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Viktor turns repeated thread history into cheap cache reads with byte-stable prefixes, SDK tools, append-only logs and in-cache compaction — a 40-step thread fell from $11.35 to $2.07.
OpenAI and Anthropic each launched ~$1.5B PE-backed ventures embedding vendor engineers into customer teams. A practical playbook for running tight, handover-ready PoCs and production gates.
An AWS Strands Agents design moved extraction, summarization and caching out of prompts into deterministic tools, cutting measured LLM token use by ~96% and lowering costs, privacy risk.
Step-by-step tutorial to prototype an Interfaze-style stack: multimodal perception modules, context-construction pipeline, and action layer with a thin controller and benchmark targets.