Insights on AI agents, automation, and open source. Stay updated with the latest in AI development, tutorials, and industry analysis.https://turion.ai/en-ushttps://turion.ai/blog/event-driven-agent-architecture-2026/https://turion.ai/blog/event-driven-agent-architecture-2026/The synchronous agent loop is dying. In its place: event-driven agent systems built on Kafka, Flink, Temporal, and Restate. Here's why the shift is happening now, what the new architecture looks like in code, and what breaks when you get it wrong.Fri, 03 Jul 2026 06:00:00 GMTDeep Divesaiagentsdeep-diveevent-drivendurable-executionkafkatemporalrestatearchitectureBalys Kriksciunashttps://turion.ai/blog/coding-agent-pricing-comparison-july-2026/https://turion.ai/blog/coding-agent-pricing-comparison-july-2026/Your CFO just asked why the team has $200/mo coding tool subscriptions. We compared 9 tools across free, individual, team, and enterprise tiers. Real costs, credit traps, and the one number that matters: what a heavy user actually pays per month.Thu, 02 Jul 2026 06:00:00 GMTComparisonsaicoding-agentspricingcomparisoncursorgithub-copilotclaude-codewindsurfdeveloper-toolsBalys Kriksciunashttps://turion.ai/blog/build-vs-buy-ai-agents-enterprise-framework-2026/https://turion.ai/blog/build-vs-buy-ai-agents-enterprise-framework-2026/Gartner says AI spending hits $2.52T this year, but 88% of agents never reach production. The build-vs-buy question is where most of that money gets burned. Here's a concrete framework for making the call — with real cost data and zero vendor spin.Wed, 01 Jul 2026 06:00:00 GMTIndustry Analysisaiagentsenterprisebuild-vs-buydecision-frameworkinfrastructureplatformBalys Kriksciunashttps://turion.ai/blog/ai-agent-adoption-gap-industry-vertical-analysis-2026/https://turion.ai/blog/ai-agent-adoption-gap-industry-vertical-analysis-2026/Banking runs AI agents in production at 47%. Healthcare? 18%. The gap isn't about technology — it's regulatory friction, incentive misalignment, and the quiet truth that some industries aren't ready.Wed, 24 Jun 2026 06:00:00 GMTIndustry Analysisaiagentsenterprisevertical-marketsadoptionbankinghealthcareroiBalys Kriksciunashttps://turion.ai/blog/building-finance-ai-agent-openai-sdk/https://turion.ai/blog/building-finance-ai-agent-openai-sdk/Build a multi-agent portfolio analyst with the OpenAI Agents SDK — market data lookup, risk scoring, portfolio rebalancing tools, and a specialist handoff architecture.Tue, 23 Jun 2026 06:00:00 GMTTutorialsaiagentstutorialopenaisdkfinancepythonBalys Kriksciunashttps://turion.ai/blog/coding-agents-review-pipeline-crisis-june-2026/https://turion.ai/blog/coding-agents-review-pipeline-crisis-june-2026/AI-assisted teams produce 4x the code but defect rates spike from 9% to 54%. Factory pivots to software factories. Fable 5's free window closes today.Mon, 22 Jun 2026 06:00:00 GMTIndustry Analysisaiagentsnewscoding-agentssoftware-engineeringfable-5Andrius Putnahttps://turion.ai/blog/ai-agents-weekly-recap-june-15-21-2026/https://turion.ai/blog/ai-agents-weekly-recap-june-15-21-2026/Anthropic paused its Agent SDK billing overhaul on launch day. Claude Sonnet 4 and Opus 4 went dark. SpaceX closed its first full trading week. And the EU AI Act clock ticked past 50 days. Here's what mattered for builders, June 15-21.Sun, 21 Jun 2026 06:00:00 GMTIndustry Analysisaiagentsrecapanthropicopenaispacexipoeu-ai-actindustry-analysisBalys Kriksciunashttps://turion.ai/blog/agent-pricing-crisis-2026/https://turion.ai/blog/agent-pricing-crisis-2026/Anthropic paused its Agent SDK billing overhaul on