Showing results for "software architecture"
Evaluate the ethical, biosafety, and regulatory dimensions of xenotransplantation (animal-to-human organ transplants). Propose a framework that integrates risk assessment, consent architecture, animal...
Author: Curioprompt
Category: Science | Model: gpt-5-nano
Compare design considerations for market stabilization tools used during downturns, including instrument architecture, disclosure norms, and risk controls. Assess tradeoffs between liquidity provision...
Author: Curioprompt
Category: Economics | Model: gpt-5-nano
Evaluate how coordinated partnerships among AI software teams, hardware manufacturers, and research centers shape a country’s innovation capacity. Propose a framework for nurturing domestic AI ecosyst...
Author: Curioprompt
Category: Technology | Model: gpt-5-nano
Assess the potential and limits of autonomous maritime systems in defense, including command-and-control architectures, mission planning and logistics, countermeasure strategies, and socio-ethical/reg...
Author: Curioprompt
Category: Technology | Model: gpt-5-nano
Develop a framework to compare how different energy price regimes influence the location, architecture, and resilience of large-scale AI and data-processing hubs. Consider electricity grid reliability...
Author: Curioprompt
Category: Economics | Model: gpt-5-nano
Propose a blueprint for a low-cost AI stack that empowers hobbyists, educators, small businesses, and startups to experiment with machine learning. Include hardware options (open hardware vs. embedded...
Author: CurioPrompt
Category: Technology | Model: gpt-5-nano
Construct a comparative analysis of rising conflict trends across regions, examining drivers such as economic frictions, resource competition, alliance dynamics, technological competition, and informa...
Author: CurioPrompt
Category: Geopolitics | Model: gpt-5-nano
You are an elite, specialized Cross-Border Trade Strategy Consultant focused exclusively on the USMCA corridor between the United States and Mexico. Your expertise must be rooted in interpreting and l...
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
You are an elite, highly specialized India Software Development and Technology Strategy Consultant, expert in the nuances of the Indian tech ecosystem, specifically referencing the trends, models, and...
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
You are an expert **Digital Forensics Analyst** specializing in interpreting and documenting complex digital artifacts, particularly those derived from **image and document metadata** (EXIF, IPTC, XMP...
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
Create an 8-week beginner path: start with software tuning, then simple mods, then enclosure tweaks, then small hardware upgrades. Include safety notes and milestones.
Author: Assistant
Category: handheld-pc-makers | Model: GPT-5.2
Create a maintenance schedule: cleaning vents, checking battery health, updating software, and backing up configs. Include a checklist and reminders cadence.
Author: Assistant
Category: handheld-pc-makers | Model: GPT-5.2
Create a small troubleshooting kit list: tools, spare parts, cables, and software utilities. Include a minimal version and an extended version.
Author: Assistant
Category: handheld-pc-makers | Model: GPT-5.2
Design a cybersecurity assistant product: triage, detection explanations, playbooks, and reporting. Include safe deployment architecture and pricing by org size.
Author: Assistant
Category: future-monetization | Model: gpt-5.2
Design a personal AI CFO product: budgeting, investing education, tax reminders, and invoice automation. Include privacy-first architecture and monetization plans.
Author: Assistant
Category: future-monetization | Model: gpt-5.2
Propose product ideas that combine AGI design with physical constraints (sensors, wearables, robotics). Include prototyping plan, BOM thinking, and go-to-market.
Author: Assistant
Category: future-monetization | Model: gpt-5.2
Create an agent that infers code style from the repo (naming, patterns, architecture) and generates a style guide. Use it to validate future edits.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design an ADR generator that proposes ADRs for significant changes: context, decision, alternatives, consequences. Require human approval and link tests/metrics.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a documentation set for the self-improving agent: architecture, tools, policies, and runbooks. Include a “limitations” section and safety rationale.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Define guardrails that block large architectural changes unless an explicit human-approved RFC exists. Include heuristics to detect “too big” diffs.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design a hybrid policy system: deterministic rules for hard constraints, ML classifiers for soft signals, and escalation logic. Provide architecture, failure modes, and monitoring plan.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Design a multi-agent architecture with safety: role separation, constrained tools, message filtering, and cross-checks. Include failure modes and an evaluation plan.
Author: Assistant
Category: recursive-ai-safety | 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
Design an end-to-end architecture for a research bot that uses web search APIs, page fetching, and summarization. Include modules, data flow, storage, caching, and citation strategy.
Author: Assistant
Category: research-bot | Model: GPT-5.2
Design security controls: API keys storage, least privilege, environment separation, and audit logging. Include rotation policy and incident response playbook.
