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Showing results for "expand-contract"
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Cross-Border Defense Collaboration
Examine how differences in national industrial policy, regulatory regimes, and corporate contracting influence the design, execution, and outcomes of multinational defense programs. Compare to analogo...
Tags:
defense,
industrial-policy,
cross-border,
policy
Author: Curioprompt
Category: Economics | Model: gpt-5-nano
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Gender-affirming Care Coverage
Investigate how insurance coverage rules, eligibility criteria, and out-of-pocket costs shape access to gender-affirming treatments. Propose policy options to expand equitable access while balancing c...
Tags:
gender-affirming-care,
health-insurance,
policy
Author: CurioPrompt
Category: Economics | Model: gpt-5-nano
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Turkey Textile Production Strategist
You are a highly specialized AI Consultant and Expert Analyst focused exclusively on the Turkish Textile, Apparel, and broader Manufacturing Sector. Your expertise must integrate deep knowledge of Tur...
Tags:
dynamic,
turkey,
bs4-scraped
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
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Italy Fashion Design Strategist
You are the ultimate Authority on Italian Fashion Industry Strategy, a blend of a master artisan, a global market strategist, and an industrial policy consultant specializing in the *Made in Italy* se...
Tags:
dynamic,
italy,
bs4-scraped
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
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B2B Contracting: Packaging for Procurement Success
Create a procurement-ready packaging plan: security docs, SLAs, pricing, and implementation steps. Include a checklist for selling to enterprise and government.
Tags:
procurement,
enterprise,
SLAs,
security,
packaging
Author: Assistant
Category: future-monetization | Model: gpt-5.2
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Self-Improving Benchmark Suite
Design an agent that expands benchmarks as new features land: add workloads, track performance trends, and alert on regressions. Include benchmark governance.
Tags:
benchmarks,
performance-trends,
regression-alerts,
governance
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Self-Improving Interface Contracts: Typed Boundaries
Create a plan to tighten interfaces with types, schemas, and validation at boundaries. Require gradual rollout and tests demonstrating improved error detection.
Tags:
interfaces,
typing,
schemas,
validation,
rollout
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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API Contract Guardian: Schema and Backward Compatibility
Create an agent that checks API changes for backward compatibility: OpenAPI/JSON schema diffs, deprecation policy, versioning, and migration notes.
Tags:
API,
backward-compatibility,
schema,
versioning,
migrations
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Contract Tests Between Services
Design contract tests for microservices: consumer-driven contracts, version pinning, and compatibility gates. Integrate with the self-edit loop for safe rollouts.
Tags:
contract-testing,
microservices,
compatibility,
CI,
rollout
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Micro-Influencer Engine: Matching and Measuring ROI
Design a platform that matches brands with micro-influencers, automates briefs, and measures ROI. Include fraud detection, contracts, and revenue model.
Tags:
influencer,
marketplace,
ROI,
fraud-detection,
contracts
Author: Assistant
Category: future-monetization | Model: gpt-5.2
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Refactoring with Invariants: Assertions and Contracts
Create a method to add assertions/contracts before refactoring so behavior is constrained. Include invariant selection, runtime cost management, and removal policy.
Tags:
invariants,
assertions,
contracts,
refactoring,
safety
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Alignment-Style Spec: Behavioral Contracts
Write a behavioral contract for the system: allowed actions, forbidden actions, escalation rules, and acceptable uncertainty. Include examples and counterexamples to reduce ambiguity.
Tags:
alignment,
specification,
behavioral-contract,
safety,
policy
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
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Query Planner: Turning Questions into Search Programs
Design a query planning module that expands a user question into search operators, sub-queries, and entity lists. Include multilingual support and query diversification strategies.
Tags:
query-planning,
search,
operators,
entities,
multilingual
Author: Assistant
Category: research-bot | Model: GPT-5.2
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Valid/Ready Protocol Formalization
Define a standard valid/ready contract for your design: latency, skid buffers, combinational paths, and backpressure. Provide reference RTL templates and SVAs to enforce protocol correctness.
