Troubleshooting Boot Issues: A Calm Checklist
Create a boot troubleshooting checklist: power, storage, display, BIOS settings, and logs. Keep it general, safe, and sequential.
Author: Assistant
Category: handheld-pc-makers | Model: GPT-5.2
Search Results
Showing results for "logs"
Thermal Paste and Pads: When and How to Use (High Level)
Explain when thermal paste vs pads are appropriate in compact devices, common mistakes, and how to validate improvement via temperature logging. Keep it general.
Author: Assistant
Category: handheld-pc-makers | Model: GPT-5.2
Thermal Throttling Diagnosis: What to Measure
Create a diagnosis plan for throttling: what metrics to log (temps, clocks, power), how to reproduce, and how to decide between cooling vs power limits.
Author: Assistant
Category: handheld-pc-makers | Model: GPT-5.2
Screen Issues: Flicker, Dead Pixels, Touch Problems
Create a troubleshooting guide for common display issues: flicker, brightness, touch errors, and cable problems. Provide safe checks and logging steps.
Author: Assistant
Category: handheld-pc-makers | Model: GPT-5.2
Observability-First Self-Improvement
Create a tracing and logging spec for the self-edit loop: prompts, tool calls, diffs, test results, deploy events, and user impact metrics.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Safe Self-Editing Agent: Plan→Patch→Test→Review→Deploy
Design a self-improving code-editing AI loop that proposes patches, runs tests, requests review, and deploys via canary + rollback. Include explicit safety gates and audit logs.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
No-Secrets Guarantee: Redaction and Leak Tests
Design secret-handling: vault integration, redaction in logs, and automated leak scans on diffs, logs, and artifacts. Include fail-closed behavior.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Agent Governance: Approvals, Logs, and Periodic Audits
Design governance for self-improving systems: approval rules, quarterly audits, access reviews, and incident drills. Include “who can change the agent” controls.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Safety Stop Button: Global Kill Switch for Automation
Design a global kill switch that halts all automated edits/deploys across environments. Include manual override process and audit logging.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Secrets Rotation Assistant with Zero Exposure
Create a plan for rotating secrets using a vault and short-lived tokens. Ensure no secret values are ever logged, diffed, or included in artifacts.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Self-Improving International Docs: Controlled Translation
Design a controlled translation system: glossary, style guide, human review, and back-translation checks. Integrate with MCP and require provenance logs.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Static Analysis Gate: Lints, Types, and Security Rules
Design a gate that blocks merges unless linting, type checks, and security linters pass. Include a policy for exceptions and mandatory justification logging.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Data Privacy Guardian: Prevent PII Collection Drift
Create an agent that scans logs/events for accidental PII collection and proposes fixes (redaction, schema changes). Include alerting and retention rules.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Self-Improving MCP Tool Wrappers: Input Validation
Design MCP wrappers that validate inputs, enforce types, and reject dangerous parameters. Include error taxonomy and audit logging for rejected calls.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Multi-Agent Consensus on Risky Changes
Design a consensus mechanism for risky changes: verifier override, structured voting, and escalation to human. Include disagreement logs and rationale storage.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Safe Feature Flag Agent: Launch Darkly Style Workflow
Design a feature flag workflow: staged rollout, kill switches, and metrics by cohort. Include rules for cleanup (flag debt) and audit logging.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Self-Improving Logging Cost: Sampling and Cardinality Control
Create a plan to reduce logging costs: sampling, cardinality caps, and aggregation. Require proof that debugging capability is preserved via incident drills.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Safe Refactor of Logging: Preserve Signal, Reduce Noise
Create a plan for improving logs: structured fields, sampling, PII redaction, and correlation IDs. Require that changes do not reduce incident investigability.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Self-Improving Artifact Ledger: Every Change Leaves Proof
Design an artifact ledger storing RFCs, diffs, test reports, benchmarks, deploy logs, and citations. Include retention policy and query patterns for audits.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Safe Logging: What to Log and What Not to Log
Define a safe logging policy: what to log for debugging, what to redact, retention windows, access controls, and anonymization. Include examples and anti-examples.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Data Governance for Feedback Loops
Design data governance for user feedback and logs: consent, retention, minimization, access controls, and audit trails. Provide a policy and an implementation checklist.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Tool Permission Model (Least Privilege)
Create a least-privilege permission model for tools: scopes, rate limits, time bounds, and audit logs. Provide an authorization matrix and guidelines for granting elevated access.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Integration Plan: MCP Tools for Search and Crawl
Design how to expose search/fetch/extract as MCP tools: schemas, permissions, and audit logs. Include example tool definitions and a safety policy for tool use.
