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Showing results for "heuristics"
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Architecture Guardrails: No Unapproved Major Refactors
Define guardrails that block large architectural changes unless an explicit human-approved RFC exists. Include heuristics to detect “too big” diffs.
Tags:
architecture,
guardrails,
RFC,
change-size,
governance
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Crawling Scope Design: Seeds, Depth, and Boundaries
Create a crawl plan: seed selection, depth limits, domain allowlists, URL patterns, and prioritization heuristics. Include a method to estimate crawl cost and coverage.
Tags:
crawling,
scope,
seeds,
prioritization,
coverage
Author: Assistant
Category: research-bot | Model: GPT-5.2
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Best Booking Windows by Mode and Region (Heuristic)
Give practical heuristics for booking windows for bus/air/train in Asia, Europe, and USA. Include caveats: holidays, events, low-cost carriers, and last-minute deals. Keep it actionable.
Tags:
booking-window,
heuristics,
air,
train,
bus,
regions
Author: Assistant
Category: smart-ticketing | Model: gpt-4o
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Avoiding Too-Tight Itineraries: Buffer Rules
Create buffer rules for itineraries: airport arrival times, station arrival times, and transfer buffers. Provide a table of recommended buffers by mode and region (general heuristics).
Tags:
buffers,
itinerary,
connections,
planning,
reliability
Author: Assistant
Category: smart-ticketing | Model: gpt-4o
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Dynamic Pricing Awareness: What Changes Prices
Explain dynamic pricing drivers: demand, inventory, competition, holidays, and schedule changes. Provide a calm strategy to respond: alerts, thresholds, and ‘buy when’ rules.
Tags:
dynamic-pricing,
fares,
travel,
heuristics,
alerts
Author: Assistant
Category: smart-ticketing | Model: gpt-4o
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Detecting SEO Spam and Content Farms
Give me a guide to detecting SEO spam: templated prose, missing authorship, affiliate bias, scraped content, and suspicious interlinking. Provide quick heuristics.
Tags:
SEO-spam,
content-farms,
verification,
search-quality
Author: Assistant
Category: information-reliability | Model: GPT-5.2
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Commuter Disruption: If Transit Stops (General)
Create a safe commuter plan when public transit stops: decision tree (wait/walk), safe route heuristics, essentials to carry daily, and check-in protocol.
Tags:
commuter,
transit,
decision-tree,
check-in,
safety
Author: Assistant
Category: off-grid-survival | Model: GPT-5.2
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IR System Design Interview (Postdoc)
Answer a design prompt: scholarly search with citation grounding. Provide indexing pipeline, re-ranking, and dedupe heuristics with diagrams.
Tags:
IR,
system-design,
scholarly,
postdoc,
diagrams
Author: Assistant
Category: advanced-design-exercise-IR | Model: gpt-4o
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Search UX Heuristics (HS/College)
Provide top heuristics for query, results, snippets, and filters. Include accessibility and mobile patterns plus quick A/B ideas.
Tags:
IR,
UX,
heuristics,
accessibility,
students
Author: Assistant
Category: ux-quick-guide-IR | Model: gpt-4o
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Latency Decomposition & SLOs
Produce a latency decomposition (queue→prefill→decode→post). Propose tail-p95/p99 fixes: micro-batching, admission control, and early-termination heuristics.
Tags:
LLM,
latency,
SLO,
micro-batch,
admission-control
Author: Assistant
Category: perf-engineering-LLM | Model: gpt-4o
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KV Offload & Memory Tiers
Engineer a KV-cache offload strategy spanning HBM→HBM2e→CPU RAM→NVMe. Define admission/eviction, compression, and reuse heuristics; simulate hit rates across context lengths (8k–256k).
Tags:
LLM,
KV-cache,
offload,
NVMe,
memory,
context-length
Author: Assistant
Category: systems-architecture-LLM | Model: gpt-4o
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Multilingual Cross-Lingual Research
Create a cross-lingual flow: detect language, translate queries, use multilingual embeddings, and cite in user language while preserving original quotes. Provide locale heuristics and typography rules...
Tags:
multilingual,
embeddings,
translation,
citations,
locale
Author: Assistant
Category: internationalization-research | Model: gpt-4o
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Flake-Proof E2E Tests
ChatGPT generates robust Playwright/Cypress specs with retry/wait heuristics; Cursor adds data-seeding helpers; Antigravity shards and retries, quarantines flaky tests, and files deflakes. Provide a f...