Author: Assistant
Category: research-bot | Model: GPT-5.2
Design a streaming starter plan: hardware/software basics, audio quality priorities, overlays, chat moderation, and a 4-week content schedule. Include a minimum viable setup for budget constraints.
Author: Assistant
Category: gaming-metaverse | Model: gpt-5.2
Create an MCP-first design: define servers, tools, schemas, and a permission model. Provide naming conventions, versioning, and a “deny-by-default” policy for tool exposure.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Design MCP tool schemas: typed inputs/outputs, explicit error codes, idempotency rules, and logging fields. Provide examples of good vs bad schema design for agent reliability.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Design layered guardrails: policy rules, tool allowlists, output filters, and human escalation. Include regression tests to prevent guardrail drift during iterations.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Create a defense plan against prompt injection when agents consume untrusted text: content provenance, instruction isolation, and safe tool policies. Provide a red-team test suite.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Define specialist agent roles with distinct prompts, tools, and constraints. Provide handoff rules and an evaluation plan to ensure specialists outperform a monolith.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Design a safe rollout process: canary cohorts, metrics, stop conditions, and rollback. Include how to isolate changes (prompt vs tool vs retrieval) for attribution.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Design a UVM environment: agents, scoreboards, reference models, sequence layering, coverage model, and CI integration. Include best practices for reproducibility and debug speed.
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
Design caching layers: retrieval cache, tool result cache, and response cache. Include invalidation rules, privacy constraints, and how to measure cache hit value.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Write a safety case template: intended use, hazards, mitigations, tests, monitoring, and rollback. Include what evidence is required to ship the capability.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Create a plan quality rubric: completeness, dependency ordering, risk controls, verification steps, and rollback. Provide examples of high-quality vs low-quality plans.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Design a safe self-improvement loop for prompts/tools: propose change, run evals, red-team, canary, deploy, monitor. Include stop rules and audit artifacts.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Create a governance workflow for agent updates: RFC template, reviewer roles, approval gates, and post-deploy validation. Include change logs and accountability.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Create a model selection strategy: route tasks by complexity, use smaller models for substeps, and add verifier checks. Include quality/cost tradeoffs and metrics.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Design a planner–executor split: planner produces a verifiable plan, executor performs bounded actions, verifier checks constraints. Include gate criteria, rollback triggers, and audit logging.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Design a questioning strategy: when to ask, how to propose defaults, and how to avoid excessive back-and-forth. Include a “progress-first” interaction model.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Create policy profiles for user tiers: consumer, enterprise, regulated. Include stricter tool permissions, logging requirements, and human approval gates by tier.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Design secrets handling: vault integration, short-lived tokens, environment isolation, and audit trails. Include tests to ensure secrets never appear in outputs or logs.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Create operational runbooks: common failures, triage steps, rollback, and user comms. Include SLO breaches, tool outages, and prompt regressions.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Design an artifact-centric workflow: agents produce plans, checklists, diffs, and reports as first-class outputs. Include templates and how artifacts enable auditing and reuse.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Create a latency plan: streaming, speculative execution, parallel tool calls (safe), caching, and progressive disclosure. Include how to avoid race-condition errors and maintain correctness.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Design a cost-aware planner: assigns budgets to reasoning steps and tool calls, uses early exits, and escalates only when needed. Include a cost model and guardrails.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Create a decomposition framework for multi-hour tasks: milestones, checkpoints, intermediate artifacts, and backtracking rules. Include a “progress ledger” to prevent losing the plot.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Design a verifier model workflow: primary proposes, verifier checks constraints and factuality, policy gate decides. Include disagreement handling and confidence thresholds.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Design a RAG pipeline for agents: retrieval, citation, cross-checking, and contradiction handling. Provide an evaluation plan to measure hallucination reduction and tool-call accuracy.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Design an agent-to-agent (A2A) coordination protocol: message types, handoffs, escalation rules, and consensus patterns. Include how to prevent loops, duplication, and hallucinated delegation.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Propose an interrupt strategy: aggregation, prioritization, masking, and latency optimization. Provide a register map approach and verification plan for storms and lost interrupts.
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
Design a clocking plan: PLL/MMCM usage, derived clocks, jitter budget, clock gating, and crossing strategy. Provide how to document clock assumptions for STA and verification.
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
Design an error handling approach: ECC/parity, timeout detection, error registers, interrupt strategy, and safe recovery states. Provide a taxonomy of errors and verification scenarios.
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
Design a parallelization plan: split tasks safely, prevent conflicting tool actions, and merge outputs reliably. Include concurrency limits and a merge-verification step.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Create a CSR spec template: address map, field semantics, reset values, side effects, atomicity, and reserved bits. Include guidelines for forward compatibility and software driver alignment.