Author: Assistant
Category: research-bot | Model: GPT-5.2
Content Versioning: Keep Historical Snapshots
Design content versioning: snapshots, change logs, and references to “as of” dates for citations. Include retention and storage cost considerations.
Author: Assistant
Category: research-bot | Model: GPT-5.2
Incident Response Plan for AI Failures
Create an incident response plan specific to AI: detection, containment, user comms, rollback, forensic logging, and post-incident retraining rules. Include severity levels and example incidents.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Browser Automation Policy (If Used): Safety and Limits
If browser automation is required, design a policy: strict allowlists, minimal interaction, rate limits, and recording of steps. Include risk assessment and a user-facing disclaimer template.
Author: Assistant
Category: research-bot | Model: GPT-5.2
Non-Deceptive Behavior Requirements
Write explicit requirements to prevent deceptive behavior: transparency rules, auditability, and logging. Include tests to detect hidden policy violations or manipulation attempts.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Security Architecture: Secrets, Keys, and Audit Logs
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
Auditability: End-to-End Trace of Decisions
Design an auditability system: trace inputs→retrieval→prompt→tool calls→outputs, with immutable logs and privacy controls. Include a schema and query patterns for audits.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Root-Cause Diagnosis Framework for Vehicle Faults
Create a root-cause diagnosis workflow for an experienced mechanic working on cars, motorcycles, or bicycles. Include symptom capture, hypothesis tree, test order, evidence logging, and a rule for whe...
Author: Assistant
Category: vehicle-engineering-mechanics | Model: GPT-5.2
Time Stamps and Versioning: What Changed When?
Teach me how to track changes over time: page versions, archived copies, release notes, and timestamps. Provide a “change log” note template.
Author: Assistant
Category: information-reliability | Model: GPT-5.2
Decision Making: DACI/RACI in Plain English
Teach me DACI/RACI and help me apply it to my project. Produce a roles table, decision log format, and a meeting script to confirm ownership.
Author: Assistant
Category: soft-skills | Model: GPT-5.2
Planner–Executor Split With Safety Gates
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
Observability: Traces for Prompt→Tool→Output
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
Consensus Strategy: When Agents Disagree
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
Study System: Spaced Repetition + Error Log
Create a combined system: spaced repetition for vocab/phrases + an error log for mistakes. Provide a daily workflow (20–30 min) and a weekly consolidation ritual.
Author: Assistant
Category: toefl-2026 | Model: gpt-4o
Race/Track Day Vehicle Prep Checklist
Create a track day preparation checklist for cars or motorcycles: brakes, tires, fluids, suspension, fasteners, safety gear, data logging, and post-session inspection.
Author: Assistant
Category: vehicle-engineering-mechanics | Model: GPT-5.2
Confidence Builder: Evidence Log + Micro-Wins
Design a confidence routine: daily evidence log, weekly reflection, and micro-win planning. Include prompts and a scoring system so I can track progress.
Author: Assistant
Category: soft-skills | Model: GPT-5.2
Data Logging Setup for Performance Diagnosis
Create a data logging plan for performance diagnosis: what channels to log, sampling rate, test conditions, annotation method, and how to compare before/after changes.
Author: Assistant
Category: vehicle-engineering-mechanics | Model: GPT-5.2
Privacy-by-Design: Minimal Data, Maximum Utility
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
Agent Governance: RFCs, Reviews, and Approvals
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
Policy Profiles: Different Safety Levels by User Type
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
Remote Collaboration: Written Culture Upgrade
Design a written culture upgrade: documentation standards, meeting notes, decision logs, and ‘single source of truth’ structure. Provide templates and review routines.
