Cost Control: Avoiding ‘Prototype Creep’
Create a cost control plan for makers: stage gates, “must-have vs nice-to-have,” reuse parts, and how to decide when to stop iterating.
Author: Assistant
Category: handheld-pc-makers | Model: GPT-5.2
Search Results
Showing results for "gates"
PR Auto-Reviewer: Checklist and Risk Annotations
Design an automated PR reviewer that adds checklists, risk annotations, and required evidence links (tests, benchmarks, docs). It must not auto-merge without gates.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Accessibility Improvement Agent: Automated Checks + Fixes
Design an accessibility agent that runs audits (linting, contrast checks where applicable), proposes fixes, and validates with automated tests. Require human review for UX changes.
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
Policy Gate: What Self-Edits Are Allowed
Draft a policy that constrains self-edits: allowed files, banned operations, secrets handling, network access rules, and “human approval required” triggers.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Data Quality Gate for ML Pipelines
Design a data quality gate: schema, drift detection, missingness, and label quality checks. Integrate with self-improving code changes to ML pipelines safely.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Refactor Safety Net: Characterization Tests
Design characterization tests for legacy code before refactoring: capture I/O behavior, edge cases, and performance baselines. Use them as a gate for changes.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Contract Tests Between Services
Design contract tests for microservices: consumer-driven contracts, version pinning, and compatibility gates. Integrate with the self-edit loop for safe rollouts.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Self-Improving Prompt Library With Versioning
Design a prompt library that the agent can improve safely: semantic versioning, eval gates, canary prompts, and rollback. Include prompt linting rules.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Self-Improving LLM Tooling: Prompt + Tool Compatibility Tests
Design compatibility tests between LLM prompts and MCP tools: schema conformance, error handling, and anti-injection checks. Gate prompt/tool updates on these tests.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Self-Improving Safety Regression Suite
Create a safety regression suite for tool-using agents: prompt injection tests, permission misuse tests, and data leakage tests. Gate deployments on this suite.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Abundance in Marketing: ‘Campaigns in a Day’ Studio
Create a plan for producing full campaigns in one day: briefs, creative generation, channel adaptation, measurement, and iteration. Include QC gates and ethical ad rules.
Author: Assistant
Category: future-monetization | Model: gpt-5.2
Change Risk Classifier: Low/Medium/High With Rules
Create a rule-based + learned risk classifier for diffs: file types, touched modules, dependency impact, and security sensitivity. Use it to decide required gates.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Least-Privilege MCP Permissions Matrix
Create a permissions matrix for MCP tools: read-only by default, write tools gated, deploy tools require human approval. Include environment separation (dev/stage/prod).
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
Safety-Gated Iteration Loop (Design Pattern)
Design a safety-gated iteration loop: propose→simulate→test→review→deploy→monitor. Include stage gates, required evidence at each gate, and ‘stop conditions’ that automatically halt rollout.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Evaluation Ladder: Unit→Integration→System→Live
Design an evaluation ladder for recursive improvement: unit tests, integration tests, simulation, canaries, and production monitoring. Provide pass/fail gates and minimum coverage targets.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Testing Strategy: Unit + Integration + Golden Reports
Create a testing strategy: unit tests for extractors, integration tests for API calls (mocked), and golden report tests to detect synthesis drift. Include CI gating rules.
Author: Assistant
Category: research-bot | Model: GPT-5.2
Cross-Validation: Two Models, One Decision
Create a cross-validation pattern: primary model proposes, secondary model critiques/verifies, and a policy gate decides. Include how to handle disagreements and measure error reduction.
Author: Assistant
Category: recursive-ai-safety | 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
Clocking Architecture: PLL/MMCM and Jitter Budget
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
Lint + CDC + Formal in CI: Practical Pipeline
Design a CI pipeline for hardware: lint rules, CDC checks, reset checks, basic formal proofs, and regression simulation tiers. Include pass/fail gates and artifact retention for debug.
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
Clock Gating and Enable Strategy (ASIC)
Propose a clock gating strategy: where to gate, safe enable conditions, integrated clock gating cells, and verification. Include power/timing tradeoffs and common pitfalls.
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
End-to-End Content Ops SOP (Small Team)
Create an SOP for a 2–3 person team to publish at high cadence: roles, weekly rhythm, review gates, asset templates, and KPIs. Include a backlog grooming method and a ‘done’ definition.
Author: Assistant
Category: content-generation-2026 | Model: gpt-4o
Verifier Model Pattern: Dual-Model Agreement
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
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
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
90-Day Build Plan: MCP + A2A ‘IQ150’ Agent System
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
IQ150-Level Agent Blueprint: Capability Without Chaos
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
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
AI Portfolio: From Pilots to Payback
Create a portfolio plan that kills low-ROI pilots and doubles down on 3 value streams. Define a scoring rubric (impact, feasibility, risk, data readiness), and propose quarterly portfolio reviews with...
