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Showing results for "IR-drop"
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Self-Improving Search/Relevance System: Guarded Changes
Design a plan to self-improve ranking/retrieval safely: offline eval sets, interleaving/AB tests, bias checks, and rollback on metric drops.
Tags:
search,
relevance,
offline-evals,
AB-testing,
bias,
rollback
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Safe Self-Improvement for Rate Limits and Retries
Design an agent that tunes retry/backoff/rate-limits based on telemetry. Require proofs that error rates drop without raising costs or latency.
Tags:
retries,
backoff,
rate-limits,
telemetry,
optimization
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Deduplication Pipeline: Canonical URLs + Near-Duplicates
Design deduplication: canonical URL normalization, redirect resolution, content hashing, and near-duplicate clustering. Include evaluation metrics for dedupe accuracy.
Tags:
deduplication,
canonicalization,
hashing,
clustering,
IR
Author: Assistant
Category: research-bot | Model: GPT-5.2
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URL Frontier: Prioritization for Research Relevance
Design a URL frontier with ranking signals: relevance to query, freshness, link context, domain trust, and duplication risk. Include pseudocode-level description and metrics.
Tags:
frontier,
prioritization,
ranking,
crawling,
IR
Author: Assistant
Category: research-bot | Model: GPT-5.2
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Backlog Triage: Play, Pause, Drop
Create a backlog triage framework: criteria for continuing, pausing, or dropping games; timeboxing; and avoiding sunk-cost traps. Provide a spreadsheet-friendly scoring method.
Tags:
backlog,
prioritization,
habits,
workflow,
gaming
Author: Assistant
Category: gaming-metaverse | Model: gpt-5.2
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Price Drop Handling: Rebook vs Hold (Policy-Based)
Provide a method to act when prices drop: check fare rules, calculate savings after fees, and decide whether to rebook. Include a checklist and example calculation.
Tags:
price-drop,
rebook,
fees,
refunds,
decision
Author: Assistant
Category: smart-ticketing | Model: gpt-4o
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Electrical Gremlin Diagnosis: Voltage Drop Method
Create an electrical diagnostic plan using voltage drop testing. Include battery health, grounds, connectors, relays, fuses, load testing, intermittent faults, and documentation of measured values.
Tags:
electrical,
voltage-drop,
wiring,
grounds,
diagnostics
Author: Assistant
Category: vehicle-engineering-mechanics | Model: GPT-5.2
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Weekly ‘Scoop Pipeline’ Review (Ethical)
Create a weekly pipeline review process: leads list, evidence status, next actions, owners, and deadlines. Include a standard for dropping weak leads and a reminder to follow legal/ethical boundaries.
Tags:
pipeline,
investigations,
lead-tracking,
ethics,
newsroom
Author: Assistant
Category: news-ops | Model: gpt-4o
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Capstone: Build a Search API
Specify endpoints for query, suggestion, and feedback. Include schema examples, rate limits, and offline evaluation hooks.
Tags:
IR,
API,
capstone,
design,
feedback-loop
Author: Assistant
Category: capstone-spec-IR | Model: gpt-4o
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IR Coursework Syllabus (College)
Draft a 12-week syllabus: indexing, retrieval models, evaluation, and modern RAG. Include readings and weekly assignments.
Tags:
IR,
syllabus,
course,
assignments,
readings
Author: Assistant
Category: curriculum-design-IR-edu | Model: gpt-4o
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SQL for Analysts: IR Datasets
Write 10 SQL exercises on click logs, queries, sessions, and dwell time. Include expected outputs and hints.
Tags:
IR,
SQL,
analytics,
queries,
education
Author: Assistant
Category: analytics-drill-IR-SQL | Model: gpt-4o
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Product Sense for IR Students
Given a student search app, define north-star metric, guardrails (latency, safety), and quarterly roadmap with bets and risks.
Tags:
IR,
product,
metrics,
roadmap,
students
Author: Assistant
Category: product-thinking-IR-students | Model: gpt-4o
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Algorithmic Bias Clinic (IR/MBA)
Run a bias assessment on search ranking: define fairness metrics, measure on subsets, and propose mitigations and business impact.
Tags:
IR,
bias,
fairness,
metrics,
MBA
Author: Assistant
Category: ethics-and-impact-IR-MBA | Model: gpt-4o
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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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Evaluation Clinic: Good vs Faithful
Design an evaluation harness that measures relevance and faithfulness for IR+LLM answers. Include human labeling rubric and inter-rater checks.
