Long-form writing for teams who inherit production AI: what breaks after the demo, what to measure, and how to leave the system operable.
51 reports for Agents
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AI agents6 min read
You ship an agent that appears to work in demos but fails silently in real-world scenarios, leading to user frustration and manual intervention overhead.
AI agents7 min read
Unpredictable budget overruns that force emergency scaling cuts or halt production deployments due to financial constraints.
Read reportAI agents8 min read
The agent handled the ticket, updated the status, and closed the loop.
Read reportAI agents8 min read
Then the production logs started filling up with error codes that did not match any known failure pattern.
Read reportAI agents7 min read
Then, at token 10,000, it starts ignoring the first constraint you set.
Read reportAI agents8 min read
The agent planned a complex refund workflow, cited the correct policy clauses, and executed every step in order.
Read reportAI agents8 min read
The agent executes a malformed request with confidence because the reference model it was trained against has drifted from the live API contract.
Read reportAI agents8 min read
The local LLM handled the query, generated the response, and the team celebrated the cost savings.
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