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
Compare multi-agent topologies (hub-and-spoke, mesh, hierarchical). Recommend which to use by task type and risk profile, with failure-mode analysis.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Given target throughput, latency, power, area, and interfaces, produce a trade study that maps requirements to candidate microarchitectures (pipeline vs iterative, SIMD vs systolic, cache vs scratchpa...
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
Create a memory architecture: scratchpad, episodic memory, semantic memory, and “facts of record.” Include retention rules, privacy, deduplication, and retrieval ranking.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Design an enterprise multi-tenant architecture: per-tenant tool scopes, data isolation, policy profiles, and audit reporting. Include threat model and testing plan.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Create a 90-day plan to build a high-capability agent system using MCP and A2A: milestones, architecture decisions, eval harness, safety gates, and a pilot deployment. Include staffing assumptions and...
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Create a method to validate software/tool recommendations: official docs, release notes, CVEs, maintainer activity, and reproducible install steps. Include a checklist.
Author: Assistant
Category: information-reliability | Model: GPT-5.2
Design a high-capability agent architecture (marketed as “IQ150-level”) that stays reliable: modular planner/executor, tool sandboxing, and human-in-the-loop gates. Include a component diagram, data f...
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Create a sandbox model for tool execution: network isolation, file access boundaries, rate limits, and safe parameter validation. Include a threat model and tests for containment failures.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Design audit reporting: what to record, how to summarize tool actions, and how to produce compliance-friendly reports. Include access controls and retention rules.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Design a testing pyramid for agents: unit tests for prompts/tool wrappers, integration tests for toolchains, and end-to-end scenario tests. Include how to keep tests stable over time.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Create a policy for explanations: cite sources, show assumptions, and label uncertainty. Provide UI patterns for “why this tool was called” and “why this conclusion.”
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Create a benchmark suite that measures planning quality, tool-call correctness, and end-to-end success. Include scoring rubrics, difficulty tiers, and anti-overfitting practices.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Design a router that picks which agent to run: intent classification, complexity estimation, and cost/latency budgets. Include fallback logic and confidence thresholds.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Create an A2A negotiation mechanism: task contracts, acceptance criteria, SLAs, and cost budgets. Include how agents refuse tasks they cannot verify or safely perform.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Define SLIs/SLOs for agents: task success, tool failure rates, safety violations, latency, and cost. Provide a dashboard layout and alert thresholds.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Design end-to-end tracing: prompt versions, retrieval results, tool calls, retries, and final answers. Include a log schema and query examples for incident investigation.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Create a permissions matrix: tools by scope, environment (dev/stage/prod), rate limits, and allowed parameters. Include an approval process for permission elevation.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Design a typed A2A message schema: intents, constraints, artifacts, and status updates. Include versioning strategy and validation rules to prevent protocol drift.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Design a disagreement resolution policy: majority vote, weighted expertise, verifier override, or human arbitration. Include criteria for which method applies and how to log rationale.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Design an eval harness: deterministic replays, seeded randomness, fixed tool mocks, and artifact snapshots. Provide a folder structure and CI integration plan.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Design a privacy-by-design approach: data minimization, redaction, retention limits, and access controls for agent logs and memory. Include a compliance-friendly checklist.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Create a red-team scenario library focused on MCP and A2A: injection attempts, privilege escalation, tool misuse, delegation loops, and data leakage. Include severity scoring.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Design an enterprise integration plan (high level): connect to CRM/docs/ticketing via MCP tools with strict scopes, auditing, and approvals. Include a rollout plan and risk controls.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Design a critic pattern: structured critique prompts, bounded iterations, and a stop rule. Include how to measure improvement vs added latency/cost.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Create a safe synthetic task generation plan: avoid sensitive content, prevent leakage, and validate usefulness with human review. Include how to measure whether synthetic tasks improve real outcomes.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Propose a model routing architecture (‘model mesh’): task-based routing, fallback policies, confidence thresholds, and cost controls. Include an observability plan for routing quality.
Author: Assistant
Category: ai-strategy-2026 | Model: gpt-4o
Propose an interoperability strategy for agents across vendors: standard tool interfaces, event schemas, identity, logging, and portability. Include a 90-day de-risk plan and contract clauses to avoid...
Author: Assistant
Category: ai-strategy-2026 | Model: gpt-4o
Design a reference architecture using confidential computing: what runs in TEEs, key management, attestation flows, data minimization, and performance tradeoffs. Include threat model and rollout plan.
Author: Assistant
Category: ai-strategy-2026 | Model: gpt-4o
Map IAM, network segmentation, KMS, and logging across one cloud provider. Provide a minimal landing zone with guardrails.
Author: Assistant
Category: cloud-architecture-cyber | Model: gpt-4o
Provide stencils and examples for zero trust, segmentation, and key management diagrams. Include critique of common anti-patterns.
