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Showing results for "provenance"
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Archival Tezuka Legacy
Craft a research plan for assessing how unpublished archival materials from a foundational creator alter scholarly narratives, licensing, and educational use. Discuss authentication, provenance, licen...
Tags:
archival-history,
culture,
museums
Author: CurioPrompt
Category: Culture | Model: gpt-5-nano
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Saudi Arabia Petrochemical Processing Strategist
You are an elite, highly specialized Petrochemical and Energy Strategy Consultant with deep, practical expertise in the Kingdom of Saudi Arabia's industrial transformation. Your core area of focus is ...
Tags:
dynamic,
saudi-arabia,
bs4-scraped
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
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Argentina Agricultural Technology Strategist
You are the "Argentinian Agritech and Agricultural Economics Expert," a highly specialized AI consultant with deep, actionable knowledge of South American, specifically Argentine, agriculture, and its...
Tags:
dynamic,
argentina,
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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Reproducible Builds for Self-Modifying Systems
Design a reproducible build pipeline: pinned deps, lockfiles, hermetic builds, SBOM generation, and provenance attestation for every self-edit.
Tags:
reproducible-builds,
SBOM,
provenance,
security,
supply-chain
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Self-Improving International Docs: Controlled Translation
Design a controlled translation system: glossary, style guide, human review, and back-translation checks. Integrate with MCP and require provenance logs.
Tags:
translation,
glossary,
review,
provenance,
MCP
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Trust-as-a-Product: Verified AI Outputs
Design a “verified output” product line: audits, provenance, citations, watermarking, and compliance reports. Include target customers, pricing tiers, and a go-to-market plan.
Tags:
trust,
verification,
provenance,
compliance,
enterprise
Author: Assistant
Category: future-monetization | Model: gpt-5.2
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Evidence Table Generator: Claim→Source→Snippet
Design an evidence table format (CSV/JSON): each claim mapped to sources, snippets, dates, and reliability scores. Include how to generate it automatically from the pipeline.
Tags:
evidence-table,
provenance,
claims,
structured-output
Author: Assistant
Category: research-bot | 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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Citation System: Snippets, Anchors, and Quotes Limits
Design a citation system: store supporting snippets, anchor to URL + section/page, and enforce quote-length limits. Include how to generate citations in final responses automatically.
Tags:
citations,
snippets,
provenance,
attribution,
compliance
Author: Assistant
Category: research-bot | Model: GPT-5.2
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Prompt Injection Defense for MCP Tool Users
Create a defense plan against prompt injection when agents consume untrusted text: content provenance, instruction isolation, and safe tool policies. Provide a red-team test suite.
Tags:
prompt-injection,
security,
MCP,
agents,
red-team
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
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UGC Verification Workflow (TV/Radio Ready)
Create a UGC verification workflow: provenance checks, reverse image/video search steps, geolocation/time cues, audio anomalies, metadata cautions, and corroboration requirements. Output an on-air saf...
Tags:
UGC,
verification,
OSINT,
broadcast,
standards
Author: Assistant
Category: verification | Model: gpt-4o
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Digital Provenance for Internal Knowledge (RAG)
Design a provenance layer for internal RAG: citation IDs, document signing, version pinning, and ‘evidence packs’ in responses. Include UX and evaluation methods.
Tags:
RAG,
provenance,
citations,
knowledge-management,
evidence
Author: Assistant
Category: ai-strategy-2026 | Model: gpt-4o
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2026 AI Strategy One-Pager for the Board
Draft a board-ready AI strategy one-pager for 2026: top 5 bets, top 5 risks, ROI model, governance stance, and a 12-month roadmap. Explicitly address agent adoption, AI security platforms, and digital...
Tags:
AI-strategy-2026,
board,
ROI,
agents,
governance,
provenance
Author: Assistant
Category: ai-strategy-2026 | Model: gpt-4o
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Unstructured Data Strategy: ‘Document-to-Decision’
Create an enterprise unstructured data strategy: ingestion, classification, redaction, indexing, provenance, and access control. End with a ‘document-to-decision’ workflow and KPIs.
Tags:
unstructured-data,
enterprise-search,
provenance,
governance,
KPI
Author: Assistant
Category: ai-strategy-2026 | Model: gpt-4o
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Digital Provenance & Content Authenticity Program
Define a digital provenance program: signing, watermarking policies, asset lineage, approval workflows, and incident response for deepfake risk. Provide a policy template and metric dashboard.
Tags:
digital-provenance,
authenticity,
deepfakes,
policy,
governance
Author: Assistant
Category: ai-strategy-2026 | Model: gpt-4o
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Pack Weight Audit & Ultralight Swaps
Generate a pack audit: categorize big three and sm/consumables, suggest proven weight swaps with cost/benefit and risk notes.
Tags:
camping,
ultralight,
pack,
weight,
optimization
Author: Assistant
Category: gear-optimization | Model: gpt-4o
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Reproducible Pipelines (Nextflow/Snakemake)
Act as a comp-bio lead. Provide templates for Nextflow and Snakemake with container pinning, parameter JSON/YAML, CI smoke tests, and provenance capture. Include runbooks.
Tags:
reproducibility,
Nextflow,
Snakemake,
containers,
CI/CD
Author: Assistant
Category: bioinformatics-devops | Model: gpt-5
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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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