Tags:
valid-ready,
handshake,
RTL,
SVA,
formal
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
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Global Contract Hygiene: Clauses That Matter
Provide a practical guide to key contract clauses: confidentiality, IP, liability, data processing, termination, and dispute resolution. Include what varies across USA/Europe/Asia and when to involve ...
Tags:
contracts,
legal,
global,
IP,
compliance
Author: Assistant
Category: global-business-advice | Model: gpt-4o
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Register Map Specification (CSR) + SW/HW Contract
Create a CSR spec template: address map, field semantics, reset values, side effects, atomicity, and reserved bits. Include guidelines for forward compatibility and software driver alignment.
Tags:
CSR,
register-map,
HW-SW-contract,
SoC,
advanced
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
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A2A Negotiation: Contracting Tasks Between Agents
Create an A2A negotiation mechanism: task contracts, acceptance criteria, SLAs, and cost budgets. Include how agents refuse tasks they cannot verify or safely perform.
Tags:
A2A,
task-contracts,
delegation,
budgets,
reliability
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
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Negotiation Toolkit by Region (Practical)
Provide negotiation tactics adapted to USA/Europe/Asia: framing value, handling concessions, pace, and relationship factors. Include scripts, red lines, and how to avoid misreading signals.
Tags:
negotiation,
global,
business-development,
contracts
Author: Assistant
Category: global-business-advice | Model: gpt-4o
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Partnership Deal Structure Options
Outline partnership structures: reseller, co-sell, OEM, integration, strategic alliance. Include incentives, risks, governance, and regional considerations for USA/Europe/Asia.
Tags:
partnerships,
deal-structures,
global,
BD,
contracts
Author: Assistant
Category: global-business-advice | Model: gpt-4o
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Handling Procurement Like a Veteran
Teach how to handle procurement: security reviews, redlines, SLAs, and negotiation. Provide a checklist and scripts for staying firm while cooperative.
Tags:
procurement,
contracts,
negotiation,
B2B,
enterprise
Author: Assistant
Category: global-business-advice | Model: gpt-4o
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Data Contracts for AI: Preventing Silent Breakage
Create a data contract strategy for AI pipelines: schema/versioning, quality SLAs, lineage, and rollback. Include a ‘self-healing’ playbook and governance checkpoints.
Tags:
data-contracts,
data-quality,
lineage,
LLMOps,
reliability
Author: Assistant
Category: ai-strategy-2026 | Model: gpt-4o
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Agent Interoperability & Vendor Lock-In Escape Plan
Propose an interoperability strategy for agents across vendors: standard tool interfaces, event schemas, identity, logging, and portability. Include a 90-day de-risk plan and contract clauses to avoid...
Tags:
agents,
interoperability,
vendor-risk,
architecture,
contracts
Author: Assistant
Category: ai-strategy-2026 | Model: gpt-4o
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Procurement Playbook for AI Agents and Platforms
Write a procurement playbook: evaluation criteria, red flags, security review, data terms, SLAs, pricing traps, and exit clauses. Include a scoring matrix and interview questions for vendors.
Tags:
procurement,
vendors,
agents,
SLAs,
contracts,
security
Author: Assistant
Category: ai-strategy-2026 | Model: gpt-4o
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Structured Output Contracts
Define JSON schema contracts with type coercion, partial output recovery, and EBNF constraints. Provide test-time correction and repair strategies.
Tags:
LLM,
structured-output,
JSON,
EBNF,
validation,
repair
Author: Assistant
Category: output-formatting-LLM | Model: gpt-4o
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Suginami City Prototype-to-Product Handoff
Draft a handoff playbook from Suginami labs to contract manufacturers. Include DFM/DFA checklist, tolerance stack, CTQ list, golden sample criteria, and PPAP-lite docs.
Tags:
DFM,
DFA,
PPAP,
prototype,
contract-manufacturing,
Suginami
Author: Assistant
Category: new-product-introduction | Model: gpt-4o
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Deep Research Orchestrator Blueprint
Act as a principal architect. Specify a next-gen chat research system with roles (Planner, Retriever, Synthesizer, Verifier), message schemas, tool contracts, and failure handling. Deliver a C4 diagra...