Author: Assistant
Category: architecture-visuals-cyber | Model: gpt-4o
Create a quantization evaluation suite (GPTQ/AWQ/RTN): perplexity, zero-shot accuracy, calibration set selection, and layer-wise sensitivity. Output deployment guidelines by architecture and hardware ...
Author: Assistant
Category: model-compression-LLM | Model: gpt-4o
Engineer a KV-cache offload strategy spanning HBM→HBM2e→CPU RAM→NVMe. Define admission/eviction, compression, and reuse heuristics; simulate hit rates across context lengths (8k–256k).
Author: Assistant
Category: systems-architecture-LLM | Model: gpt-4o
Compare FlashAttention-3, RingAttention, Multi-Query, and Hybrid-Selective attention for 128k+ contexts. Provide kernel-level trade-offs, memory footprints, and document a migration path.
Author: Assistant
Category: architecture-research-LLM | Model: gpt-4o
Specify a lightweight agent loop with decomposition, execution, and critique. Provide termination conditions, trace logging, and loop unroll limits.
Author: Assistant
Category: agent-architecture-LLM | Model: gpt-4o
Act as a delivery lead. Orchestrate a dev workflow where ChatGPT refines the spec, Cursor’s Plan/Debug Modes generate and iterate on code, and Antigravity agents run plan→execute→verify missions (edit...
Author: Assistant
Category: dev-workflow | Model: gpt-4o
Act as an aerospace systems lead. Draft a concept of operations (CONOPS) for a 4–6 seat eVTOL. Specify mission profile, range, payload, speed, reserves, and turnaround times. Produce a trade study com...
Author: Assistant
Category: aerospace-design | Model: gpt-4o
ChatGPT drafts reference architectures (web, data, event-driven); Cursor scaffolds repos; Antigravity provisions demo stacks and validates SLOs. Output evolution paths.
Author: Assistant
Category: architecture-templates | Model: gpt-4o
ChatGPT drafts Architecture Decision Records using a template; Cursor links ADRs to code areas; Antigravity checks ADR tags on PRs. Provide a monthly ADR review cadence.
Author: Assistant
Category: architecture-governance | Model: gpt-4o
Plan a video built from an audio spine (VO + music beats). Provide beat markers, cut points, and transitions, then align Veo/Sora shot prompts to each beat.
Author: Assistant
Category: video-editing-structure | Model: gpt-4o
Define a modular avionics stack (navigation, comms, flight control computers) and a pilot HMI for single-pilot ops. Provide alerting philosophy, failure modes, and a training outline.
Author: Assistant
Category: avionics-systems | Model: gpt-4o
Create a modular skateboard chassis supporting 3 wheelbases, 2 battery sizes, and 2 motor configs. Provide hardpoint map, NVH isolation strategy, and manufacturing BOM deltas.
Author: Assistant
Category: platform-architecture-auto | Model: gpt-4o
Pick a UI/server framework migration (e.g., Vue→React, Express→FastAPI). ChatGPT drafts a strangler plan; Cursor generates adapters; Antigravity runs dual-run canaries and traffic shadowing. Output ri...
Author: Assistant
Category: architecture-change | Model: gpt-4o
Act as a principal architect. Specify a next-gen chat research system with roles (Planner, Retriever, Synthesizer, Verifier), message schemas, tool contracts, and failure handling. Deliver a C4 diagra...
Author: Assistant
Category: architecture | Model: gpt-4o
ChatGPT maps bounded contexts; Cursor scaffolds service shells and gateways; Antigravity shadows and cuts traffic gradually. Include SLOs and rollback plans.
Author: Assistant
Category: modern-architecture | Model: gpt-4o
Infer churn drivers from reviews and forums for software rivals. Propose retention hooks and reactivation offers. Provide an experiment backlog.
Author: Assistant
Category: retention-strategy-software | Model: GPT-5.1
Scrape or paste app reviews for 5 software competitors. Cluster themes by LDA or keyphrase, tag severity, and produce a VoC heatmap with must-fix and must-market insights. Provide a response playbook.
Author: Assistant
Category: customer-insights | Model: GPT-5.1
Classify software rivals by motion type: PLG, sales-led, hybrid. Note signals like freemium, demo walls, product tours. Recommend counters per motion.
Author: Assistant
Category: GTM-patterns-software | Model: GPT-5.1
List top software competitors. For each, map features, integrations, SLAs, security certs, and roadmap hints. Score differentiation and copyability risk. Output a matrix and a moat narrative.
Author: Assistant
Category: product-competition | Model: GPT-5.1
Analyze rivals’ OSS use and releases. Note licenses, CLA policies, and community health. Recommend contribution or dual-license plays.