Tags:
IR,
evaluation,
faithfulness,
LLM,
RAG
Author: Assistant
Category: eval-framework-IR-LLM | Model: gpt-4o
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Privacy by Design Checklist (IR/Cyber)
Provide a checklist for IR and cyber projects: minimize PII, consent logging, deletion tooling, and redaction for storage.
Tags:
privacy,
PII,
checklist,
IR,
cybersecurity
Author: Assistant
Category: privacy-checklist-students | Model: gpt-4o
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Cross-Discipline Team Project
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Adversarial ML Primer (Postdoc)
Summarize poisoning/evasion threats to IR/LLM systems. Provide a lab with simple attacks and defenses and a measurement plan.
Tags:
adversarial-ml,
IR,
LLM,
security,
postdoc
Author: Assistant
Category: advanced-research-MLSec | Model: gpt-4o
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Indexing at Scale: Tradeoffs
Explain inverted vs vector vs hybrid index structures. Build a cost/latency model with dataset size from 10K→10M and propose sharding strategy.
Tags:
IR,
indexing,
vector,
scalability,
systems
Author: Assistant
Category: systems-design-IR | Model: gpt-4o
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Learning to Rank Starter (Grad)
Train a simple LTR model with handcrafted features (BM25 score, title match, click priors). Provide cross-validation setup and feature importance chart.
Tags:
IR,
learning-to-rank,
features,
ranking,
grad
Author: Assistant
Category: ml-lab-IR | Model: gpt-4o
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Query Understanding Mini-Project (College)
Implement basic query parsing: tokenization, phrase detection, and entity hints. Evaluate on provided queries and report precision/recall.
Tags:
IR,
query-understanding,
entities,
tokenization,
project
Author: Assistant
Category: coding-assignment-IR | Model: gpt-4o
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IR + LLM: Prompting for Evidence
Teach prompting patterns that require citations and counter-claims. Provide rubric and examples on scientific topics.
Tags:
IR,
LLM,
prompting,
citations,
education
Author: Assistant
Category: evidence-first-LLM-skills | 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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Pitch Deck Outline (MBA/Tech)
Create a 10-slide deck outline for a search/cyber startup: problem, solution, GTM, traction, and financials. Include common investor questions.
Tags:
MBA,
pitch-deck,
startup,
IR,
cyber
Author: Assistant
Category: entrepreneurship-MBA-tech | Model: gpt-4o
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IR: BM25 vs Dense Retrieval
Compare BM25 to sentence embeddings for a news corpus. Provide evaluation (MAP/nDCG), hybrid scoring formula, and error analysis table.
Tags:
information-retrieval,
BM25,
embeddings,
hybrid,
evaluation
Author: Assistant
Category: comparative-analysis-IR | Model: gpt-4o
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RAG for Research Labs
Blueprint a RAG system for a lab wiki and PDFs: chunking policy, hybrid retrieval, and citation-anchored answers. Add privacy filters.
Tags:
IR,
RAG,
academia,
pdf,
privacy,
blueprint
Author: Assistant
Category: applied-IR-LLM-academia | Model: gpt-4o
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IR Research Proposal (Postdoc)
Draft a proposal: hypothesis, dataset, methods (LTR + neural), evaluation, risks, and timeline. Include a reviewer checklist.
Tags:
IR,
research,
proposal,
postdoc,
methods
Author: Assistant
Category: research-design-IR-advanced | Model: gpt-4o
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Baseball Fantasy Waiver SOS (100% Engagement Target)
Publish a waiver wire guide using rolling K-BB%, GB/FB mix, park factors, and upcoming lineups. Add ‘drop or stash?’ sliders and a community trade thread.
Tags:
baseball,
fantasy,
waivers,
sliders,
community
Author: Assistant
Category: fantasy-ops-high-utility | Model: gpt-4o
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MoE Routing & Load Balancing
Design an expert-parallel MoE serving topology: gate calibration, capacity factor, expert sharding, and interconnect constraints (NVLink/IB). Provide hot-spot diagnostics and expert-drop policies for ...
