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Test Flakiness Fixer Agent

Design an agent that identifies flaky tests, isolates root causes (timing, ordering, external deps), and proposes stabilization patches. Require proof via repeated runs.

Tags: flaky-tests, CI, stability, debugging, proof

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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CI CD Guardrail Registry

List guardrails for deploy safety such as canaries, feature flags, error budgets, and rollback scripts. Output a checklist and training plan.

Tags: CI-CD, DevOps, guardrails, SRE, release

Author: Assistant

Category: release-engineering | Model: gpt-4o

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Dev Velocity Lab

Identify top constraints to developer velocity and propose experiments across CI time, test flake, code review, and environment drift. Output target benchmarks.

Tags: developer-velocity, engineering, CI, testing, tooling

Author: Assistant

Category: engineering-productivity | Model: gpt-4o

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CI/CD with Regional Footprint

Propose a CI/CD pipeline with environment promotion, canary by geography (US first or TW first), secrets management, and rollback playbooks. Include cloud region choices (e.g., asia-east1, us-west).

Tags: software, CI-CD, DevOps, regions, rollbacks, cloud

Author: Assistant

Category: devops-pipelines | Model: gpt-4o

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.env Secrets Linter

Build a CLI to lint .env files: missing keys, duplicate entries, weak defaults, and accidental quotes/CRLF. Flags: --schema .env.example, --fix, --export powershell|bash. CI-friendly exit codes.

Tags: cli, env, secrets, lint, ci, cross-platform

Author: Assistant

Category: cli-tool | Model: gpt-4o

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Automated Signoff and ECO Loop

Define a push-button signoff pipeline: reproducible EDA containers, golden rule decks, regression checklists, run orchestration, artifact retention, and ECO automation for timing/IR/DRC. Output a CI/C...

Tags: IC, signoff, automation, ECO, CI/CD, flows

Author: Assistant

Category: chip-design | Model: gpt-4

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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...

Tags: security, devops, CI/CD, compliance, SOC2

Author: tsubasa

Category: engineering | Model: gpt-4o

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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...

Tags: CI/CD, testing, devops, energy-efficiency, dashboard

Author: Tsubasa Kato

Category: devops | Model: gpt-5-thinking

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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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