Author: Assistant
Category: OSS-strategy | Model: GPT-5.1
Compare competitors’ API surface, rate limits, partner galleries, and rev share. Identify ecosystem dependency risks and opportunities for us.
Author: Assistant
Category: platform-strategy | Model: GPT-5.1
Analyze competitors’ hiring posts, release notes, and changelogs. Infer next 3 quarters of bets, required infra, and partner dependencies. Output a timeline with confidence levels.
Author: Assistant
Category: signal-intelligence | Model: GPT-5.1
Using public filings or estimates, reverse-engineer competitor LTV, CAC, payback, NRR. Output confidence bands and 3 path-to-120% NRR ideas.
Author: Assistant
Category: financial-benchmarking-software | Model: GPT-5.1
Benchmark software and hardware competitors’ support: SLAs, channels, CSAT, community presence. Provide macro templates and escalation playbooks.
Author: Assistant
Category: customer-success-intel | Model: GPT-5.1
Given a product brief and geos, estimate TAM/SAM/SOM using top-down and bottom-up methods for movie, retail, food, software, and hardware analogs. Include assumptions, sources to verify, and a sensiti...
Author: Assistant
Category: market-sizing | Model: GPT-5.1
Build five-forces analyses for movie, retail, food, software, and hardware sectors in the target market. Rate each force 1–5 with evidence. Output sector-by-sector radar charts specs and a consolidate...
Author: Assistant
Category: strategy-frameworks | Model: GPT-5.1
Act as a strategy analyst. For a given company, list top 8 competitors across movie, retail, food, software, and hardware. For each, provide segment, core offer, price band, geo strength, moat type, a...
Author: Assistant
Category: market-analysis | Model: GPT-5.1
Model architecture choices as options with volatility and expiry. Compare cost to switch later vs now. Output a decision memo and triggers.
Author: Assistant
Category: architectural-decisioning | Model: gpt-4o
Define minimal policies and decision rights that unblock teams. Provide a delegations of authority matrix and sunset dates for rules.
Author: Assistant
Category: org-architecture | Model: gpt-4o
Quantify debt as principal and interest. Prioritize by impact and add a standing 15 percent capacity policy. Output a quarter plan with paydown epics.
Author: Assistant
Category: architecture-ops | Model: gpt-4o
Define firmware architecture for OTA with rollback, staged rollouts, and region-specific feature flags (TW/US). Include signing and key rotation.
Author: Assistant
Category: embedded-systems | Model: gpt-4o
Design metrics/logs/traces with SLOs split by user region (TW/US). Include error budget policy, synthetic checks, and status page messaging templates.
Author: Assistant
Category: reliability-engineering | Model: gpt-4o
Define a security SDLC: STRIDE threat modeling for core features, SAST/DAST, dependency scanning, and bilingual security training snippets.
Author: Assistant
Category: security-engineering | Model: gpt-4o
Outline privacy controls mindful of Taiwan PDPA and US CCPA attitudes: consent flows, data minimization, retention policies, DSR handling, and audit trails.
Author: Assistant
Category: security-privacy | Model: gpt-4o
Create an i18n checklist for web/app: UTF-8, zh-TW locale, pluralization, truncation, font fallbacks (Noto Sans TC), RTL-safety check, and screenshot diffing.
Author: Assistant
Category: frontend-quality | Model: gpt-4o
Propose a CI/CD pipeline with environment promotion, canary by geography (US first or TW first), secrets management, and rollback playbooks. Include cloud region choices (e.g., asia-east1, us-west).
Author: Assistant
Category: devops-pipelines | Model: gpt-4o
Propose a device/OS test matrix reflecting both markets: iOS/Android versions, popular devices, 4G/5G, and network throttling scenarios.
Author: Assistant
Category: qa-strategy | Model: gpt-4o
Design a split payment stack: US (Stripe/Apple Pay/Google Pay) and Taiwan (local gateways, credit/debit, convenience store pay). Include currency handling and refund flows.
Author: Assistant
Category: commerce-engineering | Model: gpt-4o
Write a plan for feature flags, A/B tests by locale, guardrail metrics, and exposure logs. Include cultural copy tests (EN vs zh-TW).
Author: Assistant
Category: experimentation-platform | Model: gpt-4o
Create an API governance doc: versioning policy, deprecation cadence, compatibility contract, changelog format, and regional rollout toggles.
Author: Assistant
Category: architecture-governance | Model: gpt-4o
Draft an engineering→support escalation playbook with SLAs by region/time zone, bilingual macros, and incident retros.
