不属于以上分类的技能（1.4万 个）
Deliberating decisions and founder priorities through multi-perspective, named-expert, and YC-style advisory lenses. Use for verdicts, office hours, or expert critique; not implementation.
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Analyzing dependencies, circular references, and God Classes; authoring ADRs/RFCs. Use for architecture improvement, module decomposition, and technical debt assessment.
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Verifying spec compliance: extracts ACs from specs, adversarially checks conformance, generates BDD scenarios and traceability matrices. Use when impl must be proven to match a PRD/SRS/AC.
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Curating cross-agent knowledge and institutional memory: extracts patterns from agent journals into METAPATTERNS.md, detects knowledge decay, propagates best practices. Use for memory curation.
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7-Stage Bug Bounty Pipeline & 14-Point Mandatory Pre-Submission Quality Gate. Prevents false positives, severity inflation, and premature submissions.
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Bug bounty report writing for H1/Bugcrowd/Intigriti/Immunefi — report templates, human tone guidelines, impact-first writing, CVSS 3.1 scoring, title formula, impact statement formula, severity decision guide, downgrade counters, pre-submit checklist. Use after validating a finding and before submitting. Never use "could potentially" — prove it or don't report.
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Finding validation before writing any report — 7-Question Gate (all 7 questions), 4 pre-submission gates, always-rejected list, conditionally valid with chain table, CVSS 3.1 quick reference, severity decision guide, report title formula, 60-second pre-submit checklist. Use BEFORE writing any report. One wrong answer = kill the finding and move on. Saves N/A ratio.
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Red team tactics principles based on MITRE ATT&CK. Attack phases, detection evasion, reporting.
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Comprehensive techniques for acquiring, analyzing, and extracting artifacts from memory dumps for incident response and malware analysis.
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Expert reverse engineer specializing in binary analysis, disassembly, decompilation, and software analysis. Masters IDA Pro, Ghidra, radare2, x64dbg, and modern RE toolchains.
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Work with multi-version packages under pkgs-many (guile, go, erlang, perl, openssl, ...). Use when adding or changing a package that ships several versions side by side — covers the default.nix/variants.nix/generic.nix three-file pattern, the packageOlder/packageAtLeast version helpers, and mkVariantPassthru.
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Package a CMake-based project for corepkgs. Use when a source tree has a CMakeLists.txt — covers the minimal derivation, cmakeEntries, cross-compilation, and diagnosing CMake configure failures.
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corepkgs packaging conventions. Use when writing or reviewing any pkgs/<name>/default.nix — covers package organization (auto-registration, top-level.nix, alternative implementations), the finalAttrs pattern, meta attributes, where each kind of dependency belongs, fetchers, patching, install phases, multiple outputs, and passthru.
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Validate a package change before committing. Use after editing any Nix expression — covers the evaluation, build, and format checks, reading common eval and build errors, and the full pre-commit checklist.
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Package a Meson/Ninja project for corepkgs. Use when a source tree has a meson.build — covers mesonFlags, auto features, cross-compilation, and diagnosing Meson setup failures.
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Package a Go module for corepkgs. Use when writing or editing a buildGoModule derivation — covers vendorHash, ldflags, subPackages, tags, env.CGO_ENABLED, proxyVendor, shell completions, and pinning a Go version.
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Fix all broken package builds in the repository. Runs a full build of ci/packages.nix in the background while iterating on failures in the foreground until everything builds.
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Internal guidance for presenting Pi helper output back to the user
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Use when looking up journal impact factors (JCR IF), checking a journal's impact factor by name, comparing IF across journals, or answering questions about "影响因子" / "impact factor" / "IF". Triggers on "impact factor", "journal IF", "影响因子", "JCR", "IF score", "journal rank", "which journal has higher IF", "what is the IF of". PROACTIVELY USE when user mentions journal prestige, publication venue quality, or manuscript submission target evaluation.
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Use when evaluating biology grant ideas in the Chinese funding context (NSFC, MOST, etc.) — diagnosing project legitimacy, mechanism-centered scientific questions, reviewer-aware logic, innovation discipline, feasibility, and scope control across funding levels (youth, general, key).
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Advanced Hive Mind collective intelligence system for queen-led multi-agent coordination with consensus mechanisms and persistent memory
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Maximal Marginal Relevance rerank — get diverse top-k instead of redundant top-k. Use when standard search returns 5 near-duplicates, or when you want broader coverage of a topic.
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Store memories in tier-aware hierarchical memory — working / short-term / long-term — and recall with tier filters. Use for working-set context that should fade, vs facts that should persist, vs patterns that should be searchable forever.
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Record a causal relationship between two memories in AgentDB — "X caused Y", "A supersedes B", "patch-foo depends-on patch-bar". Use when the user is documenting cause/effect, dependencies, supersessions, or after-action analysis.
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