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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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