Industry Insights310 articles · Page 2 of 26
Industry Insights
AI market news translated into workflow decisions, risk boundaries, and practical next steps for small businesses.
Industry Insights articles, page 2
Industry Insights
AI agent handoffs need a session manifest
Before teams clone, resume, or switch AI agent sessions between models, they need a compact manifest that says what travels with the work.
6 min read
Industry Insights
Coding agents need dependency no-fly lists
When dependencies, test tools, and upstream repositories write rules for AI coding agents, teams need a visible no-fly list before agents change code.
8 min read
Industry Insights
AI agents need a simulation harness before real-world work
Elodin's AI Grand Prix simulator shows what serious autonomy testing looks like: constrained worlds, real timing, telemetry, replay, and safe failure before production access.
8 min read
Industry Insights
Your AI agent needs a spend circuit breaker
Security reviews and approval policies are necessary, but autonomous agents also need a separate spend circuit breaker before they touch metered systems.
7 min read
Industry Insights
Agent-written code needs a sandbox contract
Agent-written scripts are moving from demos into formulas, plugins, and workflow transformations. The next question is whether the business can name the sandbox around them.
6 min read
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
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
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
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
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
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
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
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