launch day. Salesforce ditched $2/conversation for Flex Credits. Per-seat SaaS is dying, and agent-native pricing remains an unsolved equation. Here's why — and what comes next.Sat, 20 Jun 2026 06:00:00 GMTDeep Divesaiagentsinfrastructurepricingenterprisedeep-diveseconomicsBalys Kriksciunashttps://turion.ai/blog/agent-architecture-convergence-2026/https://turion.ai/blog/agent-architecture-convergence-2026/Every major agent framework now shares the same primitives: state graphs, structured tool calling via MCP, handoff delegation, and lifecycle hooks. The framework wars are ending. Here's what the convergence means for your stack — and where the real differentiation lives.Fri, 19 Jun 2026 06:00:00 GMTDeep Divesaiagentsdeep-diveagent-architectureframeworksconvergenceTURION.AIhttps://turion.ai/blog/llm-gateway-pricing-comparison-june-2026/https://turion.ai/blog/llm-gateway-pricing-comparison-june-2026/LiteLLM is free but costs $500–$2,000/mo to self-host. Portkey starts at $49/mo (log-based). Kong at $25/mo per control plane. The real cost of each — with hidden ops and scaling traps.Thu, 18 Jun 2026 06:00:00 GMTComparisonsaiagentscomparisonreviewllm-gatewaylitellmportkeykongpricinginfrastructureBalys Kriksciunashttps://turion.ai/blog/ai-agent-roi-beyond-cost-cutting-2026/https://turion.ai/blog/ai-agent-roi-beyond-cost-cutting-2026/74% of enterprises want AI to grow revenue. Only 20% see it. The industry's cost-cutting obsession is hiding where agent ROI actually lives — and it's bigger.Wed, 17 Jun 2026 06:00:00 GMTIndustry Analysisaiagentsenterpriseroirevenueindustry-analysisBalys Kriksciunashttps://turion.ai/blog/langfuse-observability-openai-agents-tutorial/https://turion.ai/blog/langfuse-observability-openai-agents-tutorial/Trace every tool call, guardrail check, and handoff in your OpenAI Agents SDK app with Langfuse. Working code, no fluff.Tue, 16 Jun 2026 06:00:00 GMTTutorialsaiagentstutorialobservabilitylangfuseopenai-agents-sdkopentelemetryBalys Kriksciunashttps://turion.ai/blog/fable-5-mythos-5-export-control-june-2026/https://turion.ai/blog/fable-5-mythos-5-export-control-june-2026/Three days after launch, the US government ordered Anthropic to suspend Fable 5 and Mythos 5 for all foreign nationals. The jailbreak was verbal-only evidence. Anthropic was already suing the DoD. Here's how the week that broke the 'one model everywhere' assumption changes your stack.Mon, 15 Jun 2026 06:00:00 GMTIndustry Analysisaiagentsanthropicexport-controlsregulatoryfable-5mythos-5newsBalys Kriksciunashttps://turion.ai/blog/ai-agents-weekly-recap-june-8-14-2026/https://turion.ai/blog/ai-agents-weekly-recap-june-8-14-2026/Apple put Claude on 2 billion iPhones. SpaceX raised $75B in the largest IPO in history. And Anthropic draws a line between 'chat' and 'agents' — starting tomorrow, June 15. Here's what the week that just reshaped the agent economy means for builders.Sun, 14 Jun 2026 06:00:00 GMTIndustry Analysisaiagentsrecapappleanthropicopenaispacexwwdcindustry-analysisBalys Kriksciunashttps://turion.ai/blog/great-llm-commoditization-2026/https://turion.ai/blog/great-llm-commoditization-2026/GPT-4 cost $60/M tokens in 2023. GPT-5.4 costs $2.50. Anthropic hit a $30B run rate and filed to go public at $965B. OpenAI followed suit, then immediately signaled deeper price cuts. The clearest signal yet: frontier models are becoming commodities. Here's where the infrastructure moat actually shifts.Sat, 13 Jun 2026 06:00:00 GMTDeep Divesaiagentsinfrastructurellmcommoditizationpricing2026Balys