Search results

chore(ai): explicit model policy — router/chat/program/summarize + preview-vs-stable

ai-agentWork on the AI coach agent systemWork on the AI coach agent system

performanceCost or latency improvementCost or latency improvement

phase: architectureAI architecture reshape phaseAI architecture reshape phase

priority: highHigh priority workHigh priority work

reliabilityUptime, failover, circuit breakersUptime, failover, circuit breakers

Status: Open.

#216 In JeffOtano/roni;

· JeffOtano opened on Apr 17, 2026

epic: AI agent optimization — 23 workstreams

ai-agentWork on the AI coach agent systemWork on the AI coach agent system

priority: criticalHighest priority workHighest priority work

Status: Open.

#211 In JeffOtano/roni;

· JeffOtano opened on Apr 17, 2026

perf(ai): prepareStep dynamic tool subset per agent step

ai-agentWork on the AI coach agent systemWork on the AI coach agent system

performanceCost or latency improvementCost or latency improvement

phase: routing-toolsAI routing and tool-surface phaseAI routing and tool-surface phase

priority: mediumMedium priority workMedium priority work

Status: Open.

#210 In JeffOtano/roni;

· JeffOtano opened on Apr 17, 2026

perf(ai): move to 1-hour cache TTL after measuring session distribution

ai-agentWork on the AI coach agent systemWork on the AI coach agent system

cachePrompt caching related workPrompt caching related work

performanceCost or latency improvementCost or latency improvement

phase: parking-lotDeferred until measurement or upstream work is readyDeferred until measurement or upstream work is ready

priority: lowLow priority workLow priority work

Status: Open.

#209 In JeffOtano/roni;

· JeffOtano opened on Apr 17, 2026

perf(ai): precompute workout performance/weekly volume off-path

ai-agentWork on the AI coach agent systemWork on the AI coach agent system

performanceCost or latency improvementCost or latency improvement

phase: memory-qualityAI memory, quality, and off-path computation phaseAI memory, quality, and off-path computation phase

priority: mediumMedium priority workMedium priority work

Status: Open.

#208 In JeffOtano/roni;

· JeffOtano opened on Apr 17, 2026

perf(ai): conditional system-prompt sections (bodybuilding/image-analysis)

ai-agentWork on the AI coach agent systemWork on the AI coach agent system

cachePrompt caching related workPrompt caching related work

performanceCost or latency improvementCost or latency improvement

phase: routing-toolsAI routing and tool-surface phaseAI routing and tool-surface phase

priority: lowLow priority workLow priority work

Status: Open.

#207 In JeffOtano/roni;

· JeffOtano opened on Apr 17, 2026

observability(ai): measure searchOtherThreads hit rate (then tune or disable)

ai-agentWork on the AI coach agent systemWork on the AI coach agent system

observabilityTelemetry, tracing, metricsTelemetry, tracing, metrics

phase: parking-lotDeferred until measurement or upstream work is readyDeferred until measurement or upstream work is ready

priority: lowLow priority workLow priority work

Status: Open.

#206 In JeffOtano/roni;

· JeffOtano opened on Apr 17, 2026

perf(ai): adaptive thinking via prepareStep (effort=high on program_week)

ai-agentWork on the AI coach agent systemWork on the AI coach agent system

performanceCost or latency improvementCost or latency improvement

phase: routing-toolsAI routing and tool-surface phaseAI routing and tool-surface phase

priority: mediumMedium priority workMedium priority work

qualityEval frameworks, A-B testing, regressionEval frameworks, A-B testing, regression

Status: Open.

#205 In JeffOtano/roni;

· JeffOtano opened on Apr 17, 2026

perf(ai): tool consolidation audit (merge strength/goals/injuries triplets)

ai-agentWork on the AI coach agent systemWork on the AI coach agent system

performanceCost or latency improvementCost or latency improvement

phase: routing-toolsAI routing and tool-surface phaseAI routing and tool-surface phase

priority: lowLow priority workLow priority work

Status: Open.

#204 In JeffOtano/roni;

· JeffOtano opened on Apr 17, 2026

quality(ai): prompt A/B testing via PostHog feature flags

ai-agentWork on the AI coach agent systemWork on the AI coach agent system

phase: memory-qualityAI memory, quality, and off-path computation phaseAI memory, quality, and off-path computation phase

priority: mediumMedium priority workMedium priority work

qualityEval frameworks, A-B testing, regressionEval frameworks, A-B testing, regression

Status: Open.

#203 In JeffOtano/roni;

· JeffOtano opened on Apr 17, 2026

feat(ai): long-term user memory layer (preferences extraction pilot)

ai-agentWork on the AI coach agent systemWork on the AI coach agent system

featureNet-new user-facing capabilityNet-new user-facing capability

performanceCost or latency improvementCost or latency improvement

phase: memory-qualityAI memory, quality, and off-path computation phaseAI memory, quality, and off-path computation phase

priority: mediumMedium priority workMedium priority work

Status: Open.

#202 In JeffOtano/roni;

· JeffOtano opened on Apr 17, 2026

reliability(ai): hedged requests for latency-bound chat path

ai-agentWork on the AI coach agent systemWork on the AI coach agent system

performanceCost or latency improvementCost or latency improvement

phase: reliabilityAI reliability and resilience phaseAI reliability and resilience phase

priority: mediumMedium priority workMedium priority work

reliabilityUptime, failover, circuit breakersUptime, failover, circuit breakers

Status: Open.

#200 In JeffOtano/roni;

· JeffOtano opened on Apr 17, 2026