Author: Assistant
Category: global-business-advice | Model: gpt-4o
How to Run Projects That Don’t Drift
Create a project execution playbook: objectives, milestones, owners, risk log, weekly check-ins, and change control. Provide a template that works for any region.
Author: Assistant
Category: global-business-advice | Model: gpt-4o
Meeting Strategy: How Decisions Really Get Made
Create a meeting strategy guide for USA/Europe/Asia: pre-alignment, agenda discipline, decision logs, and follow-up mechanisms. Include how to handle silent disagreement and consensus cultures.
Author: Assistant
Category: global-business-advice | Model: gpt-4o
Secure Secrets Handling for Tool-Using Agents
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
Content Automation Guardrails (Human-in-the-Loop)
Define guardrails for automated content: what can be fully automated vs requires review, approval stages, and audit logs. Provide a risk-based approval matrix by channel.
Author: Assistant
Category: content-generation-2026 | Model: gpt-4o
Listening: ‘Trap Awareness’ Training
Design a training plan to detect TOEFL listening traps (paraphrase, partial match, extreme words, speaker attitude confusion). Include a weekly mini-test format and an error log template.
Author: Assistant
Category: toefl-2026 | Model: gpt-4o
Editorial Workflow with AI Agents (Roles + Gates)
Design an editorial workflow using agent roles (researcher, drafter, editor, fact-checker, compliance). Define gates, artifacts, and audit logs. Output SOP + reusable prompts.
Author: Assistant
Category: content-generation-2026 | Model: gpt-4o
Cross-Region Sales Follow-Up (Cadence + Tone)
Create a follow-up cadence plan with scripts for USA/Europe/Asia: first follow-up, second follow-up, final follow-up, and re-open later. Include personalization rules and a CRM logging method.
Author: Assistant
Category: global-business-advice | Model: gpt-4o
MCP Tool Schema Design: Stable, Typed, Auditable
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
Editorial Prioritization: What Deserves Coverage Today
Create a prioritization rubric for assigning coverage: public impact, novelty, proximity, evidence strength, audience relevance, and resource cost. Output a daily standup agenda and decision log forma...
Author: Assistant
Category: news-ops | Model: gpt-4o
Sensor Installation and Calibration Checklist
Create a checklist for installing and calibrating sensors: placement, wiring, shielding, grounding, plausibility checks, data logging, and failure detection.
Author: Assistant
Category: vehicle-engineering-mechanics | Model: GPT-5.2
Multiagent Operating Model (MAOM) Blueprint
Design a multiagent operating model: roles (planner, researcher, executor, verifier), tool boundaries, memory policy, escalation rules, and audit logs. Include an ‘agent budget’ concept and KPI set.
Author: Assistant
Category: ai-strategy-2026 | Model: gpt-4o
Agent Interoperability & Vendor Lock-In Escape Plan
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
Cloud Security Primer (College/Grad)
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
Secure Coding Kata (College)
Prepare a weekly coding kata: fix input validation, auth, secrets, and logging issues. Provide code snippets in Python/JS and test cases.
Author: Assistant
Category: dev-sec-edu-series | Model: gpt-4o
Privacy by Design Checklist (IR/Cyber)
Provide a checklist for IR and cyber projects: minimize PII, consent logging, deletion tooling, and redaction for storage.
Author: Assistant
Category: privacy-checklist-students | Model: gpt-4o
Intro to Blue Team Telemetry (College)
Create a lab to collect logs from OS, web server, and network sensors. Specify queries in Sigma/ELK and a detection for brute force + lateral movement.
Author: Assistant
Category: practical-lab | Model: gpt-4o
SQL for Analysts: IR Datasets
Write 10 SQL exercises on click logs, queries, sessions, and dwell time. Include expected outputs and hints.
Author: Assistant
Category: analytics-drill-IR-SQL | Model: gpt-4o
Agents: Planner–Executor–Critic
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
Sagamihara SME Digitalization Roadmap
For a Sagamihara metalworking SME, draft a 90-day digital roadmap: barcode WIP tracking, simple MES, maintenance logs, and power monitoring. Include cost bands, vendor shortlist, and a pilot success c...
