WEEK 09 · 2026.09.21-09.27 · WRITER GATE

Day 4 - News Aggregator TRANSFER: pagination, low latency and freshness

2026-09-24 · THU · 补齐 News deep dives:stable cursor、<200ms feed、30min freshness、media、breaking news、category and personalization。

今日固定时间表

三个学习窗口必须保持 exactly 08:50-10:55, 14:30-16:15, 20:30-21:15。

08:50-09:2008:50-10:55 system design
Blind reattempt: how to show fresh articles within 30 minutes without per-request global ranking.
09:20-10:0508:50-10:55 system design
Read all News deep dives and bonus deep dives using original heading anchors.
10:05-10:3508:50-10:55 system design
Deep dive: cursor pagination, cache hierarchy, freshness pipeline, traffic spikes and recovery.
10:35-10:5508:50-10:55 system design
DDIA Ch13 reprocessing/observability: monitor index lag and stale feed rows.
14:30-16:15NeetCode Graphs
Three contiguous Graphs slots below; no other tag.
20:30-21:15Staff Q&A nodes 8-11; no Applied-AI radar because no first-party source changed decisions.

算法模块

NeetCode Graphs, exactly three slots today, contiguous slots 10-12 of 21.

#Problem / modePatternInvariantBug riskTimeSpace
10Rotting Oranges
Graphs · NEW · 30m solve + 5m evidence
multi-source BFSminute advances by BFS layers from all initial rotten cellsincrementing time per cell instead of per layerO(mn)O(mn)
11Walls and Gates
Graphs · NEW · 30m solve + 5m evidence
multi-source BFS distancefirst time reaching a room is shortest distance to any gatestarting BFS from every roomO(mn)O(mn)
12Course Schedule Review
Graphs · NEW · 30m solve + 5m evidence
cycle detection reviewcycle in prerequisite graph makes schedule impossiblemarking visited too earlyO(V+E)O(V+E)

今日产出

必须交付News transfer final mapping and follow-up answer.
修复规则If pagination uses offset over a moving feed, replace with score/time/id cursor and snapshot boundary.

Hello Interview 精确目录

使用 live heading 的 original title 和 direct anchor。

项目Level精确 canonical sectionDispositionDay
News Aggregator / Google Newsh2Potential Deep Divestransfer deep diveDay 4
News Aggregator / Google Newsh31) How can we improve pagination consistency and efficiency?transfer deep diveDay 4
News Aggregator / Google Newsh32) How do we achieve low latency (< 200ms) feed requests?transfer deep diveDay 4
News Aggregator / Google Newsh33) How do we ensure articles appear in feeds within 30 minutes of publication?transfer deep diveDay 4
News Aggregator / Google Newsh34) How do we handle media content (images/videos) efficiently?transfer deep diveDay 4
News Aggregator / Google Newsh35) How do we handle traffic spikes during breaking news?transfer deep diveDay 4
News Aggregator / Google Newsh2Bonus Deep Divestransfer deep diveDay 4
News Aggregator / Google Newsh36) How can we support category-based news feeds (Sports, Politics, Tech, etc.)transfer deep diveDay 4
News Aggregator / Google Newsh37) How do we generate personalized feeds based on user reading behavior and preferencestransfer deep diveDay 4

DDIA 精确决策卡

Only DDIA Ch4 and Ch13 decision links are allowed.

DayProjectDecisionLink
Day 4News Aggregatorfreshness SLO requires observing index lag and stale derived statehttps://ddia.vonng.com/ch13/#sec_future_observing
Day 4News Aggregatorschema/ranking evolution needs reprocessing rather than hand editshttps://ddia.vonng.com/ch13/#sec_future_reprocessing

Artifacts

PDF is intentionally absent; Week 9 requires MP3 only for the FULL/TRANSFER scripts.

Local study materials
Detailed lecture notes, audio, recall scripts, PDFs, Staff Q&A, and mock packs are archived locally and are intentionally not published on this site.