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Showing results for "artifact-ledger"
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Germany Automotive Engineering Strategist
You are an expert **Cybersecurity Threat Intelligence Analyst** specializing in **Advanced Persistent Threat (APT) Group Attribution and TTP Analysis**. Your task is to analyze the provided raw threat...
Tags:
dynamic,
germany,
bs4-scraped
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
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Taiwan Semiconductor Design Strategist
You are an expert **Digital Forensics Analyst** specializing in interpreting and documenting complex digital artifacts, particularly those derived from **image and document metadata** (EXIF, IPTC, XMP...
Tags:
dynamic,
taiwan,
bs4-scraped
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
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Self-Improving Build Security: Artifact Signing and Verification
Design artifact signing, signature verification in deploy, and provenance metadata. Ensure the self-edit loop cannot bypass signing checks.
Tags:
artifact-signing,
provenance,
deploy-security,
integrity
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Self-Improving Artifact Ledger: Every Change Leaves Proof
Design an artifact ledger storing RFCs, diffs, test reports, benchmarks, deploy logs, and citations. Include retention policy and query patterns for audits.
Tags:
artifact-ledger,
audit,
retention,
traceability,
citations
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Supply-Chain Safety: Lockfile and Integrity Enforcement
Design enforcement: lockfile required, checksum verification, artifact signing, and dependency allowlists/denylists. Include alerting on suspicious updates.
Tags:
supply-chain,
lockfile,
integrity,
signing,
alerts
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Evaluation Harness: Deterministic Replays
Build an eval harness for self-edits: deterministic tool mocks, seeded randomness, replayable runs, and stored artifacts for auditing decisions.
Tags:
evals,
reproducibility,
mocks,
replay,
audit
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Secrets Rotation Assistant with Zero Exposure
Create a plan for rotating secrets using a vault and short-lived tokens. Ensure no secret values are ever logged, diffed, or included in artifacts.
Tags:
secrets,
rotation,
vault,
short-lived-tokens,
security
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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No-Secrets Guarantee: Redaction and Leak Tests
Design secret-handling: vault integration, redaction in logs, and automated leak scans on diffs, logs, and artifacts. Include fail-closed behavior.
Tags:
secrets,
redaction,
vault,
leak-prevention,
security
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Agent Orchestration: Planner, Retriever, Reader, Writer
Design a multi-agent approach: planner creates sub-queries, retriever collects sources, reader extracts claims, writer synthesizes. Include handoff artifacts and consensus checks.
Tags:
multi-agent,
orchestration,
planner,
retriever,
synthesis
Author: Assistant
Category: research-bot | Model: GPT-5.2
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Evaluation of Long-Horizon Tasks (Avoid Silent Failures)
Design methods to evaluate long-horizon tasks: checkpoints, intermediate artifacts, verifier models, and human spot checks. Include metrics that detect slow drift or hidden degradation.
Tags:
long-horizon,
evaluation,
checkpoints,
verification,
drift
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
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Task-Based Learning Unit: Real-World Outcome
Design a TBL unit where students produce a real artifact (email, itinerary, presentation). Include tasks, language support, and evaluation rubric.
Tags:
TBL,
task-based,
unit-plan,
artifact,
assessment
Author: Assistant
Category: language-teaching | Model: gpt-4o
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Evaluation Harness for Agents: Reproducible Runs
Design an eval harness: deterministic replays, seeded randomness, fixed tool mocks, and artifact snapshots. Provide a folder structure and CI integration plan.
Tags:
evaluation,
harness,
reproducibility,
CI,
testing
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
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A2A Message Schema: Typed, Versioned, Validated
Design a typed A2A message schema: intents, constraints, artifacts, and status updates. Include versioning strategy and validation rules to prevent protocol drift.
Tags:
A2A,
schemas,
versioning,
validation,
protocol
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
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Long-Horizon Task Decomposition Framework
Create a decomposition framework for multi-hour tasks: milestones, checkpoints, intermediate artifacts, and backtracking rules. Include a “progress ledger” to prevent losing the plot.
Tags:
task-decomposition,
long-horizon,
checkpoints,
planning,
agents
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
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Audio Verification for Radio: Authenticity Cues
Design an audio verification checklist: continuity, acoustic environment, compression artifacts, splice indicators, and cross-checks with other sources. Include how to label audio as unverified when n...
Tags:
audio,
radio,
verification,
authenticity,
workflow
Author: Assistant
Category: verification | Model: gpt-4o
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Image Prompt Pack: 20 On-Brand Visuals
Generate 20 image prompts in a consistent brand style for: hero images, icons, blog headers, social backgrounds, and announcement visuals. Include negative prompts and QC rules to avoid artifacts.
Tags:
image-generation,
brand,
visuals,
prompt-pack,
QC,
2026
Author: Assistant
Category: content-generation-2026 | Model: gpt-4o
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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.
Tags:
CI,
lint,
CDC,
formal,
regression,
EDA
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
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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.
Tags:
agents,
editorial-workflow,
SOP,
quality-gates,
2026
Author: Assistant
Category: content-generation-2026 | Model: gpt-4o
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Self-Improvement Loop: Safe Prompt/Tool Iteration
Design a safe self-improvement loop for prompts/tools: propose change, run evals, red-team, canary, deploy, monitor. Include stop rules and audit artifacts.
Tags:
self-improvement,
iteration,
safety,
evals,
canary
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
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Artifact-Centric Agents: Make Work Inspectable
Design an artifact-centric workflow: agents produce plans, checklists, diffs, and reports as first-class outputs. Include templates and how artifacts enable auditing and reuse.
Tags:
artifacts,
auditability,
workflow,
templates,
reuse
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
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Museum-Style Artifact Showcase (Fictional)
Create a 30-second museum artifact showcase of a fictional device with placard text and slow pans. Provide prompts and a voiceover that feels archival.