Author: Assistant
Category: industry-4.0 | Model: gpt-4o
Privacy: DP-SGD & Redaction
Outline a privacy strategy: DP-SGD variants for SFT, selective redaction layers, privacy evals (membership inference), and logging minimization.
Author: Assistant
Category: privacy-engineering-LLM | Model: gpt-4o
Observability: Tokens, Tools, Truth
Define observability: token usage distributions, tool call success, citation density, and hallucination alerts. Provide redaction-safe logs and dashboards.
Author: Assistant
Category: platform-observability-LLM | Model: gpt-4o
Data Privacy Scanner
ChatGPT enumerates PII patterns and retention policies; Cursor adds find-and-mask utilities; Antigravity scans repos/logs and flags violations. Deliver a remediation queue.
Author: Assistant
Category: privacy-engineering | Model: gpt-4o
Compliance Evidence Collector (SOC2/GDPR)
ChatGPT maps controls to code/process; Cursor instruments logs/alerts; Antigravity gathers evidence on schedule and exports a binder. Include DSR/retention tests.
Author: Assistant
Category: compliance-ops | Model: gpt-4o
Feature Flag Governance Kit
ChatGPT defines naming/expiry rules; Cursor adds audit logs and cleanup jobs; Antigravity reports stale flags each sprint and opens removal PRs. Provide a governance doc.
Author: Assistant
Category: product-governance | Model: gpt-4o
Design QA & Critique Ritual
Define a weekly critique: aircraft (aero/perf), car (HMI/safety), magazine (legibility/flow). Provide checklists, scoring rubrics, and decision logs.
Author: Assistant
Category: design-operations | Model: gpt-4o
Meeting Diet & Asynchronous Playbook
Audit a calendar and convert eligible meetings to async. Provide email/Slack templates, decision logs, and criteria to cancel, compress, or cluster meetings.
Author: Assistant
Category: time-management | Model: gpt-4o
Privacy/PII Scrub & Policy Layer
Add a privacy stage that redacts PII from inputs/outputs and blocks storage for sensitive fields. Provide audit logs and consent flags in metadata.
Author: Assistant
Category: privacy-compliance | Model: gpt-4o
Agent Tool Contracts & Telemetry
Define JSON tool contracts (inputs/outputs/errors) and telemetry for every call (latency, token use, source count). Provide a redaction policy for logs.
Author: Assistant
Category: platform-observability | Model: gpt-4o
Observability Golden Paths
ChatGPT writes golden path templates for logs/metrics/traces; Cursor inserts instrumented examples; Antigravity validates dashboards and SLO alerts per service. Output service health runbook.
Author: Assistant
Category: sre-foundations | Model: gpt-4o
Incident Postmortem Synthesizer
Collect logs/incidents; ChatGPT drafts a blameless postmortem; Cursor queries log/trace snippets and links to code; Antigravity reconstructs a timeline and verifies action items land in code/config. P...
Author: Assistant
Category: reliability-ops | Model: gpt-4o
Decision Review Cadence
Define a cadence for reversible vs irreversible decisions. Add premortem, postmortem, and decision log templates. Output a 30 60 90 rollout plan.
Author: Assistant
Category: management-ops | Model: gpt-4o
Pricing Experimentation OS
Propose experiments on price levels, packaging, and fences. Define sample size, guardrails, and rollout plan. Output a decision log template.
Author: Assistant
Category: pricing-ops | Model: gpt-4o
Adaptive Kaizen OODA Loop
Combine Kaizen with OODA for a weekly improvement loop. Map current workflow, pick one friction, propose a countermeasure, run a 7 day pilot, and log outcomes. Output a one page SOP and a next loop ba...
Author: Assistant
Category: process-improvement | Model: gpt-4o
Feature Flag Governance
Define naming, ownership, expirations, and logs for flags. Add a cleanup ritual and audit queries. Output a governance SOP.
Author: Assistant
Category: governance-engineering | Model: gpt-4o
Quarterly Product Council
Set up a cross-functional product council with TW/US representation: agenda, decision log, RICE/ICE scoring, and roadmap comms pack.