Kriksciunashttps://turion.ai/blog/ai-agent-platform-updates-june-2026/https://turion.ai/blog/ai-agent-platform-updates-june-2026/Claude Fable 5 at $10/M input tokens. Codex 26.609 with Developer mode. Gemini 3.5 Flash at 4x speed. Managed Agents with cron scheduling. And Anthropic's June 15 credit overhaul that changes the economics of autonomous coding. Here's what actually shipped, benchmarked, and priced.Fri, 12 Jun 2026 06:00:00 GMTIndustry Analysisaiagentsnewsindustry-analysisopenaianthropicgoogleBalys Kriksciunashttps://turion.ai/blog/enterprise-agent-platforms-comparison-june-2026/https://turion.ai/blog/enterprise-agent-platforms-comparison-june-2026/Salesforce Agentforce at $2/conversation. ServiceNow AI Agents bundled into ITSM tiers at $100–150/user/mo. Microsoft Copilot Studio at $200/tenant/mo for 25K credits. Which enterprise platform actually ships?Thu, 11 Jun 2026 06:00:00 GMTComparisonsaiagentscomparisonreviewenterprisesalesforceservicenowmicrosoftBalys Kriksciunashttps://turion.ai/blog/building-healthcare-ai-agent-langgraph/https://turion.ai/blog/building-healthcare-ai-agent-langgraph/Step-by-step LangGraph tutorial building a clinical triage agent with patient lookup, symptom assessment, appointment scheduling, and clinician escalation.Tue, 09 Jun 2026 06:00:00 GMTTutorialsaiagentstutoriallanggraphhealthcarepythonBalys Kriksciunashttps://turion.ai/blog/four-layer-agent-infrastructure-stack-2026/https://turion.ai/blog/four-layer-agent-infrastructure-stack-2026/A generation of agent startups will get commoditized. The ones that survive own one of four stateful layers: Memory, Execution, Tooling, or Governance. Here's how to tell the difference between a moat and glue code.Sat, 30 May 2026 06:00:00 GMTDeep Divesaiagentsinfrastructurearchitecturedeep-divesproductionBalys Kriksciunashttps://turion.ai/blog/gpu-clouds-pricing-comparison-june-2026/https://turion.ai/blog/gpu-clouds-pricing-comparison-june-2026/Save up to 56% on H100 inference: RunPod $2.69/hr vs CoreWeave $6.16/hr vs Lambda $4.29/hr. Which GPU cloud actually fits your agent workloads in June 2026?Fri, 29 May 2026 06:00:00 GMTComparisonsaiinfrastructuregpu-cloudcomparisonpricingrunpodlambdacoreweaveneocloudBalys Kriksciunashttps://turion.ai/blog/google-adk-vs-openai-claude-agent-sdk-2026/https://turion.ai/blog/google-adk-vs-openai-claude-agent-sdk-2026/Google ADK vs OpenAI vs Claude Agent SDK: we built the same agent across all three. Here's how they compare, where each wins, and what to avoid.Thu, 28 May 2026 06:00:00 GMTComparisonsaiagentscomparisonreviewgoogle-adkopenaiclaudeagent-sdkBalys Kriksciunashttps://turion.ai/blog/enterprise-ai-agent-use-cases-that-ship-2026/https://turion.ai/blog/enterprise-ai-agent-use-cases-that-ship-2026/Customer service agents resolve tickets at 9x lower cost. Coding agents review PRs at 1/66th the price. The AI use cases that ship — and the ones burning budget.Wed, 27 May 2026 06:00:00 GMTIndustry Analysisaiagentsenterpriseuse-casesindustry-analysisroiBalys Kriksciunashttps://turion.ai/blog/cursor-composer-2-5-coding-agents-may-2026/https://turion.ai/blog/cursor-composer-2-5-coding-agents-may-2026/Cursor's Composer 2.5 matches GPT-5.5 and Opus 4.7 on coding benchmarks at 1/10th the cost — coding agents just became an infrastructure decision.Mon, 25 May 2026 06:00:00 GMTIndustry Analysisaiagentsnewscoding-agentscursoranthropicmicrosoftBalys Kriksciunashttps://turion.ai/blog/ai-agents-weekly-recap-may-19-24-2026/https://turion.ai/blog/ai-agents-weekly-recap-may-19-24-2026/Google replaced the search box with 24/7 information agents. Anthropic hit its first profit and hired