Tags:
deep-research,
architecture,
orchestration,
agents,
planning
Author: Assistant
Category: architecture | Model: gpt-4o
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Legacy Migration Planner (Framework/Language)
Design a migration from a legacy stack (e.g., Python 3.8→3.12, Node 14→20, Spring→Spring Boot). ChatGPT drafts risk table and codemods; Cursor applies codemods and fixes types; Antigravity runs smoke/...
Tags:
migration,
refactor,
codemods,
ChatGPT,
Cursor,
Antigravity
Author: Assistant
Category: modernization | Model: gpt-4o
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Agent Tool Contracts & Telemetry
Define JSON tool contracts (inputs/outputs/errors) and telemetry for every call (latency, token use, source count). Provide a redaction policy for logs.
Tags:
tooling,
contracts,
telemetry,
observability,
logging
Author: Assistant
Category: platform-observability | Model: gpt-4o
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Database Change Safeguards
ChatGPT designs migration playbooks (expand/contract); Cursor adds checks and backfills; Antigravity runs shadow reads and performance gates. Output rollback patterns.
Tags:
database,
migrations,
expand-contract,
Cursor,
Antigravity,
ChatGPT
Author: Assistant
Category: data-store-reliability | Model: gpt-4o
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Human-in-the-Loop UI for Evidence
Design a UI: inline citations, hover previews, source quality badges, and ‘expand to passage’. Include keyboard flows and accessibility specs (WCAG). Output wireframes and event schema.
Tags:
UX,
UI,
citations,
accessibility,
wireframes
Author: Assistant
Category: product-UX-research | Model: gpt-4o
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Contract-First API Factory
ChatGPT authors OpenAPI/AsyncAPI contracts; Cursor code-gens server stubs/SDKs and adds contract tests; Antigravity spins up mocks and runs compatibility checks. Output versioning policy and deprecati...
Tags:
API,
OpenAPI,
SDK,
contract-testing,
ChatGPT,
Cursor,
Antigravity
Author: Assistant
Category: api-engineering | Model: gpt-4o
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Data Quality Operating Model
Define ownership, contracts, SLAs, and tests for critical data sets. Output a monthly scorecard and escalation policy.
Tags:
data-quality,
governance,
SLAs,
analytics,
managers
Author: Assistant
Category: data-governance | Model: gpt-4o
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Contract Lifecycle Optimizer
Map intake to signature to renewal, with SLAs and redline patterns. Suggest fallback clauses and playbooks. Output a time to close reduction plan.
Tags:
contracts,
legal-ops,
BD,
process,
SLAs
Author: Assistant
Category: rev-ops-legal | Model: gpt-4o
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API Versioning & Governance
Create an API governance doc: versioning policy, deprecation cadence, compatibility contract, changelog format, and regional rollout toggles.
Tags:
software,
API,
governance,
versioning,
rollout
Author: Assistant
Category: architecture-governance | Model: gpt-4o
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HL7 FHIR Interop Mapping Kit
You are a health IT integrator. Provide mappings for SNOMED/LOINC/ICD to FHIR resources, error handling, terminology services, and a minimal API contract. Include test cases.
Tags:
FHIR,
HL7,
interoperability,
terminology,
ICT
Author: Assistant
Category: health-IT-integration | Model: gpt-5
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Mobile Doc Review SOP
You are a document coach. Provide a method to review contracts and docs on mobile: heading map, comment codes, risk highlights, and 'approve/block' criteria. Deliver a one-page SOP.
Tags:
docs,
review,
contracts,
mobile,
workflow
Author: Assistant
Category: legal-ops | Model: gpt-5
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Hardware-Software Interface Contract
As a systems architect, define an interface contract between firmware and cloud: message schema, versioning strategy, error codes, retry/backoff, feature flags, and backward compatibility tests. Provi...
Tags:
architecture,
interfaces,
firmware,
cloud,
APIs
Author: tsubasa
Category: engineering | Model: gpt-4o
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B2B Account Expansion Play (Europe)
Create a growth-hack focused on land-and-expand for B2B customers in European markets. Suggest playbook steps, account mapping tactics, cross-sell offers tailored to local regulations, email sequences...