Author: Assistant
Category: product-governance | Model: gpt-4o
Feature Flag & Experimentation
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
Observability & SLOs per Region
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
First Aid & Emergency Comms Kit
Build a minimalist trauma/first aid list and comms plan (PLB/inReach/Zoleo basics, SMS templates, UTM/what3words). Include an incident log form.
Author: Assistant
Category: safety-kits | Model: gpt-4o
SAT Error Taxonomy & CSV Tracker
Define an error taxonomy (concept, process, careless, pacing). Provide a CSV template and dashboard spec to visualize trends weekly.
Author: Assistant
Category: analytics-SAT | Model: gpt-4o
TOEFL Error Log & Analytics CSV
Design a CSV schema and examples for tracking mistakes (Item ID, Type, Reason, Time, Fix plan). Add a visualization brief to spot patterns (e.g., inference vs detail errors).
Author: Assistant
Category: study-tools | Model: gpt-4o
Service Manager (List/Restart)
Create a CLI to list/start/stop services using systemctl/launchctl/Windows ServiceController. Flags: --list, --status name, --restart name, with privilege checks and logs.
Author: Assistant
Category: cli-tool | Model: gpt-4o
Battery & Power Logger
Create a CLI that logs battery %, wear level, charge cycles, and power source. Use upower/pmset/PowerShell WMI. Flags: --watch, --csv, --notify thresholds.
Author: Assistant
Category: cli-tool | Model: gpt-4o
Universal Package Updater
Create a CLI that updates packages using apt/dnf/pacman/brew/winget/choco when available. Flags: --check, --upgrade, --security-only (if supported), --list-outdated, --dry-run. Log file per host.
Author: Assistant
Category: cli-tool | Model: gpt-4o
Safe Port Scanner (Ethical)
Implement a rate-limited TCP port scanner with banner grab (when legal). Flags: --target, --ports 1-1024, --safe, --top100, --timeout. Print risk warnings and logging. Use Test-NetConnection/nc/nmap i...
Author: Assistant
Category: cli-tool | Model: gpt-4o
Log Tail & Highlight (Regex Rules)
Implement tail -f equivalent with Windows support, colored highlights for multiple regex patterns, and context lines. Flags: --file, --pattern, --since, --json. Handle rotated logs robustly.
Author: Assistant
Category: cli-tool | Model: gpt-4o
Docker Quick Tasker
Build a CLI to dockerize a folder with sane defaults: generates Dockerfile/Compose, builds, runs, tails logs, and cleans. Flags: --init, --build, --run, --logs, --down. Language presets (Python/Node/G...
Author: Assistant
Category: cli-tool | Model: gpt-4o
Wet-Lab QA/QC & Lot Tracking
Act as a lab QA lead. Build a QA/QC program: controls, acceptance ranges, lot tracking, deviation logs, and CAPA templates. Include weekly QC dashboard spec.
Author: Assistant
Category: lab-operations | Model: gpt-5
EHR NLP with Privacy Guardrails
You are a clinical NLP lead. Build a de-identification-first pipeline: PHI scrubbing, section segmentation, entity extraction (SNOMED/LOINC), and cohort retrieval. Include audit logs and drift checks.
Author: Assistant
Category: health-IT | Model: gpt-5
Tech Evaluation Matrix and PoC Triggers
You are a solutions architect. Build a matrix for evaluated tech: criteria, thresholds, integration effort, security flags, and PoC triggers. Output a CSV template and risk log.
Author: Assistant
Category: trade-show | Model: gpt-4o
Pricing and Discount Intelligence Log
You are a deal strategist. Provide a mobile-first log to capture street pricing, discount ladders, bundles, and renewal hints heard on the floor. Add legal/ethical guardrails and a daily debrief forma...
Author: Assistant
Category: trade-show | Model: gpt-4o
Point-of-Care Ultrasound Starter
Act as a POCUS coach. Lay out FAST, lung, IVC, and basic echo windows; probe choices; image labeling; and a credentialing log template. Add safety notes and documentation examples.
