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19:35
2026-06-16
dev.to
large-language-models · 5m read ↑ pos

Overcoming LLM Limitations

A developer shipped a small research agent that addresses three common LLM limitations: stale training data, hallucinated facts, and arithmetic errors. The agent uses tool calling to look up facts and verify math before …

19:34
2026-06-16
dev.to
large-language-models · 3m read · neu

Advantages and Disadvantages of Using LLM

A developer built a Python CLI tool that uses Oxlo.ai's LLM to evaluate whether a business task is suitable for automation with a large language model. The tool sends a task description to the llama-3.3-70b model and ret…

19:26
2026-06-16
dev.to
large-language-models · 4m read ↑ pos

LLM Trends and Future Outlook

Oxlo.ai has introduced a request-based pricing model and an OpenAI-compatible API supporting over 45 models across seven categories, addressing the cost unpredictability of token-based billing for long-context and agenti…

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