Set up ShellCheck to inspect shell scripts without running them. Understand warnings, configure checks for the intended shell, document exceptions, and integrate analysis into CI, editors, or checks that run before commits.
Plan startup hiring from pre-seed through Series A. Organize roles, reporting lines, salaries, and equity compensation, then estimate staffing costs and hiring timelines around revenue goals, funding milestones, and budget limits.
Build and review interfaces against WCAG 2.2 accessibility guidelines. Covers keyboard navigation, screen readers that read interface content aloud, accessible forms, mobile support, and display preferences, helping identify and fix barriers to using a website or app.
Match identified security threats with controls that prevent, detect, or help recover from attacks. Use the mappings to find coverage gaps, prioritize security spending, and create remediation plans with multiple layers of protection.
Design reusable interface components in React, Vue, and Svelte. Organize how components fit together, define clear configuration options, and choose styling approaches while addressing accessibility, responsive layouts, and maintenance across component libraries or design systems.
Establish consistent typography, colors, spacing, and icons for interface design. Define design tokens, reusable values for visual styles, and apply guidance on contrast, responsive text, and dark mode to improve readability and visual consistency.
Turn identified threats and business needs into specific, testable security requirements. Define priorities, explain the rationale, and develop security user stories, acceptance criteria, and test cases linked to the risks they address.
Compare competitors, pricing, and market positions to identify differentiation options. Use structured analysis and positioning maps, which compare businesses on key customer priorities, to assess market entry choices and whether competitive advantages can last.
Build three- to five-year financial projections for early-stage startups, linking revenue, expenses, hiring, and cash balances. Compare conservative, base, and optimistic scenarios, estimate how long cash will last, and model fundraising amounts and ownership dilution.
Helps agents manage long tasks by checking for forgotten instructions and drifting conventions. It guides progress summaries, rule checks after context compaction, and handoff notes when work should continue in a fresh session.
Build concurrent Go applications with goroutines, lightweight execution units, and channels for communication. Apply patterns for worker pools, cancellation, synchronization, and orderly shutdown, and investigate race conditions when concurrent operations access shared data.
Add retries and timeouts to Python service calls, with increasing and randomized waits between attempts. Use examples to distinguish temporary failures from permanent errors, limit retry duration, and record retries in logs.
Prepare and review LoRA or QLoRA settings for adapting language models using example responses. Choose trainable layers, adapter capacity, learning rate, and memory-related options, then produce configuration values for a downstream training script.
Identify software protections that hinder inspection, such as debugger detection and obfuscation that makes code harder to understand. Support authorized binary analysis and CTF security challenges with protection findings, bypass strategies, reports, and analysis scripts.
Explains how PluginEval combines structural checks and experimental model assessments into quality scores. Helps interpret low scores, identify improvement areas, set marketplace thresholds, and explain what evaluation badges actually represent.
Define service reliability measurements and targets, then turn them into Prometheus monitoring rules and alerts. Calculate error budgets, the amount of failure allowed, and outline Grafana dashboards for tracking reliability and deciding when to prioritize fixes.
Set consistent Python conventions for naming, formatting, type checking, and documentation. Configure ruff and mypy or pyright, write clear function descriptions, and organize README and changelog content so a team can maintain shared standards.
Build Grafana dashboards that show application and infrastructure health through request rates, errors, response times, and resource usage. Organize metrics into useful panels, add filters and alerts, and manage dashboard definitions as code.
Calculate portfolio risk and performance measures, including potential losses, declines from past peaks, and returns relative to risk. Use multiple indicators to support risk limits, position sizing, and ongoing monitoring.
Measure Python execution time and memory use to locate slow or resource-heavy code. Use profiling results to guide improvements in data structures, caching, input and output operations, algorithms, and parallel processing.
Design and refactor Python components with clear responsibilities and simple structure. Assess when to split large classes, combine objects instead of extending them, and extract shared code without introducing unnecessary abstractions.
Design backtests that evaluate trading strategies against historical data. Account for trading costs, avoid using future information or excluding delisted securities, and compare strategies using separate development and evaluation periods.
Analyze compiled programs without running them by recognizing branches, loops, data structures, and common instruction patterns. Use disassembly and decompilation, which translate machine code into readable representations, to reconstruct program logic and document findings.
Validate generated PowerPoint decks for layout problems, accessibility, editable content, source references, and file integrity. Follow a repair and recheck workflow, keeping audit reports and build records together for delivery.
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