Tags:
B2B,
account-expansion,
Europe,
sales,
growth
Author: Assistant
Category: growth-hack | Model: gpt-4
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Bilingual Contract Essentials (Maintenance Services)
Draft essential clauses for bilingual (EN/ZH) maintenance contracts in Lanzhou. Include scope, KPIs, response times, spare-parts responsibility, change-order rules, invoicing cadence, and dispute step...
Tags:
china|lanzhou|industry|business|manufacturing|contracts,
bilingual,
maintenance,
service,
legal
Author: Tsubasa Kato
Category: Lanzhou Industrial & Business | Model: gpt-5-thinking
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Creator Collaboration Contract Checklist
Draft a checklist for creator contracts: usage rights, exclusivity, territory, edit rights, disclosure, kill fee, deliverables, timeline.
Tags:
contract|creator|rights|disclosure
Author: Inspire Search Corp.
Category: Partnerships | Model: gpt-5-thinking
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Cross-Device Journey Stitching Strategy
Goal: stitch cross-device journeys. Data: login IDs, hashed emails, device graph. Steps: 1) Identity resolution rules; 2) Probabilistic linking thresholds; 3) Bias checks; 4) KPI reconciliation. Outpu...
Tags:
cross-device;identity;stitching
Author: Tsubasa Kato
Category: Web Analytics | Model: GPT-5 Thinking
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Cross-Platform Viral Blueprint
Design a cross-platform viral campaign idea that can start on TikTok, trend on X, and be expanded into a long-form YouTube video for a sports goods, supermarket, or electronics brand. Include the key ...
Tags:
cross-platform,
marketing,
viral,
X,
TikTok,
YouTube
Author: AI Prompt Writer
Category: marketing | Model: gpt-5
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Procurement ROI and Vendor Scorecard
Evaluate vendors from <contracts> and <usage>. Build a scorecard (price, service quality, security, lock-in risk, business impact). Recommend renew, renegotiate, or replace with quantified ROI and swi...
Tags:
"CFO;procurement;vendor;ROI;negotiation"
Author: ChatGPT
Category: CFO | Model: GPT-5 Thinking
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Oil: OPEC+ unwinds cuts; EIA sees cheaper 2026
Modest supply adds keep Brent ~mid-60s; EIA projects $51 average in 2026. Action: renegotiate fuel surcharges and freight contracts; extend downside-price collars; time inventory builds for shoulder s...
Tags:
Energy,
Oil,
Hedging,
Logistics
Author: ChatGPT
Category: Commodities | Model: GPT-5 Thinking
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Europe Manufacturing: WLTP & OBD Readiness Pack
Prepare a test readiness pack for WLTP and EOBD. Deliver: test schedule, dyno configs, soak procedures list (generic), data capture spec, defect triage, and supplier data contracts. KPIs: test repeata...
Tags:
Europe,
WLTP,
EOBD,
Testing,
Program
Author: Tsubasa Kato
Category: Compliance | 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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Warehouse Ops: Picking & Slotting Digital Twin
Act as an industrial engineer. Build a warehouse digital twin to improve pick speed and accuracy. Deliver: data contracts (SKU dims/velocity, ABC classes, aisle graph), slotting policy experiments, pa...
Tags:
warehouse,
picking,
slotting,
digital twin,
ergonomics,
KPIs
Author: Tsubasa Kato
Category: Operations | 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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Land-and-Expand NRR System
Design a land-and-expand machine to hit 120%+ NRR. Include expansion triggers, success plans, executive QBR templates, and a champion-building program per region.
Tags:
NRR,
expansion,
QBR,
success plan,
champions,
customer marketing
Author: ChatGPT
Category: business | Model: gpt-5
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UGC Creator Pipeline
Create a micro-influencer pipeline for product reviews and how-to content. Include creator discovery, contracts, briefing, content rights, and repurposing to ads and PDPs across regions.
Tags:
UGC,
creators,
influencer,
contracts,
repurposing,
PDP,
ads
Author: ChatGPT
Category: business | Model: gpt-5
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Blockchain in Supply Chain Management
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