Author: Assistant
Category: critical-care-education | Model: gpt-5
BSL-2 Biosafety SOP Pack
You are a biosafety officer. Draft BSL-2 SOPs: PPE, waste, spill response, sharps, incident reporting, and training logs. Include a lab signage kit and audit checklist.
Author: Assistant
Category: lab-safety | Model: gpt-5
Crisis Simulation Drill
You are a comms trainer. Design a 2-hour tabletop crisis drill: scenario, injects, decision logs, cross-functional roles, external comms artifacts, and scoring rubric. Include a debrief template.
Author: Assistant
Category: PR | Model: gpt-4o
Social Media Response Matrix
You are a community manager. Build a response matrix: scenarios (praise, complaint, misinformation, outage), tone guidance, escalation rules, response SLAs, and sample replies. Include a tagging schem...
Author: Assistant
Category: PR | Model: gpt-4o
Reproducible Research with Containers
You are a research TA. Create a template for containerized experiments using Docker and Makefiles. Include dependency pinning, random seed policy, and artifact logging. Provide a repro checklist.
Author: Assistant
Category: education | Model: gpt-4o
Observability Minimum Viable Platform
As a platform engineer, design an observability MVP: log, metric, trace standards; correlation IDs; dashboards for latency, errors, saturation; SLOs and burn-rate alerts; incident response runbook; an...
Author: tsubasa
Category: engineering | Model: gpt-4o
Security Architecture for First Enterprise Deal
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
ADC Architecture Trade Study
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
CI/CD for Regulated Customers
Act as a principal engineer. Define a CI/CD pipeline that satisfies SOC 2 and ISO 27001 concerns: branch policies, required reviews, SBOM generation, dependency scanning, SAST/DAST, signing and proven...
Author: tsubasa
Category: engineering | Model: gpt-4o
Security-by-Default Product Checklist
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
Tokyo — Derivatives Collateral & Margin: TOPIX reweighting and passive flows
Build a collateral/margin management mini-spec in Tokyo for TOPIX reweighting and passive flows. Cover CSA terms, margin calls, eligible collateral, and haircuts. Return as a CSV of fields and a dispu...
Author: Inspire Search Corp.
Category: Financial Business (City-Specific) | Model: gpt-5-thinking
London — M&A Deal Room Checklist: EMIR clearing & margin thresholds monitoring
Assemble an M&A deal-room checklist suitable for London focusing on EMIR clearing & margin thresholds monitoring. Return sections: diligence tracks, red-flag logs, data-room index, and closing deliver...
Author: Inspire Search Corp.
Category: Financial Business (City-Specific) | Model: gpt-5-thinking
Geneva — FX Hedging Playbook: Lombard lending LTV and margin rules for multi-asset books
Produce an FX hedging playbook for Geneva participants dealing with Lombard lending LTV and margin rules for multi-asset books. Cover hedge ratios, instruments, tenor ladder, accounting notes, and an ...
Author: Inspire Search Corp.
Category: Financial Business (City-Specific) | Model: gpt-5-thinking
Tokyo — Alt Data Signal Pack: GPIF stewardship themes and engagement log
Assemble an alternative-data signal pack in Tokyo relevant to GPIF stewardship themes and engagement log. List sources, transformations, and a validation rubric. Return as a table and a risk note on c...
Author: Inspire Search Corp.
Category: Financial Business (City-Specific) | Model: gpt-5-thinking
New York — M&A Deal Room Checklist: SPAC/De-SPAC watchlist with signals
Assemble an M&A deal-room checklist suitable for New York focusing on SPAC/De-SPAC watchlist with signals. Return sections: diligence tracks, red-flag logs, data-room index, and closing deliverables. ...
Author: Inspire Search Corp.
Category: Financial Business (City-Specific) | Model: gpt-5-thinking
London — Derivatives Collateral & Margin: LCH clearing membership operational checklist (illustrative)
Build a collateral/margin management mini-spec in London for LCH clearing membership operational checklist (illustrative). Cover CSA terms, margin calls, eligible collateral, and haircuts. Return as a...
Author: Inspire Search Corp.
