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概要と使いどころ
Fine-tune LLMs and VLMs using Unsloth on HF Jobs (Hugging Face on-demand cloud GPUs). Use when users want to fine-tune language models, train VLMs (Vision Language Models), do continued pretraining, domain adaptation, or run UV scripts on HF Jobs. Triggers on requests involving Unsloth training, HF Jobs GPU training, Qwen3-VL fine-tuning, Gemma VLM training, or LoRA fine-tuning on cloud GPUs.
日本語の概要は準備中です。原文の説明を表示しています。
Systematically find and fix performance problems in applications, frontend and backend, by measuring first. Use this skill whenever the user reports slow endpoints, high latency, poor throughput, memory leaks, large bundles, or slow page loads; wants to profile with cProfile, py-spy, Chrome DevTools, Node --cpu-prof, or perf; run load tests with locust or k6; set performance budgets or SLOs; optimize database queries (EXPLAIN, indexes, N+1); add caching (Redis); improve frontend performance (code splitting, lazy loading, image optimization, memoization, virtualization); or tune the network (CDNs, gzip/br, HTTP/2/3). Also trigger for p50/p95/p99 latency, throughput, error rate, connection pooling, async vs threads, GIL, and memory leak investigations.
日本語の概要は準備中です。原文の説明を表示しています。
Orientação especializada para fine-tuning rápido com Unsloth - treinamento 2-5x mais rápido, 50-80% menos memória, otimização LoRA/QLoRA
日本語の概要は準備中です。原文の説明を表示しています。
Anti Slop: Rules for AI Coding Agents. The core filter. Load always to stop generic AI slop.
日本語の概要は準備中です。原文の説明を表示しています。
Registry of reusable agent sessions and slot allocation: claim a free scheduled-task slot instead of creating a new session, set its prompt and fire time, and release it when done. Use when you need to spawn or reuse a visible background session.
日本語の概要は準備中です。原文の説明を表示しています。
Use when the user asks to "build our social posting calendar", "set weekly slots and queue depth per channel", or "plan the evergreen recycle rotation"; produces the always-on brand calendar — pillar allocation with hero/hub/help balance and give:ask targets (all labeled Estimated starting heuristics to calibrate against own analytics, never scored rules), per-channel recurring slots with queue depth, a batching workflow, an evergreen recycle cycle with freshness re-checks, deliberate open slots for realtime/trend moments fed by trend-spotter go/skip verdicts, and first-comment/publish-order ops — cadence commitments filed to the channel registry, and no batch ships to the queue without a SHIP verdict from social-quality-auditor pre-publish mode. Not for repurposing an existing asset or the paid-amplification calendar — use content-amplifier. 社媒排期/内容日历/栏目配比/常青循环复用
日本語の概要は準備中です。原文の説明を表示しています。
エラーバジェットとアラートを用いたサービスレベルインジケーター（SLI）とサービスレベル目標（SLO）を定義・実装します。信頼性ターゲットの確立、SREプラクティスの実装、サービスパフォーマンスの測定時に使用します。
Help with MongoDB query optimization and indexing. Use only when the user asks for optimization or performance: "How do I optimize this query?", "How do I index this?", "Why is this query slow?", "Can you fix my slow queries?", "What are the slow queries on my cluster?", etc. Do not invoke for general MongoDB query writing unless user asks for performance or index help. Prefer indexing as optimization strategy. Use MongoDB MCP when available.
日本語の概要は準備中です。原文の説明を表示しています。
Guide for optimizing MSBuild incremental builds. Only activate in MSBuild/.NET build context. USE FOR: builds slower than expected on subsequent runs, 'nothing changed but it rebuilds anyway', diagnosing why targets re-execute unnecessarily, fixing broken no-op builds. Covers 8 common causes: missing Inputs/Outputs on custom targets, volatile properties in output paths (timestamps/GUIDs), file writes outside tracked Outputs, missing FileWrites registration, glob changes, Visual Studio Fast Up-to-Date Check (FUTDC) issues. Key diagnostic: look for 'Building target completely' vs 'Skipping target' in binlog. DO NOT USE FOR: first-time build slowness (use build-perf-baseline), parallelism issues (use build-parallelism), evaluation-phase slowness (use eval-performance), non-MSBuild build systems. INVOKES: binlog MCP server tools (overview, search, target details); falls back to dotnet build /bl, binlog replay with diagnostic verbosity.
日本語の概要は準備中です。原文の説明を表示しています。
Audit UI, docs, or prose for AI-generated tells in design and copy, then fix approved findings. Use when the user says de-slop, slop check, "looks AI-generated", or wants copy humanized.
