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05:36
2026-05-22
dev.to
large-language-models

How We Reduced LLM Costs Without Touching Model Quality

Rising LLM costs in enterprise systems are typically caused by uncontrolled token growth from unnecessary context, overlapping retrieval data, and redundant system prompts, not by the model itself. Th…

05:22
2026-05-22
dev.to
artificial-intelligence

Run Hermes Agent on Any Model — Free, Local, and Cost-Routed

To integrate Hermes, an open-source AI agent by Nous Research, with Lynkr, a self-hosted Node.js proxy that routes requests to various LLM providers. Lynkr enables automatic cost-tier routing based on…

04:25
2026-05-22
dev.to
cybersecurity

MCP SEP-2468: RFC 9207 Iss Parameter for OAuth Mix-Up Defense

MCP SEP-2468, merged into the Model Context Protocol specification on May 17, 2026, implements RFC 9207's `iss` parameter to defend against OAuth mix-up attacks. The change requires authorization serv…

04:22
2026-05-22
dev.to
large-language-models

Stop paying for idle GPUs in your CI: batching LLM eval jobs

Running LLM evaluation jobs on every pull request in CI leads to high GPU costs, with GPUs idle about 70% of the time due to cold starts and model loading. The solution involves batching eval jobs int…

04:12
2026-05-22
dev.to
artificial-intelligence

Before AI we had ...

The difficulty of creating software has never been the main challenge, as cheap developers on platforms like Fiverr or UpWork could build an app for $50-$100 long before AI tools existed. It states th…

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