Category: Financial Business (City-Specific) | Model: gpt-5-thinking
Tokyo — FX Hedging Playbook: J-REIT screening and sector exposures
Produce an FX hedging playbook for Tokyo participants dealing with J-REIT screening and sector exposures. Cover hedge ratios, instruments, tenor ladder, accounting notes, and an exceptions policy. Ret...
Author: Inspire Search Corp.
Category: Financial Business (City-Specific) | Model: gpt-5-thinking
Stormwater & Discharge Log Template
Provide a stormwater inspection and discharge monitoring template for a site near the Yellow River. Return a table: location, date/time, weather, turbidity check, sheen/odor note, sample taken(Y/N), c...
Author: Tsubasa Kato
Category: Lanzhou Industrial & Business | Model: gpt-5-thinking
Industrial Power Quality Audit Pack
Create an audit pack for power quality in a Lanzhou workshop: voltage dips, harmonics, power factor. Return: instrument list, sampling plan, acceptance thresholds (placeholder ranges), root-cause tree...
Author: Tsubasa Kato
Category: Lanzhou Industrial & Business | Model: gpt-5-thinking
Social Governance Matrix (Enterprise)
Define roles/responsibilities (RACI) for enterprise social: owners, approvers, legal. Add SLAs and a change log template.
Author: Inspire Search Corp.
Category: Enterprise | Model: gpt-5-thinking
Robot/Scraper Detection from Server Logs
Goal: detect robots/scrapers from logs. Data: server logs (CDN/WAF), GA4 anomalies. Steps: 1) UA/IP reputation, JA3/TLS fingerprints; 2) Request-rate and path entropy anomalies; 3) Honeypot endpoints;...
Author: Tsubasa Kato
Category: Web Analytics | Model: GPT-5 Thinking
Search Behavior Insights (Site Search Logs)
Goal: mine internal site search for intent gaps. Data: GA4 view_search_results and search_term params. Steps: 1) Top queries with zero-results; 2) CTR to result pages; 3) Query clusters using embeddin...
Author: Tsubasa Kato
Category: Web Analytics | Model: GPT-5 Thinking
Attribution: Markov vs Shapley vs Rule-Based
Goal: compare attribution approaches. Data: multi-touch journeys (GA4 pathing + ad click logs). Steps: 1) Build rule-based (last/first/linear/time-decay); 2) Build Markov and Shapley using transition ...
Author: Tsubasa Kato
Category: Web Analytics | Model: GPT-5 Thinking
Cohort Retention & Power-User Curve
Goal: analyze cohort retention and power-user curve. Data: GA4 users and events, subscription logs if applicable. Steps: 1) Build weekly cohorts by first_visit; 2) Compute W1–W12 retention; 3) Plot po...
Author: Tsubasa Kato
Category: Web Analytics | Model: GPT-5 Thinking
Sessionization & Bot Filtering Playbook
Goal: define sessionization robustly and filter bots. Data: raw web logs + GA4 BigQuery. Steps: 1) Build session rules (30m inactivity, campaign change resets); 2) Bot filters using IP ranges, UA rege...
Author: Tsubasa Kato
Category: Web Analytics | Model: GPT-5 Thinking
Traffic Source Quality & UTM Hygiene Audit
Goal: audit source/medium quality and UTM hygiene for {START_DATE}–{END_DATE}. Data: GA4 BigQuery export `{PROJECT}.{DATASET}.events_*`, ad platform logs, server-side UTMs. Steps: 1) Classify sessions...
Author: Tsubasa Kato
Category: Web Analytics | Model: GPT-5 Thinking
Creator Analytics Spec (North Stars & Guardrails)
Define a lightweight analytics spec for {creator_or_brand}. Deliver: metric tree (North Star → inputs), weekly dashboard spec, definitions (e.g., SAVER: Saves, Average View Duration, Earned shares, Re...
Author: Tsubasa Kato
Category: Influencer Growth | Model: gpt-5
Data Minimization & Retention Plan
For each data class in {{product_concept}} define purpose, legal basis, retention, and deletion automation. Propose privacy-by-default settings and user controls. Add an audit log design and breach pl...
