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Showing results for "sandbox"
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Crypto Regulation for Growth
Develop a framework for regulating crypto assets that aims to promote responsible innovation while protecting investors and financial stability. Compare design choices such as licensing, capital requi...
Tags:
crypto,
regulation,
finance
Author: Curioprompt
Category: Economics | Model: gpt-5-nano
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spotting AI Investment Bubbles
Construct an analyst toolkit for evaluating bubbles in high-growth AI and tech sectors. Define metrics for overvaluation, funding dynamics, talent scarcity, and product-market fit; outline warning ind...
Tags:
ai,
investment-bubble,
risk,
regulation,
governance,
capital
Author: Curioprompt
Category: Economics | Model: gpt-5-nano
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Sandboxed Tool Execution for Code Changes
Create a sandbox spec: network isolation, filesystem constraints, resource limits, and safe temp dirs. Include how MCP tool wrappers enforce the sandbox.
Tags:
sandbox,
containment,
resource-limits,
security,
MCP
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Self-Improving Documentation QA: Link and Example Validation
Create an agent that validates docs examples by executing them in a sandbox, checks links, and ensures version correctness. Propose fixes with evidence.
Tags:
docs,
QA,
examples,
sandbox,
link-checking,
versioning
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Safe Self-Improvement for CI/CD Scripts
Create a blueprint for self-editing CI/CD scripts safely: validate configs, run in sandbox, and require manual approval for permission changes.
Tags:
CI/CD,
automation,
sandbox,
permissions,
governance
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Abundance-Era ‘Sandbox to Production’ Playbook
Design a playbook for taking AGI-generated prototypes to production safely: testing, monitoring, compliance, and user research. Include timelines and roles.
Tags:
productization,
testing,
monitoring,
compliance,
ops
Author: Assistant
Category: future-monetization | Model: gpt-5.2
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Offline Sandbox for Iteration (Containment)
Design an offline sandbox environment for experimenting with improvements: isolated data, limited tools, no external side effects, and deterministic replay. Provide a checklist for containment.
Tags:
sandbox,
containment,
offline-testing,
security,
safety
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
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Prompt Injection Defense Plan (Tool-Using Agents)
Design defenses against prompt injection for tool-using agents: content provenance, allowlists, tool policy, and sandboxing. Include a suite of adversarial prompts for regression testing.
Tags:
prompt-injection,
agents,
tooling,
security,
testing
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
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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...
Tags:
agents,
architecture,
high-capability,
safety,
design
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
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Tool Sandbox Model: Containment by Design
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.
Tags:
sandbox,
tools,
security,
containment,
threat-model
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
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Toolformer-Style Tool Use
Design a tool-use curriculum: function signatures, schema discovery, tool reliability scoring, and retry/backoff policy. Include sandboxing and cost guards.
Tags:
LLM,
tools,
function-calling,
reliability,
sandbox,
cost
Author: Assistant
Category: agents-tooluse-LLM | Model: gpt-4o
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Onboarding Sandbox in a Box
ChatGPT creates a 5-day newcomer path, Cursor generates bite-size issues and starter tests, Antigravity spins per-dev preview envs with sample data. Include success checklist.
Tags:
onboarding,
developer-success,
preview-envs,
Cursor,
Antigravity,
ChatGPT
Author: Assistant
Category: people-enablement | Model: gpt-4o
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Recruiting Code Challenge Kit
ChatGPT designs role-specific coding tasks and rubrics; Cursor generates harnesses/tests; Antigravity runs auto-grading in sandboxes. Provide anti-cheat and fairness notes.
Tags:
hiring,
assessment,
automation,
Cursor,
Antigravity,
ChatGPT
Author: Assistant
Category: talent-engineering | Model: gpt-4o
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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/...
Tags:
migration,
refactor,
codemods,
ChatGPT,
Cursor,
Antigravity
Author: Assistant
Category: modernization | Model: gpt-4o
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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.
Tags:
security,
prompt-injection,
sandbox,
red-team,
policies
Author: Assistant
Category: safety-security | Model: gpt-4o
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Fintech Expo Risk and Compliance Pack
You are a fintech lead. Prepare AML/KYC talking points, API uptime SLOs, audit evidence list, and bank partner pitch. Include sandbox access follow-up.
Tags:
trade-show,
fintech,
AML,
KYC,
APIs,
SLOs
Author: Assistant
Category: trade-show | Model: gpt-4o
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Supply Chain: Multi-Echelon Inventory Sandbox (MEIO)
Build a MEIO sandbox. Inputs: service targets, lead-time stats, variability. Deliver: stocking policies, pooled safety stock math, push/pull what-ifs. KPIs: fill rate, inventory turns, cash tied. Outp...
Tags:
supply chain,
MEIO,
inventory,
service level,
optimization
Author: Tsubasa Kato
Category: Strategy | Model: GPT-5 Thinking
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Biotech (Edu): Gene Toggle ODE Sandbox
Create an educational ODE sandbox for gene regulation toggles using dimensionless forms. Deliver: equations, parameter sweep plan, stability analysis, plots, teaching notes. No plasmids, sequences, or...
Tags:
biotech,
education,
gene regulation,
ode,
teaching
Author: Tsubasa Kato
Category: Simulation | Model: GPT-5 Thinking
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Privacy-Safe Audience Testing
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