Agent Budget Exhausted Halfway Through the Task
Your agent burns through its token or cost budget before finishing, leaving work incomplete. Here's how to diagnose spending and resume safely.
Articles tagged with #Agents
Your agent burns through its token or cost budget before finishing, leaving work incomplete. Here's how to diagnose spending and resume safely.
Your agent resumes from a checkpoint but the state is garbled, missing fields, or internally inconsistent. Here's how to detect corruption and recover safely.
Your pipeline's cost report shows $2 but the invoice says $18. Sub-agent token usage is not attributed to the parent run. Here's how to close the gap.
Agents call each other in a loop that never terminates because the orchestrator has no cycle detection. Here's how to find cycles before they run forever.
Your multi-agent pipeline drops critical context at handoff boundaries. Learn to identify the gap and wire durable state in under an hour.
Two agents block forever waiting for each other's output — a classic deadlock in async pipelines. Detect the cycle and break it in minutes.
API keys, tokens, and passwords in agent output get written to logs and traces. Here's how to detect secret leakage and scrub it before it reaches storage.
Your agent wraps JSON in markdown or adds prose commentary, breaking the downstream parser. Here's how to enforce structured output reliably.
Your agent proceeded without running required pre-flight checks, causing avoidable failures downstream. Here's how to enforce mandatory checks before execution.
Your agent pipeline promotes flawed outputs because gate criteria are too broad or easy to satisfy. Here's how to tighten gates without over-blocking.
Different versions of your agent use subtly different prompts, causing inconsistent output across the fleet. Here's how to version prompts and detect drift early.
A single rate-limited agent stalls the entire pipeline as upstream agents queue and timeout. Learn to isolate rate limits and prevent cascade failures.
One unreliable tool call causes your agent to retry hundreds of times, exhausting budget and rate limits. Here's how to add backoff and circuit-breaking.
Two agents write to the same shared memory store simultaneously, producing garbled or inconsistent state. Here's how to detect and prevent overlapping writes.
Your agent bypassed a critical validation gate and pushed bad output downstream. Learn to enforce non-skippable checkpoints in any agent pipeline.
After a crash or restart, your agent believes the world is in a state that no longer matches reality. Here's how to detect drift and resync reliably.
Subprocesses launched by your agent keep running after the agent exits, consuming resources and causing side effects. Here's how to track and clean them up.
Your orchestrator sends tasks to the wrong specialist agent, producing garbage output. Here's how to diagnose routing logic and fix misclassification.
Your agent trace shows a result but no corresponding tool call, hiding what actually happened. Here's how to find the gap and make traces complete.
Parallel agents overwrite each other's changes, causing lost edits and broken code. Here's how to detect conflicts and enforce file-level locking.
12 prompt templates to hand work between Claude Code subagents — research → plan → implement → review → ship — without losing context.