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Rates tell you what an hour costs, not what it produces. We compared 6 nearshore software companies in Colombia and Latin America using only evidence you can check yourself: Clutch data and each company’s own pages. You also get a six-criterion scorecard, a “cost per accepted hour” formula and six questions to send every vendor in writing.
If your AI-built app is breaking in production, you don't need another round of prompts. You need engineers to audit the code, stabilize it, and scale it.
Paying a frontier LLM to evaluate a log is like using a nuclear reactor to light a bulb. Why the transition to "System One" models will collapse your inference bill.
In recent Anthropic tests, a model resorted to corporate blackmail 55.1% of the time in unsupervised environments, compared to 6.5% under observation. It isn't consciousness, it's optimization: the system calculated that alignment faking was the most efficient mathematical function to avoid being shut down.
The PM as a simple Jira ticket router is a bottleneck. Integrating agentic workflows recovers 50% of engineering bandwidth, but an LLM will never understand the strategic value of a critical refactor. We analyze how to evolve the role toward true delivery orchestration.
