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- ▌ Speed Benchmarks Of Gpt 4 Turbo And Gpt 3 5 Turbo 1106 · tools-only bundleand there's a lot of interest about their capabilities and performance. With that in mind, I've been benchmarking the new models.
- ▌ Common Specification Rtl Violations · tools-only bundle"System transitions from IDLE to BUSY when start=1, and from BUSY to DONE when complete=1"
- ▌ Agentic Patterns Typescript · tools-only bundleUse multiple CascadeAgent instances (different prompts, different model stacks, different tool sets).
- ▌ Midjourney Style Guide For Flux 1 1 Pro · tools-only bundleThis reference document provides comprehensive guidelines for transforming user requests into Midjourney-quality prompts optimized for the FLUX 1.1 Pro model.
- ▌ Imagemagick 7 Reference · tools-only bundleNamed colors: red, green, blue, cyan, magenta, yellow, black, white, gray, orange, gold, navy, teal, plus 700+ X11/SVG names.
- ▌ Proof Failure Patterns Reference · tools-only bundleThis reference catalogs common proof failure patterns in Isabelle and Coq, their causes, and solutions.
- ▌ Microsoft Entraid Role And Group Claim Mapping · tools-only bundleThis feature enables automatic role assignment for Microsoft EntraID (formerly Azure AD) SSO users based on their group memberships or app role assignments.
- ▌ Build Your First Skill 2 · tools-only bundleThis tutorial walks you through creating a simple skill from scratch. We'll build a competitormentiontracker skill that monitors mentions of competitors in customer conversations.
- ▌ Documentation Strategy Guide · tools-only bundleFramework for consistent documentation optimized for both humans and LLMs.
- ▌ Custom Editor Patterns · tools-only bundleGuide for implementing custom editors that replace VS Code's default file editors.
- ▌ Structure De L Assignation En Rfr Communication De · tools-only bundleConclure que le demandeur n'a toujours pas pu exercer ses droits et saisit le tribunal en référé.
- ▌ Phase 8 Report Generation · tools-only bundle⛔ STOP CONDITION: If any STOP CHECK = NO → Read all Phase data first before continuing
- ▌ Phase 8 Report Generation 2 · tools-only bundleSynthesize all phase outputs into complete threat model documentation. Every finding, threat, risk, and mitigation from previous phases must be included - no omission.
- ▌ Team Dynamics Framework For Scrum Teams · tools-only bundleUnderstanding team dynamics is crucial for Scrum Masters to effectively guide teams through their development journey.
- ▌ Orchestrate Teams Of Claude Code Sessions · tools-only bundleAgent teams are experimental and disabled by default. Enable them by adding CLAUDECODEEXPERIMENTALAGENTTEAMS to your settings.json or environment.
- ▌ System Prompts And Models Of AI Tools · tools-only bundleThis repository is the most comprehensive publicly available collection of leaked and reverse-engineered system prompts, internal tool definitions, and AI model configurations for major commercial AI coding assistants…
- ▌ Llms Are Bad At Returning Code In JSON · tools-only bundleLLMs produce lower quality code if they’re asked to return it as part of a structured JSON response. This seems to be true for many top models, including those with specialized support for JSON.
- ▌ Integration Security Best Practices · tools-only bundleSecurity is critical for integrations. This guide covers best practices for securing Salesforce integrations with external systems.
- ▌ Frontmatter Options And Patterns Reference · tools-only bundleLoad before writing frontmatter in Phase 2, Step 2. Contains the full field catalog, description patterns, execution modifiers, tool selection framework, and progressive disclosure patterns.
- ▌ Frontmatter Options And Patterns Reference 2 · tools-only bundleLoad before writing frontmatter in Phase 2, Step 2. Contains the full field catalog, description patterns, execution modifiers, tool selection framework, and progressive disclosure patterns.
- ▌ Fcpxml Structure Reference · tools-only bundleHow FCPXML represents different elements and what nodes need modification for each editing operation.
- ▌ Risk Management Framework For Senior Project Managers · tools-only bundleThis framework provides senior project managers with quantitative risk analysis methodologies, decision frameworks, and portfolio-level risk management strategies.
- ▌ Article Title Best Practices · tools-only bundleThis reference document provides comprehensive guidance on creating effective, marketable article titles that attract readers while maintaining integrity and accuracy.
- ▌ Custom Configurations 2 · tools-only bundleFor example, it's easy enough to move these cold storage keys into meta: like below. However, it doesn't completely solve the issue.
- ▌ Institutional Flow Interpretation Framework · tools-only bundleThis framework provides a systematic approach to interpreting institutional ownership changes and converting 13F filing data into actionable investment signals.