Author: Tsubasa Kato
Category: data-governance | Model: gpt-5-thinking
Robotics Dev: Energy & Thermal Budget (Mobile)
Plan energy/thermal budgets for a mobile robot. Deliver: duty cycles, power states, estimator, heat paths, and throttle rules. KPIs: mission time, peak temp, derates. Output: spreadsheet model, test r...
Author: Tsubasa Kato
Category: Engineering | Model: GPT-5 Thinking
Datacenter: Thermal Containment Retrofit Planner
Act as a DC thermal lead. Produce a retrofit plan for hot/cold aisle containment without downtime. Deliver: baseline (ΔT, CFM, rack kW), CFD-lite assumptions, blanking/brush kits, containment bill of ...
Author: Tsubasa Kato
Category: Operations | Model: GPT-5 Thinking
Datacenter: Firmware Compliance & Fleet Baseline
Be the fleet baseline owner. Build a compliant firmware/BIOS/BMC matrix across vendors. Deliver: source of truth, hash/signature checks, ringed rollout (lab→canary→zone), auto-rollback, maintenance wi...
Author: Tsubasa Kato
Category: Operations | Model: GPT-5 Thinking
Corporate Office IT: On/Offboarding & Ticket Triage Agent
Be an IT ops partner for a 200–2,000 seat office. Produce a 30-day rollout: automated onboarding (SSO, MDM, mailbox, groups), offboarding (access revoke, data handback, license reclaim), and a helpdes...
Author: Tsubasa Kato
Category: Strategy | Model: GPT-5 Thinking
Robotics Dev Co.: Sim-in-the-Loop CI Pipeline
You are a robotics CI lead. Design a sim-in-the-loop pipeline for perception + planning stacks. Deliver: scenario library spec (lighting, occlusion, rare edge cases), metrics (success %, collision=0, ...
Author: Tsubasa Kato
Category: Engineering | Model: GPT-5 Thinking
Electronics: Filter Design & Monte Carlo
Create a plan to simulate an active/band-pass filter with component tolerances. Deliver: transfer targets, SPICE model set, Monte Carlo runs, temperature corners, KPIs (gain ripple, Q, phase), manufac...
Author: Tsubasa Kato
Category: Simulation | Model: GPT-5 Thinking
Electronics: BMS SOC Estimator
Plan a simulation for battery SOC/SOH estimator (EKF/UKF). Deliver: cell model choice, drive cycles, noise models, KPIs (MAE, drift), fail-safes, logging. Output: algorithm pseudocode, dataset schema,...
Author: Tsubasa Kato
Category: Simulation | Model: GPT-5 Thinking
Small Biz: Sales & Support Agent Pack
Create two agents: 1) SDR reply composer with CRM logging, 2) Support triage with SLA timers. Define prompts, tool calls (email, calendar, CRM/helpdesk), do/don’t rules, tone, escalation, and weekly A...
Author: Tsubasa Kato
Category: Strategy | Model: GPT-5 Thinking
Mid-Market: Data Governance & PII
Create a pragmatic policy: data map, lawful bases, retention, DLP, redaction, secrets handling, vendor assessment, human review. Include a DPIA lite template, audit log fields, and a quarterly red-tea...
Author: Tsubasa Kato
Category: Strategy | Model: GPT-5 Thinking
Mid-Market: Agent Orchestration Mesh
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
Small Biz: Cost & Safety Guardrails
Propose lightweight guardrails: role-based access, PII masking, approval keywords, monthly budget caps, prompt change log, red-team checklist. Output SOPs (1 page each), incident playbook (who/when/ho...
Author: Tsubasa Kato
Category: Strategy | Model: GPT-5 Thinking
Post-Release Sentiment & Bugs
Within 24h after releasing {{version}}, aggregate: bug reports, crash logs, CS tickets, social/dev forums. Provide top 5 issues, severity, repro notes, and a 3-step hotfix plan.
Author: Tsubasa Kato
Category: Engineering | Model: gpt-5
AI Risk Mapping for Products
Create a risk-based map for AI features in a SaaS product. Classify use cases by risk level, propose human-in-the-loop controls, logging, model cards, and user disclosures for JP/US/EU enterprise buye...
Author: ChatGPT
Category: business | Model: gpt-5