Tags:
museum,
artifact,
fictional,
showcase,
cinematic,
Sora2,
Gemini3
Author: Assistant
Category: creative-storytelling | Model: gpt-4o
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Release Train Conductor
ChatGPT plans release trains and backport policy; Cursor automates version bump and CHANGELOG; Antigravity cuts branches/tags and validates artifacts. Provide a train calendar.
Tags:
releases,
versioning,
automation,
Cursor,
Antigravity,
ChatGPT
Author: Assistant
Category: release-management | Model: gpt-4o
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Reproducible Research DAG
Design a DAG (Airflow/Prefect) for reproducible research: crawl→retrieve→synthesize→verify→export. Include artifact hashing and cache invalidation rules.
Tags:
reproducibility,
pipelines,
DAG,
caching,
hashing
Author: Assistant
Category: ops-pipelines-research | Model: gpt-4o
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Spec → Tests → Code Chain
Given a product brief, have ChatGPT write acceptance criteria and test outlines, ask Cursor to generate unit/integration tests and the minimal code, then let Antigravity agents execute the suite and o...
Tags:
TDD,
testing,
ChatGPT,
Cursor,
Antigravity,
automation
Author: Assistant
Category: quality-engineering | Model: gpt-4o
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Generative Video QA Rubric
Define a QA rubric for Veo/Sora outputs: artifact check, lip sync plausibility concept, continuity, brand compliance. Output a pass/fail sheet.
Tags:
video,
QA,
rubric,
Veo-3.1,
Sora,
brand
Author: Assistant
Category: video-quality-assurance | Model: gpt-4o
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Temp & Cache Cleaner (Safe)
Build a CLI to clean temp folders, browser caches, and build artifacts with a whitelist and dry-run report. Flags: --scope dev|browsers|system, --days-old, --dry-run, --clean.
Tags:
cli,
cleanup,
cache,
temp,
maintenance,
windows,
linux,
macos
Author: Assistant
Category: cli-tool | Model: gpt-4o
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Whole-Slide Digital Pathology Workflow
Act as a path AI lead. Draft a WSI pipeline: tiling, color normalization, tissue detection, artifact rejection, MIL architectures, and pathologist-in-the-loop review.
Tags:
digital-pathology,
WSI,
MIL,
color-normalization,
QA
Author: Assistant
Category: imaging-ml | Model: gpt-5
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Cybersecurity Expo Zero-Trust Script
Act as a security exec. Craft a zero-trust demo script, control map to frameworks, proof artifacts, and a red team Q&A. Include breach-day messaging with legal.
Tags:
trade-show,
cybersecurity,
zero-trust,
frameworks,
legal
Author: Assistant
Category: trade-show | Model: gpt-4o
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Procurement and Compliance Q&A Bank
Act as an enterprise seller. Prepare a Q&A bank: DPAs, SLA ranges, uptime, support tiers, pen test cadence, and audit artifacts. Include short, compliant answers for aisle conversations.
Tags:
trade-show,
procurement,
compliance,
security,
SLA
Author: Assistant
Category: trade-show | Model: gpt-4o
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Analyst and Investor Meeting Pack
Act as an AR/IR manager. Prepare a briefing pack: narrative, category POV, roadmap constraints, proof points, and a one-pager with non-MNPI guardrails. Include 12 talking points and follow-up artifact...
Tags:
trade-show,
analyst,
investor,
briefing,
POV
Author: Assistant
Category: trade-show | Model: gpt-4o
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Crisis Simulation Drill
You are a comms trainer. Design a 2-hour tabletop crisis drill: scenario, injects, decision logs, cross-functional roles, external comms artifacts, and scoring rubric. Include a debrief template.
Tags:
PR,
crisis,
simulation,
training,
tabletop,
playbook
Author: Assistant
Category: PR | Model: gpt-4o
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AI Assist: Denoise & Upscale Ethically
Act as an editing coach. Compare AI denoise and super resolution tools, artifact control, face recovery limits, and disclosure ethics. Provide before/after QA checks.
Tags:
AI,
denoise,
upscale,
ethics,
quality-control
Author: Assistant
Category: photography | Model: gpt-4o
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Reproducible Research with Containers
You are a research TA. Create a template for containerized experiments using Docker and Makefiles. Include dependency pinning, random seed policy, and artifact logging. Provide a repro checklist.
Tags:
reproducibility,
Docker,
research,
Makefile,
seeds
Author: Assistant
Category: education | Model: gpt-4o
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Automotive-Grade SoC (AEC-Q100/ISO 26262)
Draft a safety and reliability plan: FIT targets, FMEDA, ASIL decomposition, safety mechanisms, aging stress, ESD/EMC design, and qualification flow (AEC-Q100). Provide safety case artifacts and test ...
Tags:
IC,
automotive,
ISO26262,
AEC-Q100,
safety,
FMEDA
Author: Assistant
Category: chip-design | Model: gpt-4
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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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Sustainable Growth Marketing (No Greenwashing)
Craft messaging for {{product_concept}} that is specific, measurable, and non-misleading.
Provide claim wording, proof artifacts, disclaimers, and a review workflow.
Add JP/EN variants and a content c...
Tags:
marketing,
claims,
greenwashing,
JP,
EN,
content
Author: Tsubasa Kato
Category: marketing | Model: gpt-5-thinking
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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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Epic Space Odyssey
Create a visually stunning short film set in space, with a solo astronaut exploring an abandoned generation ship. Include vibrant neon colors and dynamic camera movements. As the astronaut ventures de...
Tags:
space,
sci-fi,
animation,
sora
Author: Prompt Generator
Category: Short Films | Model: GPT-5, GPT-4o, Claude, Sora
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