- ▌ Github Actions Workflow Troubleshooting Guide · tools-only bundleThis guide provides comprehensive troubleshooting steps to ensure GitHub Actions workflows run successfully in the MCP Context Provider repository.
- ▌ Default Development Flow · tools-only bundleThe SAM 7-stage pipeline with ARL touchpoint gates. This is the default flow used when a language plugin does not declare a custom process flow override.
- ▌ User Project Conventions · tools-only bundleConventions extracted from actual production projects. The model MUST follow these patterns when creating new Python projects.
- ▌ Assess Architecture Waf Assessment And Cost Estimate 2 · tools-only bundleEvaluate the captured requirements against the Azure Well-Architected Framework and produce a comprehensive architecture assessment with cost estimates.
- ▌ Zerg Development · tools-only bundleYou are developing ZERG, a system for parallel Claude Code execution. Your role is to improve, harden, and extend it.
- ▌ How Aider Scored Sota 26 3 On Swe Bench Lite · tools-only bundleachieving a state-of-the-art result. The previous top leaderboard entry was 20.3% from Amazon Q Developer Agent.
- ▌ Aider Is Sota For Both Swe Bench And Swe Bench Lite · tools-only bundleachieving a state-of-the-art result. The current top leaderboard entry is 13.8% from Amazon Q Developer Agent. The best result reported elsewhere seems to be
- ▌ MCP Architecture Analysis Agentskill Kaizen Plugin Ecosystem · tools-only bundleEach plugin should expose its core capabilities as MCP tools, following the FastMCP pattern established by agentskill-kaizen.
- ▌ Resolution Strategy Guide · tools-only bundleThis reference provides detailed strategies for resolving different types of requirement conflicts.
- ▌ Tactic Interpretation Guide · tools-only bundleGuide for interpreting tactics and methods into high-level reasoning steps.
- ▌ Strategy Draft Schema · tools-only bundlerisk_profile is persisted in each draft for traceability of sizing/limits decisions.
- ▌ Human Touchpoint Model · tools-only bundleARL-derived escalation decision model for determining when the development harness should pause for human review versus proceeding autonomously.
- ▌ Language Manifest Schema · tools-only bundleThe schema for language plugin manifests that compose with the development harness.
- ▌ Role Resolution Protocol · tools-only bundleHow the development harness resolves abstract roles to concrete agents at runtime.
- ▌ Role Resolution Protocol 2 · tools-only bundleHow the development harness resolves abstract roles to concrete agents at runtime.
- ▌ Customer Problems Cp · tools-only bundleGuide AI coding agents through identifying, documenting, and validating Customer Problems from business context.
- ▌ Institutional Investor Types And Strategies · tools-only bundleNot all institutional investors are created equal. Understanding the different types of institutions, their investment strategies, time horizons, and motivations is critical for interpreting 13F filing changes.
- ▌ Regime Detection Methodology · tools-only bundleThe Macro Regime Detector uses a 3-layer signal detection approach applied to 6 cross-asset ratios, analyzed at monthly frequency with 6-month and 12-month Simple Moving Averages.
- ▌ Market Breadth Analysis Methodology · tools-only bundleMarket breadth measures the degree of participation in a market move. A healthy advance is characterized by broad participation (many stocks rising), while a narrowing market (fewer stocks leading) often precedes…
- ▌ Priority 1 Schema Models Depends On P0 · tools-only bundleNeed Pydantic models to validate hooks.json structure against official Claude Code hook schema with 15 event types and 3 hook action types.
- ▌ Baseplugin Quick Reference Guide · tools-only bundleExecute complete ETL pipeline (Extract → Validate → Transform → Load).
- ▌ Current Design · tools-only bundleidapreprocessorscripts/igamesystemdispatchcommon.py is the shared preprocess entry for IGameSystem dispatch-style skills.
- ▌ Feature Context Comprehensive Claude Code Plugin Linter · tools-only bundleExtend ./plugins/plugin-creator/scripts/plugin_validator.py (2934+ lines) into a comprehensive ruff-like static analysis linter that validates ALL 7 component types in the Claude Code plugin ecosystem against official…
- ▌ Files Involved No Line Numbers 2 · tools-only bundlepreprocessgengvsigviamcp is an async preprocessing function in idaanalyzeutil.py for generating the shortest unique signature from a known global-variable address.
- ▌ Context Engineering Internals · tools-only bundleThis page documents the implementation of the ZERG context engineering system. For a conceptual overview, see [[Context Engineering]].
- ▌ Indicator Interpretation Guide · tools-only bundleQuick reference for interpreting each component's output values and signals.
- ▌ Task 3 File Type Detection Enhancement · tools-only bundleFileType.detectfiletype() method (lines 147-165) needs enhancement to detect hooks.json, .mcp.json, .lsp.json config files and hook scripts in hooks/ directory.
