//
AI Development223 articles · Page 4 of 19
AI Development
Implementation notes for building AI tools around real business data, handoffs, review queues, and safeguards.
AI Development articles, page 4
Constructed diagramAI Development·
A locked sandbox setting is not proof of a locked-down coding agent
Copilot for JetBrains can now receive centrally managed sandbox restrictions. A useful pilot proves what the agent can reach and what happens when a required tool is denied.
6 min read
Constructed diagramAI Development·
OpenAI's concurrent research agents move the bottleneck to review
OpenAI's internal account of concurrent coding agents shows why experiment count is a poor adoption metric. Define evidence, review capacity, and promotion authority first.
6 min read
Constructed diagramAI Development·
AWS gave coding agents a read-only Lambda incident lane
AWS MCP Server now gives coding and operations agents a read-only path across Lambda incident evidence. The useful pilot tests evidence coverage, IAM scope, and the handoff from diagnosis to repair.
7 min read
Constructed diagramAI Development·
Gemini Enterprise pooled quota is a shared failure domain
Google now pools Gemini Enterprise and Antigravity allowances across a project. That reduces stranded capacity, but one heavy workload can consume capacity that another team expected to use.
7 min read
Constructed diagramAI Development·
MCP Apps put incident evidence beside the AI answer
Amazon OpenSearch Service can return an agent summary and an interactive observability view in one tool response. Test whether that shortens verification without mistaking one query path for independent proof.
7 min read
Constructed diagramAI Development·
When an AI agent cannot finish, test what it tries next
OpenAI reports that GPT-6 Astra stayed inside its authorized target in a new impossible-task evaluation. Turn that vendor result into a workflow test before an agent can act.
7 min read
Constructed diagramAI Development·
AgentCore rate limits need two kinds of bucket
Amazon Bedrock AgentCore Gateway can now limit requests, tokens, and connections by user, group, model, target, or tool. The important design choice is which callers share a bucket.
7 min read
Constructed diagramAI Development·
An AI prototype is more useful when the agent can run it
Playco says GPT-6 Astra cut manual fixes while building playable game prototypes. The transferable lesson is to let a visual agent execute and observe its work before a person judges the experience.
7 min read
Constructed diagramAI Development·
A long-running AI agent is not ready until you interrupt it
OpenAI's updated Agents SDK can restore work in a fresh sandbox. That makes interruption testing a release requirement, not an edge case.
7 min read
Constructed diagramAI Development·
Copilot can now approve pull requests. Give it narrow merge authority
GitHub Copilot can now submit approvals that count toward branch protection. Keep assessments broad, grant approval authority by low-risk path, and test what happens after a new commit.
7 min read
Constructed diagramAI Development·
Copilot content exclusions reached the app and CLI. Verify the boundary
GitHub Copilot's app and CLI now respect content-exclusion policies. Test one blocked file, one allowed file, and every agent surface before treating that policy as a boundary.
7 min read
Constructed diagramAI Development·
OpenAI connected ChatGPT to Epic. Test two retrieval paths, not one demo
OpenAI's Epic integration and Healthcare Public Data plugin bring private chart context and public medical sources into one workspace. Validate those retrieval paths separately before combining them.
6 min read
Explore Other Categories
Announcements
Product notes, service updates, and BaristaLabs news that affect how small teams use AI at work.
9 articles
Industry Insights
AI market news translated into workflow decisions, risk boundaries, and practical next steps for small businesses.
393 articles
Machine Learning
Model concepts explained through thresholds, queues, and error costs that small teams can actually manage.
14 articles
Small Business AI
Plain-language guidance for owners and operators choosing one useful, reviewable AI workflow at a time.
104 articles
Technical Tutorials
Hands-on guides for approval policies, shadow weeks, agent receipts, and other AI workflow controls.
26 articles