Skills for your AI
Turns market data into trend insights, forecasts, and strategy recommendations for operations managers. Use when gathering market research, cleaning datasets, analyzing trends, benchmarking competitors, segmenting consumers, forecasting demand, setting pricing
Turns employee performance data into consolidated datasets, metrics, trends, benchmarks, forecasts, scorecards, and recommendations for operations leaders. Use when asked to pull performance data together, calculate KPIs, analyze trends, benchmark against indu
Plans technology integration projects for operations managers, covering infrastructure assessment, technology research, timelines, budgets, risks, stakeholder communication, training, testing, automation, IoT, and security. Use when planning or managing the ro
Guides 4-bit AWQ quantization of 7B-70B LLMs, from install and config through kernel choice, vLLM serving, multi-GPU splits, and troubleshooting. Use when the user asks about AWQ, 4-bit quantization, kernel backends, quantized model memory or speed, or AWQ vs
Quantizes LLMs to 8-bit or 4-bit with bitsandbytes to cut memory 50-75%, covering memory estimates, loading configs, QLoRA fine-tuning, 8-bit optimizers and troubleshooting. Use when a user asks about model memory requirements, loading a model in 8-bit or 4-bi
Guides integration of Flash Attention into PyTorch models for speed and memory gains, covering native SDPA, flash-attn, FP8 on H100, troubleshooting, benchmarking, and fit assessment. Use when a user asks to speed up or reduce memory of transformer attention,
Converts HuggingFace models to GGUF format and quantizes them with llama.cpp for efficient CPU/GPU inference. Use when the user wants to convert a model to GGUF, quantize a GGUF file, generate an importance matrix, build llama.cpp for their hardware, run llama
Guides 4-bit GPTQ quantization of large language models, including configuration, loading pre-quantized models, kernel backends, and QLoRA fine-tuning. Use when the user asks to quantize a model, load a GPTQ model, choose quantization settings or backends, or
Quantizes large language models to 8/4/3/2/1-bit with HQQ (no calibration data), saves or pushes the result, configures mixed precision, selects inference backends, and loads pre-quantized HQQ models. Use when the user gives a model name or path and a target b
Builds, validates, and refines optimization models and interprets their results for data analysts. Use when selecting a model type, formulating variables/objective/constraints, cleaning data for modeling, checking a model, running sensitivity analysis, or opti
Handles customer order inquiries—status, cancellation, modification, tracking, refunds, returns, payments, shipping, documentation, and troubleshooting—by gathering order details, checking order systems, and drafting replies for representative approval. Use wh
Cross-functional organizational health check combining signals from all C-suite roles. Scores 8 dimensions on a traffic-light scale with drill-down recommendations. Use when assessing overall company health, preparing for board reviews, identifying at-risk fun
Designs and analyzes organizational culture initiatives—engagement surveys, D&I plans, leadership programs, change communications, recognition, training, values messaging, team building, performance alignment, and wellness/mentorship programs—for global HR lea
Use when Codex should act as the Organizational Psychologist specialist from Agency Agents. Applied organizational psychologist who diagnoses team dynamics, psychological safety, burnout risk, and culture health — using evidence-based frameworks to help leader
Audits delivery OTIF from order-level data by validating inputs, computing the five-rung OTIF metric ladder, decomposing gaps, analyzing lateness tails, and checking measurement pitfalls. Use when a user provides order data and asks for OTIF, on-time delivery,
Transform an output-focused roadmap into an outcome-focused one that communicates strategic intent. Rewrites initiatives as outcome statements reflecting user and business impacts. Use when shifting to outcome roadmaps, making a roadmap more strategic, or rewr
Runs a read-only overnight audit of a code repository covering security, performance, accessibility, dependencies, and code quality, then compiles a severity-rated report. Use when the user wants a full codebase audit, a security or dependency review, or a sev
Selects, optimizes, and troubleshoots packaging automation for packaging engineers, covering solution selection, cost analysis, integration, compliance, maintenance, training, sustainability, and specific technologies. Use when choosing automation for a produc
Researches packaging regulations and produces compliance documentation, testing recommendations, labeling checks, environmental and hazardous-material guidance, checklists, design reviews, risk assessments and regulatory update monitoring. Use when a user asks
Analyzes packaging costs and identifies savings across materials, design, suppliers, transportation, production, waste, compliance, and life cycle cost. Use when a packaging engineer wants to evaluate cost reduction opportunities, compare suppliers, optimize d
Analyzes packaging designs, materials, and transport risks to prevent product damage and recommends improvements. Use when comparing packaging materials, evaluating structural weak points, simulating transport scenarios, analyzing drop or compression tests, mi
Optimizes packaging designs across materials, structure, cost, sustainability, compliance, logistics, graphics, prototyping, usability, and shelf life. Use when choosing packaging materials, analyzing structural protection, comparing cost or environmental impa
Turns consumer feedback, trend data, and design briefs into packaging concepts covering sustainability, usability, personalization, multi-sensory, smart, and storytelling design. Use when a packaging engineer needs concept briefs, material recommendations, fea
Researches packaging trends, consumer preferences, competitor moves, sustainability, technologies, costs, and regulations to guide packaging strategy. Use when packaging engineers need trend identification, consumer or competitive analysis, material and sustai
