Prompt Cards

Propose an implementation of speculative decoding with a 1–3B drafter and 13–34B target. Define acceptance criteria, throughput gains vs quality loss, token-level metrics, and failure fallbacks; include cost curves and ablation plan.

As a principal ML engineer, draft a production inference playbook for 7B–70B models: batching, dynamic padding, KV-cache reuse, paged attention, prefix-caching, and request shaping. Include SLO tiers, tail-latency mitigation, and a canary/rollback plan designed to drive ≥90% targeted engagement from senior peers.

Summarize EU venture flows, IPO windows, and state-aid interactions; compare with Asia late-stage funding. Provide founder angles.

Track AML/KYC enforcement, cross-border fraud, and fintech shutdowns. Provide consumer alerts and regulatory timelines.

Spotlight European agritech pilots and Asia partners; cover regulation, financing, and yield impacts. Provide startup profiles and field-test notes.

Connect urbanization, mortgage policy, construction materials, and local politics. Provide photo essay ideas and data caveats.

Summarize EMA decisions, shortages, and R&D funding; link to Asia suppliers. Provide plain-language patient angles and hospital budgets.

Show ASEAN inbound/outbound air capacity, hotel ADR, visa policy changes. Provide winners/losers by route and festival calendars.

Track EU retail sales, confidence, and pricing; spotlight food/apparel/e-commerce. Provide brand story angles and influencer spillovers.

Provide a ladder of escalation scenarios and markets/insurance implications. Include diplomatic calendar and military exercises.

Update EU gas storage, pipeline flows, and winter risk index; tie to price caps and demand response. Add household bill angles.

Weekly roundup of ASEAN data/AI/platform rules; provide a region heatmap and two enterprise case studies (compliance costs, launch delays).