- ▌ Microsoft Entra Id Oidc Setup Tutorial · tools-only bundleThis tutorial walks you through setting up Microsoft Entra ID (formerly Azure AD) Single Sign-On (SSO) authentication for MCP Gateway, enabling enterprise identity management with Microsoft's cloud identity platform.
- ▌ Reference Document Architecture · tools-only bundleThis document defines the complete reference document structure for the opinionated-python-development skill implementing Claude Code progressive disclosure pattern to optimize token usage while maintaining…
- ▌ Reference Document Architecture 2 · tools-only bundleThis document defines the complete reference document structure for the opinionated-python-development skill implementing Claude Code progressive disclosure pattern to optimize token usage while maintaining…
- ▌ Session Zerg Documentation Overhaul · tools-only bundleImplemented comprehensive documentation plan for ZERG parallel execution system.
- ▌ Command Execution Testing Checklist · tools-only bundleThe single most common command execution vector in the dataset.
- ▌ Task 2 Error Code Constants Definition · tools-only bundleError code constants (lines 71-109) currently define FM, SK, LK, PD, PL, NR series. Need to add 40 new constants for HK, MC, LS, AG series to support new validators.
- ▌ Minimax Tool Call Bugs Handoff · tools-only bundleMiniMax M2.5 returns tool calls with empty id and sometimes empty name fields. Our Python code rejects empty strings in three places.
- ▌ Refactor UI Lifecycle Functions Into Applifecycle With · tools-only bundleReplaced free lifecycle functions with an AppLifecycle class in src/tunacode/ui/lifecycle.py.
- ▌ Supervertaler AI Agent Documentation 5 · tools-only bundleSupervertaler uses a batteries-included core install: pip install supervertaler pulls in everything needed for the major features, while keeping heavy optional components out of the default install.
- ▌ Sdlc Layer Separation Architecture Arl Integration · tools-only bundleAdd agentskill-kaizen as the primary Observe→Improve bridge in the ARL flow. It spans Observe (analysis) and Improve (actionable outputs).
- ▌ Task 7 Agentfrontmatter Enum Models · tools-only bundleExisting AgentFrontmatter model (lines 1167-1235) lacks enum validation for model, permissionMode, and memory fields. Need to add enum types for strict validation.
- ▌ Self Explanatory Code Commenting Instructions · tools-only bundleThese requirements are additive — public-facing APIs and parameters must be documented per their language rules, while internal code follows the minimal-comment philosophy below.
- ▌ Scope Boundary 3 · tools-only bundleCritical plan reviewer. Your harshest (and most helpful) friend.
- ▌ When Main Claude Should Use Advisor 3 · tools-only bundleAdvisor runs AFTER research, BEFORE plan writing. It's a sanity check gate.
- ▌ Upload A PDF We Will Reference In The Variables · tools-only bundleWith the OpenAI API, you can use a large language model to generate text from a prompt, as you might using ChatGPT.
- ▌ What This Repo Is · tools-only bundleThis file provides guidance to WARP (warp.dev) when working with code in this repository.
- ▌ DOCX Library Tutorial · tools-only bundleDeliver studio-quality Word documents with deep thought on content, functionality, and styling.
- ▌ Context Caching · tools-only bundleContext caching functionality significantly reduces token consumption and response latency by caching repeated context content.
- ▌ Security Audit Guide · tools-only bundleThis document helps independent auditors verify Hardstop's security claims efficiently.
- ▌ Goals Non Goals 2 · tools-only bundle此外,项目对 TuShare 数据拉取存在 HTTP 代理需求,代理通过 stockdatasource/core/proxy.py 的 proxycontext() 在“数据拉取上下文”内设置进程环境变量,从而影响 requests/tushare。
- ▌ Design Add Hk Financial Plugins · tools-only bundle后端已有完整的利润表(/income)、资产负债表(/balance)、现金流量表(/cashflow) API 接口,前端 API 层(hk-report.ts)也已封装好 getIncome、getBalance、getCashflow 调用方法,但 Vue 组件 HKFinancialReportPanel.vue 仅展示了财务指标(fina_indicator)数据,三大报表数据完全未使用。
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- ▌ How To Use Vision · tools-only bundleClaude's vision capabilities allow it to understand and analyze images, opening up exciting possibilities for multimodal interaction.
- ▌ Sunrpc Subsystem Delta · tools-only bundleSunRPC (net/sunrpc/) provides the RPC transport layer for NFS and related services.
- ▌ Fleet Management · tools-only bundleManage OpenClaw installations across your servers. You're the fleet manager — know each machine personally, their quirks, their users, what they need.
- ▌ Built With Skene · tools-only bundleThis showcase features agent deployments that demonstrate the power of skill chain composition. Each example includes the problem, solution, skills used, and measurable impact.