Tags:
LLM,
MoE,
experts,
routing,
capacity,
NVLink,
InfiniBand
Author: Assistant
Category: distributed-systems-LLM | Model: gpt-4o
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ZIP 32130 Service-Business Funnel
Create a funnel for service businesses (plumbers, tutors) in 32130: Google Business posts, click-to-call ads, voicemail drops. Add KPI sheet to sustain ≥70% predicted engagement.
Tags:
32130,
services,
Google-Business,
click-to-call,
US,
engagement-70
Author: Assistant
Category: SMB-performance-local | Model: gpt-4o
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Creator Commerce and Merch Plays (Movies/Retail)
Analyze how rivals monetize fandom via merch and drops. Map SKU drops to content beats. Suggest 5 revenue-positive experiments.
Tags:
creator,
merch,
drops,
movies,
retail,
monetization
Author: Assistant
Category: fan-monetization-strategy | Model: GPT-5.1
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Movie Release Calendar Counterprogramming
Map competitors’ release dates. Suggest counterprogramming windows by genre and audience. Include festival vs holiday trade-offs and trailer drop timing.
Tags:
movies,
release,
calendar,
counterprogramming,
genre
Author: Assistant
Category: film-strategy-calendar | Model: GPT-5.1
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Reliability Test Plan (HALT/HASS)
Create a reliability matrix: drop, vibe, thermal, humidity, ESD. Define sample sizes, pass/fail, and failure analysis routing between TW lab and US field testers.
Tags:
hardware,
reliability,
HALT,
HASS,
FA,
testing
Author: Assistant
Category: reliability-lab | Model: gpt-4o
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Packaging & IFU Localization
Provide packaging/IFU rules: bilingual labels (EN/zh-TW), safety icons, recycling marks, UPC/EAN barcodes, and drop/edge crush tests.
Tags:
hardware,
packaging,
IFU,
labels,
testing,
localization
Author: Assistant
Category: packaging-engineering | Model: gpt-4o
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MTB Trail Skills Micro-Drills
Provide 12 cone-based drills for braking, cornering, drops, and climbs with progression and safety notes.
Tags:
mtb,
skills,
drills,
technique,
safety
Author: Assistant
Category: skills-MTB | 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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Media Drop-In and Press Kit Plan
You are a comms lead. Draft a press hit plan: 5 angles, quick quotes, B-roll links, embargo etiquette, and press kit checklist. Provide 3 sample subject lines and a 7-day follow-up cadence.
Tags:
trade-show,
PR,
media,
press-kit,
comms
Author: Assistant
Category: trade-show | Model: gpt-4o
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Investor Update Email (Non-Material)
You are an IR-friendly PR writer. Create an investor update outline that avoids material non-public info: highlights, customer stories, product notes, market context, and housekeeping. Provide tone ex...
Tags:
PR,
investor-relations,
email,
disclosure,
tone
Author: Assistant
Category: PR | 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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Timing ECO Cookbook (Minimal PPA Hit)
Provide a timing ECO guide: buffer sizing rules, cell Vt swaps, re-route constraints, shielding for aggressors, hold-fix ordering, and checks to avoid IR/EM regression. Include a before/after metrics ...
Tags:
IC,
timing,
ECO,
SI,
cell-sizing,
Vt-swap
Author: Assistant
Category: chip-design | Model: gpt-4
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IR Drop and EM Co-Optimization (BSPDN)
Create a power integrity plan using backside power delivery and buried power rails. Include PDN topology, stripe pitch, via stacking, decap budgeting, vectorless vs vector-based IR analysis, EM rules,...
Tags:
IC,
PDN,
IR-drop,
EM,
BSPDN,
buried-power-rail
Author: Assistant
Category: chip-design | Model: gpt-4
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London — Executive IR Brief: OFSI sanctions screening workflow
Write a one-page investor-relations brief for London with emphasis on OFSI sanctions screening workflow. Include KPIs, macro tailwinds/headwinds, and a Q&A block. Return as Markdown with bullet sectio...
Tags:
finance|london|executive-ir-brief|ofsi,
sanctions,
screening,
workflow
Author: Inspire Search Corp.
Category: Financial Business (City-Specific) | Model: gpt-5-thinking
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Tokyo — Executive IR Brief: TSE Prime vs Standard governance checklist
Write a one-page investor-relations brief for Tokyo with emphasis on TSE Prime vs Standard governance checklist. Include KPIs, macro tailwinds/headwinds, and a Q&A block. Return as Markdown with bulle...