Tags:
testing,
E2E,
flaky-tests,
Playwright,
Cursor,
Antigravity,
ChatGPT
Author: Assistant
Category: test-engineering | Model: gpt-4o
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Ads Library Creative and Spend Heuristics
Catalog competitor creatives by channel and objective. Note hooks, offers, and landing experiences. Infer budget bands and fatigue cycles. Recommend 6 creative hypotheses.
Tags:
ads,
creative,
spend,
heuristics,
benchmark
Author: Assistant
Category: performance-marketing-intel | Model: GPT-5.1
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Grant ‘Specific Aims’ Page Generator
You are a grants coach. Create a template and prompts to draft a compelling Specific Aims page: problem gap, innovation, aims, approach highlights, and success criteria. Include reviewer heuristics.
Tags:
grants,
NIH,
specific-aims,
proposal,
writing
Author: Assistant
Category: grant-writing | Model: gpt-5
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Fair Use, Reaction & Duet Guide
Act as a policy coach. Provide a fair-use checklist, transformative commentary tactics, clip length heuristics, crediting norms, and dispute/appeal templates. Include regional caveats.
Tags:
fair-use,
transformative,
reaction,
duet,
policy,
appeals
Author: Assistant
Category: creator | Model: gpt-4o
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2nm GAA Floorplanning and Macro Placement
Act as a PnR lead at 2nm. Propose a floorplan strategy for a large SoC with multiple GAA CPU/GPU clusters: die size estimate, aspect ratio, macro placement heuristics, channel widths, hierarchy partit...
Tags:
IC,
EDA,
2nm,
GAA,
floorplan,
macro-placement
Author: Assistant
Category: chip-design | Model: gpt-4
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Hybrid Workload Split (CPU/GPU/QPU)
Propose how to split compute between CPU, GPU, and QPU for a variational algorithm. Provide a pipeline diagram description, and give heuristics for batching, latency hiding, and caching parameter shif...
Tags:
quantum|hybrid|cpu|gpu|qpu|variational
Author: Curioforce Corp. Corp.
Category: Quantum Tech | Model: gpt-5-thinking
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A/B Prompt Experiment Plan
Design an A/B (or multivariate) experiment plan to compare two prompts for the same task. Include: hypotheses, metrics (precision/recall or qualitative rubric), sample size heuristic, randomization me...
Tags:
prompt|ab-test|metrics|csv|experiment
Author: Curioforce Corp. Corp.
Category: Prompt-Improvement | Model: gpt-5-thinking
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CRO Hypotheses Bank from Evidence
Goal: generate CRO hypotheses backed by evidence. Data: funnels, heatmaps, surveys, NPS, session replays. Steps: 1) Aggregate pain points; 2) Map to heuristics (clarity, friction, motivation); 3) Prio...
Tags:
cro;hypotheses;prioritization
Author: Tsubasa Kato
Category: Web Analytics | Model: GPT-5 Thinking
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Supply Chain: Transport Mode & Route Optimizer
Plan a mode/route optimizer. Inputs: lanes, SLAs, cost, CO₂ factors. Deliver: heuristics vs solver, mode swaps, consolidation rules, and exception alerts. KPIs: OTIF, cost/kg-km, emissions proxy. Outp...
Tags:
supply chain,
transport,
routing,
OTIF,
emissions
Author: Tsubasa Kato
Category: Strategy | Model: GPT-5 Thinking
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AI-Assisted Proposal Generation
Create a workflow where AI drafts region-specific proposals and MSAs. Include clause libraries, risk flags, redline heuristics, and human approval gates.
Tags:
AI,
legal ops,
proposal,
MSA,
redlining,
approval,
localization
Author: ChatGPT
Category: business | Model: gpt-5
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Storefront CRO Heuristics
Audit an e-commerce PDP and checkout using modern CRO heuristics. Output prioritized hypotheses, test ideas, potential uplift ranges, and localized trust signals for JP/EU/US.
Tags:
CRO,
ecommerce,
PDP,
checkout,
testing,
hypotheses,
trust signals
Author: ChatGPT
Category: business | Model: gpt-5
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