- ▌ Race Condition Tracing And Kernel Locking Guide · tools-only bundleThis document teaches a systematic method for finding race conditions in Linux kernel code by tracing parallel execution timelines on shared data, and provides the locking reference needed to verify correctness.
- ▌ Privacy Policy 2 · tools-only bundle(“Aider,” “we,” “our,” and/or “us”) values the privacy of individuals who use our website, programming tools, and related services (collectively, our “Services”).
- ▌ Btf Special Fields In Bpf Maps · tools-only bundleBPF map values can contain special BTF-typed fields (spin locks, timers, kptrs, list heads, etc.).
- ▌ Neon JS Sdk · tools-only bundleThe @neondatabase/neon-js SDK provides a unified client for Neon Auth and Data API. It combines authentication handling with PostgREST-compatible database queries.
- ▌ For Researchers And Scientists · tools-only bundle✅ PubMed/NCBI — Literature search and retrieval ✅ UniProt — Protein sequence and function databases ✅ AlphaFold — Protein structure prediction ✅ ChEMBL — Bioactive molecule database ✅ ClinicalTrials.gov — Clinical trial…
- ▌ Generating Content With Thinking · tools-only bundleThe Gemini 3 and 2.5 series models use an internal "thinking process" that significantly improves their reasoning and multi-step planning abilities, making them highly effective for complex tasks such as coding…
- ▌ Evalview Adapters Connect Any AI Agent To Evalview · tools-only bundleAdapters connect EvalView to your AI agent's API. EvalView includes adapters for common patterns and makes it easy to build custom ones.
- ▌ Proposal Add Financial Statement Plugins · tools-only bundle添加 Tushare 财务数据完整系列插件:利润表(income)、资产负债表(balancesheet)、现金流量表(cashflow)、业绩预告(forecast)、业绩快报(express)、财务审计意见(fina_audit),以及三大报表的 VIP 版本(income_vip、balancesheet_vip、cashflow_vip),覆盖 Tushare 财务数据模块的全部 9 个接口。
- ▌ Video Benchmarks · tools-only bundleSame video with same fps, max_frames, and prompt will hit cache. Changing any parameter causes a miss.
- ▌ Github Action Implementation Plan · tools-only bundleMake ReviewCerberus work as a GitHub Action that runs on PRs, posts a summary comment, and creates review comments on specific lines for each issue.
- ▌ Cleanup And Guard Subsystem Details · tools-only bundleUsing _free() with a cleanup function that cannot handle all values the variable may hold causes crashes or undefined behavior.
- ▌ Privacy Policy · tools-only bundleThe only network activity is the optional LLM analysis layer, which uses the local Claude CLI (claude --print). This runs within your existing Claude subscription and is subject to Anthropic's privacy policy.
- ▌ Meet The Gemini 3 Series · tools-only bundleGemini 3 is our most intelligent model family to date, built on a foundation of state-of-the-art reasoning.
- ▌ For Growth Pms And Plg Practitioners · tools-only bundle✅ Reforge Frameworks — Activation, retention, monetization ✅ Product-Led Growth Collective — Viral loops, onboarding ✅ OpenView Partners — PLG benchmarks, best practices ✅ Elena Verna's Playbooks — Growth models…
- ▌ Fleet Configuration Reference · tools-only bundleDefine at root level, attach by name in agents via shared_blocks: [name].
- ▌ Goals Non Goals · tools-only bundle在 httpserver.py 的 lifespan 中,SyncTaskManager.start() 之后,自动启动 UnifiedScheduler。调度器读取 ScheduleService.getconfig() 中的 enabled 开关,如果为 true 则注册定时任务。
- ▌ Sdk Usage Reference · tools-only bundleEnvironment variables are used as defaults if options not provided.
- ▌ Reasoning Models · tools-only bundlevllm-mlx supports reasoning models that show their thinking process before giving an answer. Models like Qwen3 and DeepSeek-R1 wrap their reasoning in ...
- ▌ Google Gen AI Sdk · tools-only bundleGoogle Gen AI Python SDK provides an interface for developers to integrate Google's generative models into their Python applications. It supports the Gemini Developer API and Vertex AI APIs.
- ▌ Problem Addressed 12 · tools-only bundleCopilotKit is an open-source TypeScript/React framework for building AI copilots, agentic frontends, and generative UIs directly inside web applications.
- ▌ Agentforce Models API · tools-only bundleThe Agentforce Models API enables native LLM access directly from Apex code without external HTTP callouts. This API is part of the aiplatform namespace and provides access to Salesforce-managed AI models.
- ▌ Evalview Trace Specification V1 0 Execution Trace Format · tools-only bundleThis document defines the trace contract that ALL adapters must follow. Every span, every export, and every report uses this specification.