AI7

AI7 Journal

Field notes from the edge of production AI. Benchmarks, patterns, and post-mortems.

Architecture 5 min read

The Future of Agentic Workflows in Enterprise

Why single-shot LLM calls are dead. The shift towards multi-agent orchestration patterns is enabling reliable, multi-step AI execution in business operations.

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AI7 Team
Oct 12, 2023
ML Research 7 min read

Why RAG Is Not Enough: The Case for Fine-Tuning

Retrieval Augmented Generation solves hallucinations, but it doesn't solve tone, style, or deep domain reasoning. Here's when you need to fine-tune.

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AI7 Team
Sep 28, 2023
Infrastructure 12 min read

Scaling Large Language Models on Serverless GPUs: A Benchmark

We benchmarked distributed inference frameworks on standard Kubernetes clusters. The results on cold starts and throughput may surprise you.

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AI7 Team
Aug 15, 2023