日本語の概要は準備中です。原文の説明を表示しています。
Locate CCSPlayer_WeaponServices::DropWeapon in CS2 server.dll / libserver.so via IDA Pro MCP and emit a fresh, minimal-unique signature or offset for the WeaponPaints gamedata entry "CCSPlayer_WeaponServices::DropWeapon" (symbol CCSPlayer_WeaponServices_DropWeapon). This is a VIRTUAL function — emit the vtable slot, NOT a byte signature. Resolve the CCSPlayer_WeaponServices vtable via RTTI and identify the DropWeapon slot: the body takes a CBasePlayerWeapon handle/pointer, detaches it from the player, spawns the dropped weapon entity and transfers ownership. Verify by xrefs from weapon-drop commands (!!drop) and pickup logic. vtable slots commonly differ between platforms — never assume identical indices. Trigger: CCSPlayer_WeaponServices_DropWeapon, CCSPlayer_WeaponServices::DropWeapon
日本語の概要は準備中です。原文の説明を表示しています。
Find and identify the CBaseTrigger::StartTouch and CBaseTrigger::EndTouch overridden virtual functions in the CS2 server binary using IDA Pro MCP. Use this skill when reverse engineering server.dll or libserver.so to locate the trigger-volume touch-list add/remove handlers by RTTI-walking CBaseTrigger's and CBaseEntity's primary vtables and diffing them slot-by-slot to find CBaseTrigger's overrides, then identifying which two overridden slots implement "add pOther to the touching-entities list" (StartTouch) versus "remove pOther from the touching-entities list" (EndTouch). Trigger: CBaseTrigger_StartTouch, CBaseTrigger_EndTouch
日本語の概要は準備中です。原文の説明を表示しています。
Locate CBasePlayerController::FakeClientFlags in CS2 server.dll / libserver.so via IDA Pro MCP and emit a fresh, minimal-unique signature or offset for the local gamedata entry "CBasePlayerController::FakeClientFlags" (symbol CBasePlayerController_FakeClientFlags). This is a VIRTUAL function - resolve the CBasePlayerController::FakeClientFlags vtable via RTTI and identify the slot, then emit the slot. Verify by xrefs from expected call sites. vtable slots commonly differ between platforms - never assume identical indices. Trigger: CBasePlayerController_FakeClientFlags, CBasePlayerController::FakeClientFlags
日本語の概要は準備中です。原文の説明を表示しています。
Locate BotProfile::WeaponPrefCount in CS2 server.dll / libserver.so via IDA Pro MCP and emit a fresh, minimal-unique signature or offset for the local gamedata entry "BotProfile::WeaponPrefCount" (symbol BotProfile_WeaponPrefCount). This is a VIRTUAL function - resolve the BotProfile::WeaponPrefCount vtable via RTTI and identify the slot, then emit the slot. Verify by xrefs from expected call sites. vtable slots commonly differ between platforms - never assume identical indices. Trigger: BotProfile_WeaponPrefCount, BotProfile::WeaponPrefCount
日本語の概要は準備中です。原文の説明を表示しています。
Locate BotProfile::Teamwork in CS2 server.dll / libserver.so via IDA Pro MCP and emit a fresh, minimal-unique signature or offset for the local gamedata entry "BotProfile::Teamwork" (symbol BotProfile_Teamwork). This is a VIRTUAL function - resolve the BotProfile::Teamwork vtable via RTTI and identify the slot, then emit the slot. Verify by xrefs from expected call sites. vtable slots commonly differ between platforms - never assume identical indices. Trigger: BotProfile_Teamwork, BotProfile::Teamwork
日本語の概要は準備中です。原文の説明を表示しています。
Locate BotProfile::AttackDelay in CS2 server.dll / libserver.so via IDA Pro MCP and emit a fresh, minimal-unique signature or offset for the local gamedata entry "BotProfile::AttackDelay" (symbol BotProfile_AttackDelay). This is a VIRTUAL function - resolve the BotProfile::AttackDelay vtable via RTTI and identify the slot, then emit the slot. Verify by xrefs from expected call sites. vtable slots commonly differ between platforms - never assume identical indices. Trigger: BotProfile_AttackDelay, BotProfile::AttackDelay
日本語の概要は準備中です。原文の説明を表示しています。
Locate BotProfile::LookAngleMaxAccelAttacking in CS2 server.dll / libserver.so via IDA Pro MCP and emit a fresh, minimal-unique signature or offset for the local gamedata entry "BotProfile::LookAngleMaxAccelAttacking" (symbol BotProfile_LookAngleMaxAccelAttacking). This is a VIRTUAL function - resolve the BotProfile::LookAngleMaxAccelAttacking vtable via RTTI and identify the slot, then emit the slot. Verify by xrefs from expected call sites. vtable slots commonly differ between platforms - never assume identical indices. Trigger: BotProfile_LookAngleMaxAccelAttacking, BotProfile::LookAngleMaxAccelAttacking
