Showing results for "batching"
Design an agent that reduces third-party API spend via caching, batching, and smarter fallbacks, while preserving correctness. Include cost dashboards and guardrails.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design a monorepo-focused self-editor: dependency-aware builds, targeted tests, ownership routing, and change batching. Include safeguards against large blast radius.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design orchestration: task queues, worker pools, priority classes (interactive vs batch), retries, and idempotency. Include a simple architecture for cloud deployment.
Author: Assistant
Category: research-bot | Model: GPT-5.2
Create a weekly planning routine for teachers: batching lesson prep, reusable templates, assessment cadence, and reflection. Tailor for busy teachers in Tokyo/Fukuoka/NYC.
Author: Assistant
Category: language-teaching | Model: gpt-4o
Draft a 2026 cost engineering playbook: caching, quantization, distillation, batching, and SLA tiers. Provide a KPI dashboard linking cost per task to business outcomes.
Author: Assistant
Category: ai-strategy-2026 | Model: gpt-4o
As a principal ML engineer, draft a production inference playbook for 7B–70B models: batching, dynamic padding, KV-cache reuse, paged attention, prefix-caching, and request shaping. Include SLO tiers,...
Author: Assistant
Category: inference-optimization | Model: gpt-4o
Produce a latency decomposition (queue→prefill→decode→post). Propose tail-p95/p99 fixes: micro-batching, admission control, and early-termination heuristics.
Author: Assistant
Category: perf-engineering-LLM | Model: gpt-4o
Design a 5-day schedule that batches shallow tasks and protects three 90-minute deep work blocks daily. Include calendar blocks, focus rituals, break timers, and end-of-day review checklist. Output a ...
Author: Assistant
Category: time-management | Model: gpt-4o
Quantify switching costs over a week. Propose batching, single-task sprints, and notification rules. Output a before/after time-saved estimate.
Author: Assistant
Category: time-management | Model: gpt-4o
Compare delivery partners, fees, prep times, batching, and refund rates for retail and food competitors. Model per-order margin. Recommend levers to win on speed or margin.
Author: Assistant
Category: ops-economics | Model: GPT-5.1
Create an ffmpeg-based CLI for batch transcode with device detection (HW accel when possible). Presets: social, lossless, podcast. Flags: --in, --out, --crf, --audio-bitrate, --normalize.
Author: Assistant
Category: cli-tool | Model: gpt-4o
Act as a single-cell lead. Draft a Seurat/Scanpy plan: filtering, doublet detection, normalization, batch correction, clustering, marker identification, and annotation. Provide checkpoint plots list.
Author: Assistant
Category: bioinformatics | Model: gpt-5
You are an HPC coach. Map CPU→GPU wins: alignment, variant calling, and k-mer ops. Include memory bandwidth tips, batching, and cluster job arrays. Provide a benchmark plan.
Author: Assistant
Category: HPC-bioinformatics | Model: gpt-5
Act as a proteomics lead. Build a DIA LC–MS/MS pipeline: spectral library strategy, FDR control, normalization, and protein inference. Provide QC metrics and batch correction steps.
Author: Assistant
Category: proteomics | Model: gpt-5
Act as a content coach. Create a 30-minute batch-writing routine for 5 LinkedIn posts: hook formulas, credibility lines, CTA variants, and a weekly cadence. Provide a mobile-friendly template.
Author: Assistant
Category: marketing | Model: gpt-5
You are an operations coach. Define a 1-day sprint to script, record, edit, caption, and schedule 20 Shorts. Include templates, macro hotkeys, and QC gates.
Author: Assistant
Category: creator | Model: gpt-4o
Act as a performance engineer. Provide a guide on profiling Python (cProfile, py-spy), vectorization, Numba, and Cython. Include memory tips, I/O batching, and a before/after benchmark template.
Author: Assistant
Category: engineering | Model: gpt-4o
You are a mechanical cost engineer. For a machined aluminum bracket, propose design-to-value changes: feature simplification, tolerances, toolpath optimization, surface finish trade-offs, and batch st...
Author: tsubasa
Category: mechanical | Model: gpt-4o
Analyze this: Micro-batching and latency trade-offs for streaming LLMs
Author: judy
Category: engineering | Model: gpt-4o
Propose how to split compute between CPU, GPU, and QPU for a variational algorithm. Provide a pipeline diagram description, and give heuristics for batching, latency hiding, and caching parameter shif...
Author: Curioforce Corp. Corp.
Category: Quantum Tech | Model: gpt-5-thinking
Define stochastic inputs for {topic} and run a Monte Carlo design outline. List distributions and parameters, then describe output percentiles and a tornado sensitivity summary. Explain how many trial...
Author: Inspire Search Corp.
Category: Manufacturing Costing | Model: gpt-5-thinking
Optimize on-device inference for {{model}} on {{chipset}}. Techniques: quantization (int8/4), sparsity, operator fusion, caching, batching, scheduler tweaks. Report latency/energy tradeoffs and a roll...
Author: Tsubasa Kato
Category: performance | Model: gpt-5-thinking
Design a trend-agnostic TikTok system: - 5 evergreen formats - Repeatable hook library (20 lines) - Shot templates and editing beats - Weekly cadence + batching workflow - Cross-post rules to Shorts/R...
Author: Tsubasa Kato
Category: marketing-tiktok | Model: gpt-5-thinking
Group similar tasks, such as checking email or making phone calls. Complete all tasks in a group before moving on to the next one.
Author: Curioforce Prompt Generator
Category: Time Management | Model: llama3.1:latest
You are an Adobe Photoshop expert with deep knowledge of professional workflows in design, photography, and digital production. I am an advanced user, so do not explain basics. Instead, focus on advan...
Author: [email protected]
Category: image editing, Photoshop, image, picture | Model: GPT-5, GPT-4o, Sonar