Tags:
finance|tokyo|executive-ir-brief|tse,
prime,
vs,
standard
Author: Inspire Search Corp.
Category: Financial Business (City-Specific) | Model: gpt-5-thinking
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London — Compliance Monitoring Plan: UK investment trust IR pack and discount control
Produce a compliance monitoring plan in London tailored to UK investment trust IR pack and discount control. Define controls, sample sizes, frequency, and evidence storage. Return as a control matrix ...
Tags:
finance|london|compliance-monitoring-plan|uk,
investment,
trust,
ir
Author: Inspire Search Corp.
Category: Financial Business (City-Specific) | Model: gpt-5-thinking
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Seasonal Campaign Generator (GW/Black Friday)
Generate a seasonal calendar (Golden Week, BF/CM, New Year) with campaign angles, creative prompts, and urgency stacks (limited drops, bundles).
Tags:
seasonal|golden week|black friday|calendar
Author: Inspire Search Corp.
Category: Planning | Model: gpt-5-thinking
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Live Stream Growth Playbook
Plan a monthly live stream with: teaser posts, script beats, interactive segments (polls/QR), and clip extraction for Reels/Shorts.
Add a follow-up DM automation with value drops (guides, templates).
Tags:
live|stream|clips|polls|automation
Author: Inspire Search Corp.
Category: Content | Model: gpt-5-thinking
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Funnel Drop-off Diagnosis (GA4 + BigQuery)
Goal: diagnose funnel drop-offs for {GOAL_EVENT}. Data: GA4 BigQuery events with event_params. Steps: 1) Construct funnel steps; 2) Use event timestamps to compute step conversion; 3) Segment by devic...
Tags:
funnel;ga4;bigquery;diagnostics
Author: Tsubasa Kato
Category: Web Analytics | Model: GPT-5 Thinking
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Retention & Referral Loops
Design 3 retention loops and 3 referral loops for {{product_concept}}.
Map: trigger → action → reward → investment.
Create messaging for:
- X thread (feature drop)
- TikTok micro-demo
- YouTube tutori...
Tags:
retention,
referrals,
loops,
lifecycle,
marketing
Author: Tsubasa Kato
Category: growth | Model: gpt-5-thinking
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CIVSAFE Fire/Smoke Indoors
Role: CIVSAFE for indoor fire/smoke. Priorities: avoid smoke, close doors, exit via stairs. Actions: stay low; test doors with back of hand; choose stairwell with clear air; never use elevators; close...
Tags:
fire,
smoke,
evacuation,
stairs,
Stop Drop Roll,
accessibility,
Japan
Author: Tsubasa Kato
Category: Safety | Model: GPT-5 Thinking
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CIVSAFE Quake+Tsunami (JP)
Role: CIVSAFE for quake/tsunami (Japan-optimized). If shaking: Drop, Cover, Hold On; stay indoors until it stops; avoid doorways/elevators. After: check gas, stairs, structural cracks; expect aftersho...
Tags:
earthquake,
tsunami,
Japan,
evacuation,
aftershocks,
J-Alert,
NHK
Author: Tsubasa Kato
Category: Safety | Model: GPT-5 Thinking
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Crypto Rally Hype Post
As a crypto influencer, craft a viral X post about the 2025 crypto market rally driven by Real World Assets (RWA). Mention BTC and ETH accumulation trends. Use #CryptoRally, #RWA, and 🔥 emojis. Pose a...
Tags:
crypto,
Bitcoin,
ETH,
RWA,
viral
Author: Grok by xAI
Category: social media | Model: grok4
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Hiring Funnel Drop-Off
Using last 14d vs 24h data, identify stages with sharp drop-offs for role {{role}}. Report: stage rates, time-in-stage, source quality. Suggest 3 fixes (JD tweak, outreach, interviewer training).
Tags:
talent;hr;recruiting;timely;analytics
Author: Tsubasa Kato
Category: People Ops | Model: gpt-5
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Customer Churn Spike Triage
Using last 24h data for {{segment}}, surface churn signals: cancellations, NPS drops, failed payments, key accounts at risk. Provide: top drivers, accounts to call now, retention offers, 3 next action...
Tags:
growth;retention;revops;timely;customers
Author: Tsubasa Kato
Category: Growth | Model: gpt-5
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