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GuardrailsAI-assisted engineering · AppliedOpen topic

Harden allow() against an attack corpusHardGuardrail hardeningGuardrail hardeningHard40 minHarden allow() against requests for another customer's detailsHardGuardrail hardeningGuardrail hardeningHard55 min

Rolling out agentsAI-assisted engineering · AdvancedOpen topic

Approval queue for high-risk agent actionsHardAgent buildAgent buildHard40 minFewest waves to roll an agent across a region treeHardAgent buildAgent buildHard40 minFirst divergence of a shadow run with reordered tool callsHardAgent buildAgent buildHard40 minOrder a fix's rollout to cut user exposureHardAgent buildAgent buildHard40 minPick the widest canary cohort under a user capHardAgent buildAgent buildHard40 min

Refactors and migrationsAI-assisted engineering · AdvancedOpen topic

Plan an agent's part in a live column splitHardJudgment callAnthropic styleJudgment callAnthropic styleHard22 minPlan an agent's part in porting untested payment codeHardJudgment callStripe styleJudgment callStripe styleHard25 minPlan a TypeScript migration across 3 AI toolsHardJudgment callAnthropic styleJudgment callAnthropic styleHard25 minPlan the switch from dollar amounts to minor unitsHardJudgment callStripe styleJudgment callStripe styleHard25 minDecide who runs an agent-written production backfillHardJudgment callAnthropic styleJudgment callAnthropic styleHard25 minSplit a 6,000-line utils module with an agentHardJudgment callJudgment callHard25 minPlan an agent-run merge of 4 API clientsHardJudgment callAnthropic styleJudgment callAnthropic styleHard25 minPlace review gates in a payments flow migrationHardJudgment callStripe styleJudgment callStripe styleHard25 minSpec a live backfill of a denormalized columnHardVibe codingDatabricks styleVibe codingDatabricks styleHard30 minScope an agent's part in a GraphQL migrationHardJudgment callMeta styleJudgment callMeta styleHard25 minExtract a notifications service without a blind code moveHardJudgment callShopify styleJudgment callShopify styleHard25 minSpec a safe Rust port of a C decoderHardVibe codingMicrosoft styleVibe codingMicrosoft styleHard30 minPin what compute_invoice does todayHardLegacy comprehension + AILegacy comprehension + AIHard45 minPin award_points before the loyalty portHardLegacy comprehension + AILegacy comprehension + AIHard50 min

Judgment and tool fitAI-assisted engineering · AdvancedOpen topic

Split a nightly Snowflake load with an agentHardJudgment callSnowflake styleJudgment callSnowflake styleHard25 minDecide if an agent writes your pro-rata matching ruleHardJudgment callCitadel styleJudgment callCitadel styleHard25 minDecide if an agent may write pump dosing codeHardJudgment callAnthropic styleJudgment callAnthropic styleHard18 minDecide where AI helps with a rare message lossHardJudgment callAnthropic styleJudgment callAnthropic styleHard25 minDecide how AI helps with a slow compute shaderHardJudgment callNvidia styleJudgment callNvidia styleHard20 minWeigh a 30% benchmark win from an atomics queueHardJudgment callAnthropic styleJudgment callAnthropic styleHard25 minDecide if an agent should build your auth stackHardJudgment callAnthropic styleJudgment callAnthropic styleHard20 minStop agents from fighting your Go codebaseHardJudgment callAnthropic styleJudgment callAnthropic styleHard25 minStop architectural drift when agents write most codeHardJudgment callAnthropic styleJudgment callAnthropic styleHard25 minDecide what an agent changes in your token serviceHardJudgment callAnthropic styleJudgment callAnthropic styleHard25 minRestore layer boundaries in an agent-built serviceHardJudgment callAnthropic styleJudgment callAnthropic styleHard25 minSet the checkpoints for an agent's deploy script rewriteHardJudgment callAnthropic styleJudgment callAnthropic styleHard20 minWeigh an agent's access to EU customer recordsHardJudgment callAnthropic styleJudgment callAnthropic styleHard25 minScope an autonomous agent before an org-wide rolloutHardJudgment callAnthropic styleJudgment callAnthropic styleHard25 minDraw AI authoring lines across a payments codebaseHardJudgment callStripe styleJudgment callStripe styleHard20 minMeasure whether AI tools help your engineering orgHardJudgment callAnthropic styleJudgment callAnthropic styleHard25 minKeep a fast AI-assisted team from breaking thingsHardJudgment callAnthropic styleJudgment callAnthropic styleHard20 minPush back on an AI-first rule for every taskHardJudgment callAnthropic styleJudgment callAnthropic styleHard25 minDefine who owns a failure in AI-written codeHardJudgment callAnthropic styleJudgment callAnthropic styleHard20 minWeigh an agent for a 12-line hot path changeHardJudgment callJudgment callHard20 minExplain why a compliance handler is not agent workHardJudgment callJudgment callHard25 minCheck AI work where you are expert and noviceHardJudgment callStripe styleJudgment callStripe styleHard25 minTell real agent speedup from a feeling of progressHardJudgment callAnthropic styleJudgment callAnthropic styleHard20 minDecide how far to delegate on an in-house frameworkHardJudgment callAnthropic styleJudgment callAnthropic styleHard25 minDecide whether to ship AI-written token checksHardJudgment callJudgment callHard25 minSet where an agent may act on productionHardJudgment callAnthropic styleJudgment callAnthropic styleHard20 minCoordinate 2 agents adding the same fieldHardJudgment callAnthropic styleJudgment callAnthropic styleHard25 minAgree how 2 agent users share one trunkHardJudgment callAnthropic styleJudgment callAnthropic styleHard20 minDecide how to backfill docstrings with AI safelyHardJudgment callAnthropic styleJudgment callAnthropic styleHard25 min