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Insights on AI, machine learning, and technology strategy

Constructed diagram
AI Development·

The AI coding tool is now an endpoint setting

Ask a Mac admin which AWS account a developer's Claude Code install is actually authenticating against, and most can't answer without opening a terminal and guessing.

7 min read
A performance review desk with a blocking-work receipt board, route cards, evidence tags, and verification checkpoints.
Technical Tutorials·

When Lighthouse blames your page, ask for the blocking-work receipt

A mobile Lighthouse score can look mostly healthy while Total Blocking Time says the browser is still too busy to answer a tap. Use a blocking-work receipt before changing the site.

9 min read
A route-sketch worksheet shows trigger, read access, write access, human pause, first live run, and client-visible receipt cards before an AI-built workflow reaches business records.
Industry Insights·

Before AI automates the workflow, make it draw the route

Rewst's new AI agent can turn a plain-language request into a runnable MSP automation. The safer question is whether the client can see the route before it touches QuickBooks.

8 min read
Constructed diagram
AI Development·

When a coding agent misfires, the first 48 hours matter

GitHub Copilot session streaming gives enterprises a new kind of evidence: prompts, responses, and tool calls. The urgent question is who pulls the 48-hour record before it disappears.

8 min read
A four-lane mobile-agent boundary map shows what a phone can launch, inspect, review with evidence, and never merge alone before work moves to a workstation.
Industry Insights·

Cursor put a merge button on your phone. Set the boundary first.

Cursor just put a merge button in your pocket. Before Remote Control goes on for the whole team, decide what a phone is allowed to approve, review, and never touch alone.

7 min read
Workflow shortlist diagram with quote follow-up, support triage, menu update, and invoice packet cards flowing into review evidence and an undo path.
Small Business AI·

Pick the first AI workflow by what you can safely undo

A reversible workflow shortlist helps small-business owners choose a first AI pilot by review evidence, undo path, data boundary, owner, and first safe AI role.

8 min read
A refusal specimen card compares a blocked request, safe-intent evidence, and a boundary check before the model refusal is loosened.
Industry Insights·

AWS taught Amazon Nova to forget a refusal. Prove yours deserves it first.

A refusal can be a safety win or an operations outage, and it looks identical from the outside. AWS just shipped a way to selectively unteach Amazon Nova's over-deflection. The harder problem is proving, case by case, which refusals actually deserve it.

7 min read
A browser evidence receipt folder showing DOM snapshot, console warning, network request, screenshot, and accessibility or performance check lanes before a reviewer accepts an agent's browser fix.
Industry Insights·

The bug lives in the browser. Now your agent can go look.

A customer says checkout is broken in Safari. The agent can rewrite the code in seconds, but it has been working from a screenshot and a guess. WebKit's new Safari MCP server changes what evidence an agent can bring back before you accept its fix.

6 min read
An inbox behavior-baseline card records request type, relationship owner, normal pattern, checks, mismatch, routing decision, and feedback outcome.
Industry Insights·

The phishing email looks perfect now

AWS's new Bedrock phishing workflow points to a harder inbox problem: AI-written scams no longer announce themselves with typos. Before a polished vendor email changes a bank account, build a behavior-baseline card for the few requests that can hurt you.

7 min read
An agent workflow boundary map assigns each step to code, model, person, or stop, with checkpoint and duplicate-guard fields.
Industry Insights·

When the workflow is known, don't let the agent invent the route

A refund agent followed most of the process and skipped the gate that mattered. Google's ADK 2.0 points to a better fix: map each workflow step to code, model, person, or stop before the agent runs unattended.

9 min read
A gateway control sheet records identity, policy, telemetry, and spend caps before developer Claude Code access expands.
AI Development·

Before Claude Code spreads, put the gateway in writing

One developer can wire Claude Code to Vertex AI in an afternoon. The tenth developer turns that same setup into questions about identity, spend, and who gets removed on their last day.

7 min read
A durable pause contract names owner, callback handle, checkpointed work, resume condition, duplicate guard, expiry, compensation path, and evidence trail.
Industry Insights·

The dangerous part of the AI workflow is the pause

A physician review, a payer callback, a flaky API: real AI workflows pause for hours or days. AWS's Lambda durable functions show why that pause needs a written contract, not a restart button, so completed agent work and real money stay safe while the workflow waits.

11 min read