AI-Assisted Software Development
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Everything Intel has read, newest first. Each title opens at its original publisher.
- Dev Tooling & Infra✓ verified
Agent observability field: LangSmith vs Braintrust vs Langfuse vs Arize
Informs deterministic-vs-LLM-judge layering. Braintrust's merge-blocking eval-action is a pattern to study — but LLM-judge stays post-hoc, never replacing deterministic CI gates.
- Agent Frameworks & Orchestration✓ verified
Four ways to orchestrate agents just quietly became the standard menu
Four orchestration styles stabilizing means picking a framework is now a real architecture decision, not a bet on which project survives — match your agent's actual coordination problem (graph, role, handoff, or hierarchical) before committing to one.
- Dev Tooling & Infra✓ verified
'ClawHavoc': 900+ malicious agent 'skills' pushed through a third-party marketplace
Any skill, tool, or config you didn't write deserves the same scrutiny as a code dependency — and 'delete the skill' is not the same as 'undo what it did.'
- MCP & Interop✓ verified
MCP now spoken natively by every major host; 500+ public servers
Confirms MCP as the durable interop bet for Intel's agent-facing side — "serve our KB over MCP" reaches every major client without per-client integration.