, or verify a scientific/technical claim against published research. Triggers on "find papers on", "what does the research say", "peer-reviewed studies on", "academic research", "literature on X". Produces evidence records (DOI/URL + verbatim quote + peer-review status), never conclusions. Do NOT use for a blog's summary or interpretation of a paper (use blog-research, then cross-check against this skill when the claim is load-bearing), or for general web content (use web-research).

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Research Intelligence · ali-demirbas
Use when the user wants a research question investigated with a verifiable, cited evidence trail — "research X", "deep research on Y", "investigate Z and show sources", "give me a report with citations", or wants a synthesized answer with confidence levels rather than a raw search dump. For a single named source only ("just search the web", "just check GitHub", "just check Reddit"), let that specific source skill trigger directly instead — don't route those through this orchestrator.

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Official Source Research · ali-demirbas
Use when the user asks to check official documentation, a company's own announcement, a government/regulatory filing, or a standards body's specification. Triggers on "check the official docs", "what does the filing say", "official announcement", "regulatory source", "official-source research". Produces tier-1 evidence records (URL + verbatim quote), never conclusions. Do NOT use for press coverage of an official source (use news-research, which should trace back here anyway) or community discussion about an official source (use reddit-research/social-research).

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11 published skills