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AI Development171 articles · Page 8 of 15
AI Development
Implementation notes for building AI tools around real business data, handoffs, review queues, and safeguards.
AI Development articles, page 8
AI Development·
Grok Build is open source. Vendor independence is a separate question.
Grok Build's Apache-2.0 source release grants real rights to inspect, use, modify, fork, and redistribute the coding client. Those rights do not by themselves replace its hosted models, authentication, updates, or other runtime services.
8 min read
AI Development·
Copilot code review now reads instructions from the pull request branch
GitHub moved Copilot code review instructions to the pull request head branch and separated review setup, runner, and firewall controls. Teams should protect the files that shape automated review.
7 min read
AI Development·
Codex 0.144.6 corrected its context-window metadata. Test long sessions before standardizing it.
Codex CLI 0.144.6 changed bundled context-window metadata for three GPT-5.6 models from 372,000 to 272,000 tokens. Test one known long-running workflow under both client versions before making the patch standard.
7 min read
AI Development·
Open models are easy to access. Production still needs an owner.
A 2026 survey commissioned by Mozilla and fielded by SlashData found that 51% of open-model adopters reported reaching production, compared with 63% of closed-model adopters. Before switching models, separate task quality from the operating work your team must own.
8 min read
AI Development·
How to test AI guardrails on multilingual, multi-turn traffic
A strong guardrail result on one benchmark does not settle a production decision. Test representative languages, full conversations, false positives, and tail latency on the traffic your assistant will actually handle.
7 min read
AI Development·
Smartsheet’s MCP server shows why valid tool output can still be incomplete
Smartsheet’s remote MCP server marks sampled results with four completeness fields so partial data does not support whole-dataset claims or writes.
7 min read
AI Development·
Amazon Bedrock can filter AI search by document permissions. Your application must authenticate the user.
AWS added ACL-aware retrieval to Bedrock Managed Knowledge Base. The application still has to authenticate users and pass the right identity.
7 min read
AI Development·
A million agent spans is not a price
Oodle prices agent traces by gigabyte, not by count. Measure average and p95 span size before comparing observability plans.
8 min read
AI Development·
Visual Studio built Agent Skills in. Microsoft left them off.
Visual Studio 18.8 includes curated .NET and Azure Agent Skills, but Microsoft left them off while it measures efficacy and cost.
6 min read
AI Development·
Coding-agent transcript or visual workspace? When Juggler is worth a trial
Juggler turns coding-agent sessions into branchable visual trees. Compare it with a terminal interface before changing your team's default workflow.
7 min read
AI Development·
Before you switch AI models, put the bake-off on trial
Ploy's GPT-5.6 migration looked worse until its team repaired the evaluation harness, tool schema, cache design, and reasoning replay.
9 min read
AI Development·
When the editor and the agent grab the same cut
FableCut exposes one shared video timeline to humans and agents. Its most revealing behavior appears when both try to change the same cut.
8 min read
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