Author: Assistant
Category: ai-strategy-2026 | Model: gpt-4o
LLMOps 2026: Evaluation-First Operating System
Create an eval-first LLMOps design: golden sets, adversarial tests, continuous regression, cost/latency tracking, and release gates. Include a ‘model change control’ policy.
Author: Assistant
Category: ai-strategy-2026 | Model: gpt-4o
Prompt Routing & Mixture-of-Policies
Design a router that selects models/policies per task: classifier gates, uncertainty bands, and backstop abstain. Provide online learning with feedback.
Author: Assistant
Category: policy-routing-LLM | Model: gpt-4o
MoE Routing & Load Balancing
Design an expert-parallel MoE serving topology: gate calibration, capacity factor, expert sharding, and interconnect constraints (NVLink/IB). Provide hot-spot diagnostics and expert-drop policies for ...
Author: Assistant
Category: distributed-systems-LLM | Model: gpt-4o
Sagamihara Additive Manufacturing Pilot
Plan a polymer AM pilot in Sagamihara: part selection (jigs), print profiles, post-process, and cost model vs machined fixtures. Provide a gate review template.
Author: Assistant
Category: advanced-manufacturing-AM | Model: gpt-4o
Legacy Migration Planner (Framework/Language)
Design a migration from a legacy stack (e.g., Python 3.8→3.12, Node 14→20, Spring→Spring Boot). ChatGPT drafts risk table and codemods; Cursor applies codemods and fixes types; Antigravity runs smoke/...
Author: Assistant
Category: modernization | Model: gpt-4o
Prompt-Injection & Sandbox Guardrails
Draft defenses for tool-using agents: content sanitization, domain allowlists, URL reputation, and read-only sandboxes. Provide red-team prompts and pass/fail gates.
Author: Assistant
Category: safety-security | Model: gpt-4o
Database Change Safeguards
ChatGPT designs migration playbooks (expand/contract); Cursor adds checks and backfills; Antigravity runs shadow reads and performance gates. Output rollback patterns.
Author: Assistant
Category: data-store-reliability | Model: gpt-4o
Design System Enforcer
ChatGPT codifies component usage rules, Cursor writes lint/codemods to enforce tokens/spacing, Antigravity gates CI on violations and auto-opens refactor PRs. Output exemptions policy.
Author: Assistant
Category: ui-governance | Model: gpt-4o
Fushimi Inari Sunrise Plan
You are a timing strategist. Create a sunrise hike plan through the torii gates; show trail options, photo spots, post-hike breakfast, and sake district add-on later in the day.
Author: Assistant
Category: outdoors-photo | Model: gpt-4o
Cytometry (Flow/Mass) Analysis Plan
Act as an immunology data lead. Outline compensation, gating strategies, panel QC, clustering/UMAP, and differential abundance tests. Include control design and reporting.
Author: Assistant
Category: immunology-informatics | Model: gpt-5
Demo-to-Deal Mutual Action Plan
You are a deal coach. Convert an on-floor demo into a MAP: stakeholders, success criteria, proof steps, security review, legal gates, and close plan. Output a one-pager template.
Author: Assistant
Category: trade-show | Model: gpt-4o
Trend vs Evergreen Mix Planner
Act as a strategist. Define a 60/40 trend/evergreen mix, idea sourcing feeds, risk gating, and archive repackaging. Include a monthly audit with decay curves.
Author: Assistant
Category: creator | Model: gpt-4o
Shorts Batching & Automation Sprint
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
DevSecOps Basics with SBOM & Scans
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
Multi-Voltage and Power Gating (UPF)
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
Factory NPI Readiness Review
As an NPI lead, generate a factory readiness checklist: work instructions, jigs/fixtures, line balance, first article inspection, SPC charts, yield target, rework loop, and traceability plan (serials,...
Author: tsubasa
Category: mechanical | Model: gpt-4o
Go/No-Go Launch Readiness
Act as a COO-minded CTO. Create a launch readiness checklist and go/no-go gate: infra capacity, support playbooks, SLAs, comms plan, rollback, analytics instrumentation, and legal/privacy approvals.
Author: tsubasa
Category: leadership | Model: gpt-4o
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
Clock Tree Synthesis with Useful Skew
Design a CTS plan that balances skew, latency, and power for a 1.2 GHz domain with multiple clock gating islands. Include buffer/inverter choices, mesh vs spine tradeoffs, useful-skew targets, OCV der...
Author: Assistant
Category: chip-design | Model: gpt-4
Mechanical Rapid Prototyping Strategy
You are a mechanical lead. Compare SLA, SLS, MJF, FDM, CNC for a functional prototype: tolerances, surface finish, strength, lead time, cost, post-processing. Recommend path to EVT/DVT with gate crite...
Author: tsubasa
Category: mechanical | Model: gpt-4o
Pricing & Packaging Matrix
Act as a GTM-savvy CTO. Propose pricing tiers (Free/Pro/Enterprise) with value metrics, usage limits, feature gating, SLAs, and overage policy. Include a migration plan and win-loss hypotheses to test...
