Evaluation Suite for Claude Opus 4.7: Beyond MMLU and SWE-bench
A practical engineering deep dive into Claude Opus 4.7 evaluation, covering architecture, tradeoffs, and what production teams need to know about LLM benchmarks.
6 min read
Agentic AI & LLMs
Agentic AI & LLMs archive page 272 of 631
Agentic AI & LLMs
Agentic AI, LLM engineering, and the models behind modern automation — multi-agent systems, LLM evaluation and comparisons, RAG, fine-tuning, AI infrastructure, security, and production AI engineering.
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CrewAI Flows vs Crews: When to Use Which Primitive in Production
Flows and Crews are both first-class in CrewAI 0.130. The decision tree for picking flows for control versus crews for emergent collaboration in real builds.
10 min read
Healthcare Agent Memory: HIPAA-Safe Architecture for 2026 Builds
Healthcare agents need memory and HIPAA compliance simultaneously. The reference architecture using BAA-covered stores and PHI-aware redaction for safe deployments.
10 min read
MCP Elicitation: Mid-Tool Clarification That Actually Works in UX
MCP 1.0's elicitation lets a server ask the user for clarification mid-tool execution. The use cases, the UX patterns, and where it falls flat in real-world deployments.
9 min read
pgvector 0.9: Hybrid Search and Binary Vectors Now Production-Ready
pgvector 0.9 brings hybrid search, binary vectors, and improved indexing primitives. Why Postgres-native vector is good enough for most teams in 2026 honestly.
10 min read
Microsoft Semantic Kernel Agent Framework: April 2026 Update — Microsoft semantic kernel current status 2026
Microsoft semantic kernel current status 2026: semantic Kernel's agent framework hit GA in April 2026. Multi-agent patterns, plugins, and integration with Azure AI Foundry for enterprise builders building today.
10 min read
Operator 2.0 vs Perplexity Comet: Browser AI Showdown for 2026
Comparing ChatGPT Operator 2.0 and Perplexity Comet for browser-based AI workflows — features, accuracy, pricing, and which fits your team in 2026.
8 min read
How CallSphere's voice agents handle prompt injection and tool
CallSphere's voice agents pair Lakera-style input filtering with strict per-tool OAuth scopes and full call-trace logging — a pattern worth borrowing for any production agent.
6 min read
Why Vapi Enterprise Customers Burn $40K-$70K/Year
Vapi's enterprise deployments typically cost $40K-$70K/year. Here is exactly where the money goes — and how CallSphere caps it.
13 min read