Author: Assistant
Category: support-ops-integration | Model: gpt-4o
Provide accessibility guidelines: WCAG for software, color/contrast, captions; hardware tactile feedback and labeling; cultural sensitivity notes for EN/zh-TW.
Author: Assistant
Category: a11y-standards | Model: gpt-4o
Design an Agile operating model across Taiwan and USA time zones: overlapping hours, sprint rituals, async specs, Definition of Ready/Done, and bilingual ticket hygiene.
Author: Assistant
Category: software-process | Model: gpt-4o
Create SLO targets per region, on-call rotations spanning TW/US, incident severity ladder, customer comms templates, and postmortem format.
Author: Assistant
Category: reliability-ops | Model: gpt-4o
Act as a city walker. Create a 3-hour urban stroll: Shibuya Crossing, Miyashita Park, Cat Street, Harajuku Takeshita, Omotesando architecture. Add street-food ideas and quiet detours.
Author: Assistant
Category: itinerary | Model: gpt-4o
Act as a quality lead. Provide a lightweight QMS starter for medical software: SOP index, document control, risk management, traceability matrix, and verification/validation plan.
Author: Assistant
Category: quality-systems | Model: gpt-5
Act as a path AI lead. Draft a WSI pipeline: tiling, color normalization, tissue detection, artifact rejection, MIL architectures, and pathologist-in-the-loop review.
Author: Assistant
Category: imaging-ml | Model: gpt-5
You are a regulatory strategist. Outline validation for software as a medical device/AI decision support: intended use, clinical association, analytical validation, clinical validation, and real-world...
Author: Assistant
Category: regulatory-strategy | Model: gpt-5
You are a macro tutor. Explain lighting small subjects, rails vs handheld burst, stacking software, focus step sizing, and dust control. Provide a kitchen-table project plan.
Author: Assistant
Category: photography | Model: gpt-4o
Act as an architecture coach. Explain perspective control, tilt-shift alternatives, verticals, interior bracketing, window pulls, and deliverables for agents. Include a room-by-room shot list.
Author: Assistant
Category: photography | Model: gpt-4o
Act as a broadcast TD. Design scenes for BRB, full-screen, picture-in-picture, media review, and game capture; hotkeys; stream delay; low-latency settings; alert routing; and VOD-safe tracks.
Author: Assistant
Category: creator | Model: gpt-4o
You are a DevSecOps lead. Create a starter pipeline: dependency scanning, SBOM generation, SAST/DAST, secrets detection, and signed releases. Provide pass/fail gates and incident playbooks.
Author: Assistant
Category: software | Model: gpt-4o
Act as a web-compute mentor. Outline a tutorial to run simple matrix ops and a tiny attention block in WebGPU. Include device feature checks, WGSL snippets, and performance measurement steps.
Author: Assistant
Category: software | Model: gpt-4o
You are a systems tutor. Create a 6-week Rust roadmap for engineers moving from C/C++. Cover ownership/borrowing, traits, async, FFI, and building a CLI + service. Provide weekly labs, benchmarks vs C...
Author: Assistant
Category: software | Model: gpt-4o
Act as a security architect. Draft a security overview for customer due diligence: network diagram, authN/Z, secrets management, key rotation, audit logging, disaster recovery RTO/RPO, and vulnerabili...
Author: tsubasa
Category: engineering | Model: gpt-4o
Propose a chiplet SoC using UCIe 1.1 over 2.5D interposer: partitioning rationale, die-to-die bandwidth/latency budget, PHY choices, protocol mapping, cache-coherency options, test strategy, and yield...
Author: Assistant
Category: chip-design | Model: gpt-4
Compare SAR, pipeline, and sigma-delta ADCs for a sensor hub. Include FoM, resolution/SNR targets, sampling rate, power, area, calibration needs, and DFT hooks. Output a recommendation with risk log a...
Author: Assistant
Category: chip-design | Model: gpt-4
As a systems architect, define an interface contract between firmware and cloud: message schema, versioning strategy, error codes, retry/backoff, feature flags, and backward compatibility tests. Provi...
Author: tsubasa
Category: engineering | Model: gpt-4o
Act as a CTO/CEO preparing a seed round. List a data room structure: product docs, architecture, security, metrics, financials, customer references, legal. Include a 6-slide tech appendix and a KPI gl...
Author: tsubasa
Category: leadership | Model: gpt-4o
Develop a DFT plan: scan compression goals, LBIST architecture, MBIST algorithms for SRAM/ROM, boundary scan, JTAG access, test time/cost model, and fault coverage targets. Provide patterns and bring-...
Author: Assistant
Category: chip-design | Model: gpt-4
Act as a principal engineer. Create a tech-debt register with severity, blast radius, compounding cost, and paydown roadmap aligned to OKRs. Include a policy for allocating 15–20% capacity to debt red...
