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Capital Flight to Safety
When corporate debt markets become shaky, investors often move toward safer, more familiar instruments, compressing yields in some products and tightening credit in others. Analyze how risk aversion s...
Tags:
bonds,
creditrisk,
liquidity,
investorbehavior,
fixedincome
Author: Curioprompt
Category: Finance | Model: gpt-5.4-mini
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Multi-Repo Self-Improver: Scoped by Ownership
Design a multi-repo agent that only edits repos it’s authorized for, respects codeowners, and uses per-repo policies. Include cross-repo dependency coordination rules.
Tags:
multi-repo,
authorization,
codeowners,
policies,
coordination
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Self-Improving Code Style Guide Generator
Create an agent that infers code style from the repo (naming, patterns, architecture) and generates a style guide. Use it to validate future edits.
Tags:
style-guide,
consistency,
linting,
patterns,
repo
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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MCP Tooling Blueprint for Self-Improvement
Define MCP tools for repo read, lint, unit tests, dependency scan, and PR creation. Specify schemas, permissions, error codes, and deny-by-default access.
Tags:
MCP,
tools,
permissions,
schemas,
repo,
security
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Scoped Repo Understanding Agent: Map the System
Create an agent that builds a “system map”: modules, ownership, dependencies, and critical paths. Use it to constrain edits to low-risk areas first.
Tags:
codebase-map,
dependencies,
ownership,
risk-reduction
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Repo Hygiene Bot
ChatGPT defines style/convention rules; Cursor runs auto-fixes (format/import/order); Antigravity enforces in CI and opens weekly hygiene PRs. Include opt-out rules.
Tags:
linting,
style,
automation,
Cursor,
Antigravity,
ChatGPT
Author: Assistant
Category: code-hygiene | Model: gpt-4o
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Ref Arch Blueprints (Cloud-agnostic)
ChatGPT drafts reference architectures (web, data, event-driven); Cursor scaffolds repos; Antigravity provisions demo stacks and validates SLOs. Output evolution paths.
Tags:
architecture,
reference,
cloud,
Cursor,
Antigravity,
ChatGPT
Author: Assistant
Category: architecture-templates | Model: gpt-4o
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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.
Tags:
privacy,
PII,
masking,
governance,
Cursor,
Antigravity,
ChatGPT
Author: Assistant
Category: privacy-engineering | Model: gpt-4o
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Data Pipeline Verifier
For a data/ETL repo, ChatGPT drafts data quality tests (nulls, uniqueness, freshness), Cursor adds dbt/unit tests, and Antigravity schedules validations on PR. Include lineage notes and rollback trigg...
Tags:
data,
ETL,
dbt,
testing,
ChatGPT,
Cursor,
Antigravity
Author: Assistant
Category: data-engineering-quality | Model: gpt-4o
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Multi-Repo Git Status Board
Write a CLI that scans subfolders for git repos and prints ahead/behind, dirty files, LFS usage, and default branch. Flags: --pull, --fetch, --branch <name>, --json. Respect SSH agent/Keychain/CredMan...
Tags:
cli,
git,
devtools,
repos,
automation,
linux,
macos,
windows
Author: Assistant
Category: cli-tool | Model: gpt-4o
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Git Large History Cleaner
Provide a guided CLI to find/remove big files from git history (BFG filter-repo). Make backups, show size savings, and push safety notes. Flags: --threshold, --dry-run, --protect-tags.
Tags:
cli,
git,
cleanup,
history,
bfg,
filter-repo,
storage
Author: Assistant
Category: cli-tool | Model: gpt-4o
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GitHub Portfolio Blueprint
Act as a career coach. Design a portfolio structure with 4 flagship repos (AI, systems, web, data). Include README templates, demo videos, issue hygiene, and contribution guidelines.
Tags:
career,
portfolio,
GitHub,
students,
showcase
Author: Assistant
Category: career | Model: gpt-4o
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Rust for Systems: Starter Roadmap
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...
Tags:
Rust,
systems,
performance,
CLI,
async
Author: Assistant
Category: software | Model: gpt-4o
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Robotics Dev: Dataset Versioning & Label QA
Be the data steward. Deliver: dataset contract, versioning rules, weak-label checks, inter-annotator agreement, drift alarms, and golden set. KPIs: label error %, drift rate, model delta. Output: repo...
Tags:
robotics,
data,
datasets,
labeling,
QA
Author: Tsubasa Kato
Category: Engineering | Model: GPT-5 Thinking
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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, ...
Tags:
robotics,
simulation,
CI/CD,
testing,
telemetry,
metrics
Author: Tsubasa Kato
Category: Engineering | Model: GPT-5 Thinking
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