Description
Agent Persona Explorer runs 42 turns, consumes 2.2M tokens, and produces only 1 safe output — the observability kit flags it resource_heavy + poor_agentic_control + partially_reducible (95% data-gathering turns) + model_downgrade. 95% of the agent's work is fetching and reading persona data that could be retrieved deterministically before the agent starts. The current Opus/Sonnet model is massively over-provisioned for a task that boils down to "generate 4 workflow templates from pre-fetched persona descriptions."
Expected Impact
Moving persona data retrieval (agent definitions, workflow examples) to pre-agent shell steps would reduce turns from 42 to ~8. Downgrading to claude-haiku-4-5 would cut per-run cost by ~80% while maintaining output quality (the task is template generation, not complex reasoning). Estimated savings: ~$1.80/run based on current token volumes.
Suggested Agent
Any agent with access to .github/workflows/agent-persona-explorer.md. Add pre-agent-steps to read and concatenate persona files, then pass as context to a simplified prompt with max_turns: 10.
Estimated Effort
Medium (1–4 hours) — requires pre-agent step scripting + prompt redesign.
Data Source
DeepReport Intelligence Briefing — 2026-04-21 (run §24729745351); corroborated by Agent Performance Report #27491, Observability Report #27292.
Generated by DeepReport - Intelligence Gathering Agent · ● 586.9K · ◷
Description
Agent Persona Explorer runs 42 turns, consumes 2.2M tokens, and produces only 1 safe output — the observability kit flags it
resource_heavy+poor_agentic_control+partially_reducible(95% data-gathering turns) +model_downgrade. 95% of the agent's work is fetching and reading persona data that could be retrieved deterministically before the agent starts. The current Opus/Sonnet model is massively over-provisioned for a task that boils down to "generate 4 workflow templates from pre-fetched persona descriptions."Expected Impact
Moving persona data retrieval (agent definitions, workflow examples) to pre-agent shell steps would reduce turns from 42 to ~8. Downgrading to
claude-haiku-4-5would cut per-run cost by ~80% while maintaining output quality (the task is template generation, not complex reasoning). Estimated savings: ~$1.80/run based on current token volumes.Suggested Agent
Any agent with access to
.github/workflows/agent-persona-explorer.md. Addpre-agent-stepsto read and concatenate persona files, then pass as context to a simplified prompt withmax_turns: 10.Estimated Effort
Medium (1–4 hours) — requires pre-agent step scripting + prompt redesign.
Data Source
DeepReport Intelligence Briefing — 2026-04-21 (run §24729745351); corroborated by Agent Performance Report #27491, Observability Report #27292.