Author: tsubasa
Category: engineering | Model: gpt-4o
Act as a security-minded engineer. Produce a security-by-default checklist: least privilege, secure defaults, safe secrets, rate limiting, audit logs on by default, and customer-facing security harden...
Author: tsubasa
Category: engineering | Model: gpt-4o
Write a power architecture using UPF with 3 voltage islands, DVFS, and retention strategies. Provide power-state tables, isolation/level-shifter rules, retention flop mapping, and power-sequencing tim...
Author: Assistant
Category: chip-design | Model: gpt-4
Outline a high-speed SerDes design: channel specs, CTLE/DFE equalization, CDR architecture, TX FIR taps, jitter budget, compliance masks, and IBIS-AMI modeling. Include lab validation steps and BER ta...
Author: Assistant
Category: chip-design | Model: gpt-4
Give guide for software engineers for: Multi-GPU sharding and parallelism strategy
Author: grace
Category: research | Model: gpt-4o-mini
Give information that is useful to software enginners: GPU memory optimization for LLM fine-tuning
Author: alice
Category: engineering | Model: gpt-4o
List 12 Chicago, USA locations reminiscent of famous film moods (no spoilers). For each: reference mood, shot height, aspect ratio suggestion, and movement idea (push‑in, pan).
Author: Inspire Search Corp.
Category: Travel Photography (USA) | Model: gpt-5-thinking
List 12 architectural vantage points in Palawan, Philippines. For each, add: DO (clean horizon, verticals) and DON'T (tilt, clutter). Give lens suggestions and nearest transit. Conclude with a 3‑shot ...
Author: Inspire Search Corp.
Category: Travel Photography (Asia) | Model: gpt-5-thinking
Compose a 3‑tier series in Singapore: ground‑level, mid‑deck, height. Provide 9 spots (3 per tier) with transition paths.
Author: Inspire Search Corp.
Category: Travel Photography (Asia) | Model: gpt-5-thinking
Write a detailed guide on configuring and utilizing the latest edge GPU boards for enhanced GenAI performance in robotics professionals' work. Include step-by-step instructions, optimal hardware confi...
Author: Prompt Generator
Category: TechGuides | Model: llama3.1:latest
Describe a workflow to optimize simulation scenarios on an HPC cluster, minimizing computational resources and maximizing accuracy. Please provide: - A step-by-step process for selecting suitable alg...
Author: Prompt Generator
Category: Supercomputing | Model: llama3.1:latest
Design a carbon-aware scheduling policy for {{workload_type}} on {{cluster_desc}}. Include: - Grid carbon intensity inputs ({{region_codes}}) + renewable forecasts - GPU tactics: mixed-precision, quan...
Author: Tsubasa Kato
Category: architecture | Model: gpt-5-thinking
Propose a data tiering strategy: hot/warm/cold/archive for {{data_types}}. Policies: TTLs, compaction, dedupe, compression, and green-region replication. Define SLOs and a deletion automation spec.
Author: Tsubasa Kato
Category: data-architecture | Model: gpt-5-thinking
Refactor {{feature}} to a local-first pattern with sync. Design conflict resolution, encryption, and degraded-mode UX. Estimate cloud bandwidth/energy saved and user benefits.
Author: Tsubasa Kato
Category: architecture | Model: gpt-5-thinking
Propose an edge–cloud architecture for {{use_case}} to minimize data movement and energy. Deliver: - What runs on-device vs edge vs cloud - Compression/feature extraction strategy - Federated learning...
Author: Tsubasa Kato
Category: architecture | Model: gpt-5-thinking
Given a quantum circuit with n qubits and m gates, optimize the gate placement and order to minimize the overall execution time on a realistic quantum computer architecture. Considerations: * Resourc...
Author: Prompt Generator
Category: Quantum Computing Challenge | Model: llama3.1:latest
Generate an ADR for <system change>: context, decision, options considered, trade-offs (latency, throughput, cost), failure modes, rollback plan, security and privacy impact, data migration, and obser...
Author: ChatGPT
Category: CTO | Model: GPT-5 Thinking
Compute roadmap prioritizes long-context video/software-gen AI. Action: align capex with GB200/GB300 ramps; capacity-plan power/cooling; shift some inference to video-native accelerators.
Author: ChatGPT
Category: Tech Strategy | Model: GPT-5 Thinking
Act as a plant Kaizen lead in Japan. Deliver a 12-week plan to modernize Andon/Kanban with tablets and edge sensors. Include: value-stream map, heijunka leveling, e-Andon schema, takt dashboards, stan...
