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Insights on AI, machine learning, and technology strategy

A small business owner reviewing website and workflow notes beside a laptop, with glowing connections suggesting AI search discovery.
Small Business AI·

The page an AI reads before it reads your website

AI assistants are becoming a new front door for small businesses. Give them the same clear, factual map you wish every new customer had.

8 min read
Cool-toned abstract healthcare AI routing gate holding back sensitive signals before they reach sealed records.
Industry Insights·

Healthcare AI needs answer routing before it answers

When people ask AI health questions, the first control is not a better answer. It is a routing label that decides whether the system may explain, draft, defer, or hand the question to a qualified person.

7 min read
Cool-toned document workflow scene with source data, review checkpoint, and finished PDF handoff.
Industry Insights·

AI-generated PDFs need a document handoff, not another browser print job

The model can write the report. The harder question is whether the final PDF can survive layout, approval, delivery, archiving, and review.

6 min read
Cool-toned glass lanes carrying proposed machine work toward an empty review chamber.
Industry Insights·

Fedora's AI-agent mess shows why plausible work needs a quarantine path

A Fedora incident shows the quieter risk of agent-submitted work: plausible comments and PRs can consume reviewer time and change shared systems before anyone knows who is driving the account.

6 min read
Warm editorial desk with customer promise cards sorted into policy, exception, owner, and draft lanes.
Small Business AI·

Inventory your customer promises before AI answers for you

Before an AI assistant drafts support replies, social inbox answers, or follow-up emails, collect the promises your business already makes and mark which ones the assistant may repeat.

6 min read
Cool-toned glass maze with a small transaction token paused between secure review gates.
Industry Insights·

The transaction memo is part of your AI attack surface now

A tiny transfer memo became a prompt-delivery path. Before an AI assistant reads payments, tickets, emails, or PDFs, map which fields are data and which actions they can influence.

6 min read
Cool-toned glass workflow nodes connected by light trails, with one node paused inside a review gate.
Industry Insights·

Apache Burr makes the agent run inspectable

A polished agent demo is not enough. Teams need to see the run map, the checkpoint gates, and one replayed failure before autonomy expands.

5 min read
Editorial workbench with AI news notes being organized into approval queues, receipts, workflow audits, security worksheets, and launch review packets.
Announcements·

Why we are turning AI news into workflow artifacts

A BaristaLabs field note on why more AI coverage should end as receipts, approval queues, workflow audits, security worksheets, launch packets, and review lanes.

4 min read
Transparent workflow test track with unmarked colored state tokens moving through fault gates.
AI Development·

Your AI Workflow Tests Should Try to Falsify the Promise

Stateful AI workflows fail around queues, retries, locks, ledgers, and approvals. Test the promise before production falsifies it for you.

7 min read
Cool-toned abstract workflow paths moving through glass checkpoints and stop boundaries.
Industry Insights·

AI agents need a state ledger before they need more context

Production AI agent failures often start as messy workflow state. A compact state ledger tracks current facts, completed steps, evidence, owners, and stop conditions before an agent drifts.

8 min read
Three translucent glass cubes connected by glowing light paths, representing model routing choices for Claude Fable 5 workflows.
Industry Insights·

Claude Fable 5 turns model selection into routing policy

Anthropic's Fable 5 launch is not just a smarter-model story. Teams need routing rules for fallback, retention, cost, and long-horizon work.

6 min read
A red stop lever, glass AI modules, and blank physical gates representing an AI signal register for business operators.
Industry Insights·

The AI personhood video is a signal register, not a panic plan

Peter Diamandis' Moonshots episode bundles global pause talk, recursive improvement, personhood, economic zones, and jobs. Operators need a way to sort the signals.

8 min read