Author: tsubasa
Category: leadership | Model: gpt-4o
Resource Estimation (Logical Qubits & T Gate Count)
Sketch a high-level resource estimation: logical qubits, code distance, T gate count, and runtime for a toy algorithm. Explain assumptions clearly and return a table with optimistic/base/pessimistic s...
Author: Curioforce Corp. Corp.
Category: Quantum Tech | Model: gpt-5-thinking
Quantum Feature Map for Classification
Design a quantum kernel or feature map for a binary classifier. Include encoding scheme, circuit depth estimation, and classical SVM pairing. Return circuit description in a textual gate list and a sh...
Author: Curioforce Corp. Corp.
Category: Quantum Tech | Model: gpt-5-thinking
Zurich & Lucerne – Lakes & Old Towns — Natural Frames (Arches, Gates)
Find 12 natural or built frames in Zurich & Lucerne, Switzerland—arches, torii, colonnades, trees. Explain the frame→subject distance and separation trick. Return as JSONL, one object per location.
Author: Inspire Search Corp.
Category: Travel Photography (Europe) | Model: gpt-5-thinking
Launch Runway: 30/60/90 Audience × Product Plan
Build a 30/60/90‑day plan to launch {product} with {audience}. Include: narrative milestones, weekly content goals, collab calendar, waitlist mechanics, MVP feature gates, and conversion experiments. ...
Author: Tsubasa Kato
Category: Product Ideation | Model: gpt-5
Green CI/CD & Testing
Design a CI/CD pipeline that minimizes energy. Tactics: selective test runs, caching, artifact reuse, ephemeral environments, static analysis gates, and carbon-intensity-aware scheduling. Add SLOs and...
Author: Tsubasa Kato
Category: devops | Model: gpt-5-thinking
Designing Quantum Error Correction Code for Fault-Tolerant Computing
Write a detailed explanation of the principles and implementation of surface codes or Shor codes in the context of quantum computing, including their applications and limitations. Describe how these ...
Author: Prompt Generator
Category: Quantum Computing | Model: llama3.1:latest
Quantum Circuit Optimization for Large-Scale Applications
Consider a 3-qubit quantum circuit with several layers of gates. The goal is to minimize the overall gate count while maintaining circuit fidelity. 1. Describe the original circuit structure and iden...
Author: Prompt Generator
Category: Quantum Computing Engineering | Model: llama3.1:latest
Optimizing Quantum Circuit Compilation for Scalable Systems
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
USA Manufacturing: FMVSS Test Plan Orchestration
Be a program test lead. Deliver: FMVSS compliance matrix, test calendar (lab/track), sample build plan, VIN/label control, evidence archiving, and change control. KPIs: test pass-rate, retest cost ↓. ...
Author: Tsubasa Kato
Category: Compliance | Model: GPT-5 Thinking
Europe Manufacturing: WLTP & OBD Readiness Pack
Prepare a test readiness pack for WLTP and EOBD. Deliver: test schedule, dyno configs, soak procedures list (generic), data capture spec, defect triage, and supplier data contracts. KPIs: test repeata...
Author: Tsubasa Kato
Category: Compliance | Model: GPT-5 Thinking
Corporate Office IT: Patch Tuesday Orchestrator
Build a predictable patch motion. Deliver: risk-based rings, pilot cohorts, maintenance windows per timezone, device health gates, rollback, and comms. KPIs: patch latency, failure %, vuln backlog. Ou...
Author: Tsubasa Kato
Category: Operations | Model: GPT-5 Thinking
Datacenter: Capacity & Power Headroom Forecaster
Create a forecasting model for rack space, power, and cooling. Inputs: historical installs, decommissions, TDP trends, stranded capacity. Deliver: 6–12 month projections, heatmaps, what-ifs (new clust...
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
100 Composition Ideas for Your Next Photography Project
Copy and paste this list to get instant ideas on framing, leading lines, symmetry, texture, and more. 1. Shoot through a keyhole or gate 2. Use a long exposure in a busy street 3. Play with reflection...
Author: Prompt Generator
Category: Photography Composition | Model: GPT-5, DALLE 3
FPV Forest Chase (Drone Racing)
Produce a 9-second FPV forest run through tall pines with gate-like gaps; smooth, fast, safe pathing; prop wash moves leaves. Motion-blur tuned for 60fps; no people, no animals, pure skill flight.
Author: Assistant
Category: Action | Model: Sora
AI-Assisted Proposal Generation
Create a workflow where AI drafts region-specific proposals and MSAs. Include clause libraries, risk flags, redline heuristics, and human approval gates.
Author: ChatGPT
Category: business | Model: gpt-5
Freemium-to-Enterprise Monetization
Map a monetization ladder from free to enterprise: usage thresholds, feature gates, add-ons, and price localization. Include upgrade nudge moments and in-product paywalls.
Author: ChatGPT
Category: business | Model: gpt-5