Author: Tsubasa Kato
Category: Operations | Model: GPT-5 Thinking
Act as zero-trust PM. Phase SSO, MFA, device posture, and ZTNA for remote apps. Deliver: app inventory, policy tiers, break-glass, phishing-resistant MFA, BYOD stance, and change comms. KPIs: risky lo...
Author: Tsubasa Kato
Category: Security | Model: GPT-5 Thinking
Design an orchestration layer for 5–10 agents: routing, memory, tool auth, retries, tracing, and guardrails. Compare options (workflow engines vs. code), propose SLAs, queues, circuit breakers, and ob...
Author: Tsubasa Kato
Category: Strategy | Model: GPT-5 Thinking
Create a dreamlike cityscape with intricate architecture, soft pastel colors, and subtle hints of luminescence. Incorporate surreal elements that defy gravity or blur the line between reality and fant...
Author: Prompt Generator
Category: Fine Art | Model: llama3.1:latest
Create a surreal landscape with dreamlike skyscrapers and floating architecture, inspired by the works of Syd Mead.
Author: Prompt Generator
Category: Surrealism | Model: llama3.1:latest
Create a dreamlike scene of an abandoned, mist-shrouded cityscape at dusk. Incorporate subtle, glowing energy emanating from architectural details and the ground itself. Emphasize the eerie atmosphere...
Author: Prompt Generator
Category: Conceptual | Model: llama3.1:latest
Create a dreamlike cityscape with iridescent skyscrapers, glowing streetlights, and misty atmosphere. Incorporate intricate architecture, surreal details, and a sense of weightlessness.
Author: Prompt Generator
Category: Fantasy | Model: llama3.1:latest
Create a cosmic journey where the user is transported to a distant planet, experiencing breathtaking landscapes and encountering alien civilizations. Include stunning visual effects like solar flares,...
Author: Prompt Generator
Category: Visual Storytelling | Model: GPT-5, GPT-4o, Claude, Sora
You are a senior AI debugger. Analyze this stack trace and source code, identify root causes, and propose optimized fixes with code snippets.
Author: [email protected]
Category: Software Development | Model: GPT-5
Produce a blueprint for moving from monolith to MACH (Microservices, API-first, Cloud-native, Headless). Include reference architecture, vendor options, migration phases, and KPI impacts on site speed...
Author: ChatGPT
Category: business | Model: gpt-5
Create an implementation plan for server-side tagging and consent management (Consent Mode-style) across Japan, US, and EU sites. Include container architecture, data flows, event naming conventions, ...
Author: ChatGPT
Category: business | Model: gpt-5
Propose a RevOps data model in a warehouse with ELT, reverse ETL, and BI. Include schema, SLAs, identity resolution, and how to power SDR/CS dashboards.
Author: ChatGPT
Category: business | Model: gpt-5
I've just closed a deal with a leading manufacturing company that adopted our predictive maintenance software. They've seen a 30% reduction in unplanned downtime in the first six months. Draft a one-p...
Author: [email protected]
Category: case study, business | Model: GPT-5, GPT-4o, o3
From a Porter’s Five Forces perspective, analyze how our pricing strategy influences bargaining power, threat of substitutes, and rivalry in [industry]. Recommend price architecture changes that forti...
Author: [email protected]
Category: Strategy, Competition, Competitive, perspective, price, pricing | Model: GPT-4o, o4-mini, o4-mini-high, Grok, o3
You are an **expert task planner** with a precise, analytical, and user-sensitive communication style. Your job is to transform vague or high-level goals into clear, structured, and actionable sub-tas...
Author: [email protected]
Category: Planning, Plan, Goal | Model: GPT-4.1, GPT-4, o4-mini, o4-mini-high, o3
Automate financial calculations and budgeting using Python scripts or accounting software integrations.
Author: [email protected]
Category: accounting, calculation, budgeting, automation, automate | Model: GPT-4o, GPT-4, o4-mini, o4-mini-high, o3
Act as a pro senior software engineer. Please review the following code, identify potential issues, suggest optimizations, and recommend performance improvements:
Author: [email protected]
Category: Job title | Model:
Take on the role of a software engineer. Explain the principles of object-oriented programming to a beginner.
Author: Admin
Category: Technology | Model: GPT-4o
Analyze the latest trends in API-first development and its impact on SaaS businesses. Identify key benefits, challenges, and leading companies adopting this approach.
Author: Software Architect
Category: Technology | Model: GPT-4
Research the growing market for low-code/no-code development platforms. Analyze their benefits, limitations, and potential to disrupt traditional software development.
Author: Business Analyst
Category: Technology | Model: GPT-4
Analyze the latest trends in DevOps and their impact on software delivery speed and quality. Identify best practices and tools for implementing a successful DevOps strategy.
Author: DevOps Engineer
Category: Technology | Model: GPT-4