日本語の概要は準備中です。原文の説明を表示しています。
Locate BotProfile::LookAngleDampingAttacking in CS2 server.dll / libserver.so via IDA Pro MCP and emit a fresh, minimal-unique signature or offset for the local gamedata entry "BotProfile::LookAngleDampingAttacking" (symbol BotProfile_LookAngleDampingAttacking). This is a VIRTUAL function - resolve the BotProfile::LookAngleDampingAttacking vtable via RTTI and identify the slot, then emit the slot. Verify by xrefs from expected call sites. vtable slots commonly differ between platforms - never assume identical indices. Trigger: BotProfile_LookAngleDampingAttacking, BotProfile::LookAngleDampingAttacking
日本語の概要は準備中です。原文の説明を表示しています。
Locate BotProfile::Skill in CS2 server.dll / libserver.so via IDA Pro MCP and emit a fresh, minimal-unique signature or offset for the local gamedata entry "BotProfile::Skill" (symbol BotProfile_Skill). This is a VIRTUAL function - resolve the BotProfile::Skill vtable via RTTI and identify the slot, then emit the slot. Verify by xrefs from expected call sites. vtable slots commonly differ between platforms - never assume identical indices. Trigger: BotProfile_Skill, BotProfile::Skill
日本語の概要は準備中です。原文の説明を表示しています。
Locate BotProfile::LookAngleStiffnessAttacking in CS2 server.dll / libserver.so via IDA Pro MCP and emit a fresh, minimal-unique signature or offset for the local gamedata entry "BotProfile::LookAngleStiffnessAttacking" (symbol BotProfile_LookAngleStiffnessAttacking). This is a VIRTUAL function - resolve the BotProfile::LookAngleStiffnessAttacking vtable via RTTI and identify the slot, then emit the slot. Verify by xrefs from expected call sites. vtable slots commonly differ between platforms - never assume identical indices. Trigger: BotProfile_LookAngleStiffnessAttacking, BotProfile::LookAngleStiffnessAttacking
日本語の概要は準備中です。原文の説明を表示しています。
Locate BotProfile::Difficulty in CS2 server.dll / libserver.so via IDA Pro MCP and emit a fresh, minimal-unique signature or offset for the local gamedata entry "BotProfile::Difficulty" (symbol BotProfile_Difficulty). This is a VIRTUAL function - resolve the BotProfile::Difficulty vtable via RTTI and identify the slot, then emit the slot. Verify by xrefs from expected call sites. vtable slots commonly differ between platforms - never assume identical indices. Trigger: BotProfile_Difficulty, BotProfile::Difficulty
日本語の概要は準備中です。原文の説明を表示しています。
Locate BotProfile::Aggression in CS2 server.dll / libserver.so via IDA Pro MCP and emit a fresh, minimal-unique signature or offset for the local gamedata entry "BotProfile::Aggression" (symbol BotProfile_Aggression). This is a VIRTUAL function - resolve the BotProfile::Aggression vtable via RTTI and identify the slot, then emit the slot. Verify by xrefs from expected call sites. vtable slots commonly differ between platforms - never assume identical indices. Trigger: BotProfile_Aggression, BotProfile::Aggression
日本語の概要は準備中です。原文の説明を表示しています。
Locate BotProfile::Cost in CS2 server.dll / libserver.so via IDA Pro MCP and emit a fresh, minimal-unique signature or offset for the local gamedata entry "BotProfile::Cost" (symbol BotProfile_Cost). This is a VIRTUAL function - resolve the BotProfile::Cost vtable via RTTI and identify the slot, then emit the slot. Verify by xrefs from expected call sites. vtable slots commonly differ between platforms - never assume identical indices. Trigger: BotProfile_Cost, BotProfile::Cost
日本語の概要は準備中です。原文の説明を表示しています。
Locate BotProfile::WeaponPref in CS2 server.dll / libserver.so via IDA Pro MCP and emit a fresh, minimal-unique signature or offset for the local gamedata entry "BotProfile::WeaponPref" (symbol BotProfile_WeaponPref). This is a VIRTUAL function - resolve the BotProfile::WeaponPref vtable via RTTI and identify the slot, then emit the slot. Verify by xrefs from expected call sites. vtable slots commonly differ between platforms - never assume identical indices. Trigger: BotProfile_WeaponPref, BotProfile::WeaponPref
日本語の概要は準備中です。原文の説明を表示しています。