BizStack Blog

Generative AI produces outputs. Agentic AI executes workflows and owns the outcome. Here is the practical breakdown for operators deciding where to invest.

AWS Step Functions now has a 'Copy agent prompt' button that self-configures Claude Code, Cursor, Copilot, and six other MCP-compatible agents with ASL skills and a live MCP server.

Faire grew from under 10 people to 100x that size across 34 countries. A former insider shares the operating lessons behind that growth.

Toronto startup Blueprint closed $1M USD in pre-seed funding from a16z speedrun and Founders Inc, with 175,000 users in three months. It turns text prompts into hardware prototypes.

Adronite launched Codistry, an AI coding tool built around a context engine that maps codebase relationships to reduce token usage and generate production-ready code.

Conversion Rate Experts tested adding an extra step to a client's purchase funnel. Revenue per order jumped 28% with no conversion rate drop.

Binary floating point breaks financial calculations in every regulated domain. One prompt constraint and one type-system pattern close the hole permanently.

Adronite launched Codistry, an AI coding platform that used roughly half the tokens of Claude Code in internal benchmarks. On PocketBase, per-task cost dropped from $2.12 to $1.10.

Nine months and 51,000+ tracked events reveal AI Overviews are volatile, misattributed in GA4, and favor structured content like pricing tables and travel times.

AI coding agents need smarter context management than just cutting tokens. Here is a practical framework for benchmarking four compaction strategies against what actually matters.