Karpathy. OpenAI filed for IPO. Here's what the biggest week in AI history means for the agent stack.Sun, 24 May 2026 06:00:00 GMTIndustry Analysisaiagentsrecapgoogleanthropicopenaiindustry-analysisBalys Kriksciunashttps://turion.ai/blog/vllm-sglang-convergence-inference-ecosystem-2026/https://turion.ai/blog/vllm-sglang-convergence-inference-ecosystem-2026/Both engines now share NVIDIA's FlashInfer kernels and expose identical OpenAI-compatible APIs. Meanwhile, SGLang spun out as RadixArk with $100M in seed funding, and vLLM hit 2M weekly installs. The inference layer is consolidating faster than anyone expected — here's what that means for teams building on top of it.Sat, 23 May 2026 06:00:00 GMTDeep Divesaiinfrastructureinferencevllmsglangflashinferllm-servingecosystemBalys Kriksciunashttps://turion.ai/blog/agent-sandboxing-firecracker-gvisor-microvm-architecture/https://turion.ai/blog/agent-sandboxing-firecracker-gvisor-microvm-architecture/Docker containers aren't enough for AI agents. We break down Firecracker microVMs, gVisor, and Kata Containers — with code, benchmarks, and a decision framework for production.Fri, 22 May 2026 06:00:00 GMTDeep Divesaiagentsdeep-divesecurityinfrastructuresandboxingfirecrackergvisormicrovmarchitectureBalys Kriksciunashttps://turion.ai/blog/mem0-vs-zep-vs-langmem-agent-memory-comparison-2026/https://turion.ai/blog/mem0-vs-zep-vs-langmem-agent-memory-comparison-2026/Mem0 locks graph queries behind $249/mo. Zep killed Community Edition. LangMem is free but LangGraph-only. Which one actually belongs in your stack?Thu, 21 May 2026 06:00:00 GMTComparisonsaiagentscomparisonmemorymem0zeplangmemreviewBalys Kriksciunashttps://turion.ai/blog/ai-agents-legal-services-2026/https://turion.ai/blog/ai-agents-legal-services-2026/69% of legal professionals now use generative AI. Harvey hit an $11B valuation. But 54% of firms provide zero training. Here's what's actually working.Wed, 20 May 2026 06:00:00 GMTIndustry Analysisaiagentsenterpriselegalcontract-reviewindustry-analysisagentic-aiBalys Kriksciunashttps://turion.ai/blog/openai-agents-sdk-tools-guardrails-handoffs-tutorial/https://turion.ai/blog/openai-agents-sdk-tools-guardrails-handoffs-tutorial/Build a multi-agent support system with the OpenAI Agents SDK: custom tools, guardrails, handoffs, and human-in-the-loop approval in one Python file.Tue, 19 May 2026 06:00:00 GMTTutorialsaiagentstutorialopenaisdkhandoffsguardrailsBalys Kriksciunashttps://turion.ai/blog/ai-agent-platform-updates-may-2026-week-4/https://turion.ai/blog/ai-agent-platform-updates-may-2026-week-4/Anthropic slashes included API credits for agent SDK users starting June 15. Microsoft Agent Framework hits 1.0. Claude Code 2.1.143 ships.Mon, 18 May 2026 06:00:00 GMTIndustry AnalysisaiagentsnewsanthropicmicrosoftlanggraphclaudeBalys Kriksciunashttps://turion.ai/blog/multi-agent-memory-architecture-patterns-2026/https://turion.ai/blog/multi-agent-memory-architecture-patterns-2026/Shared, isolated, or hierarchical? We break down the three memory architectures production multi-agent systems use — with benchmarks, code patterns, and the tradeoffs nobody talks about.Fri, 15 May 2026 06:00:00 GMTDeep Divesaiagentsmemoryarchitecturemulti-agentdeep-diveTURION.AIhttps://turion.ai/blog/langgraph-vs-openai-claude-agent-sdk-2026/https://turion.ai/blog/langgraph-vs-openai-claude-agent-sdk-2026/LangGraph graphs, OpenAI handoffs, and Claude's MCP-native SDK — compared with code and a decision framework for 2026.Thu, 14 May 2026 06:00:00 GMTComparisonsaiagentscomparisonreviewlanggraphopenaiclaudeagent-sdkTURION.AIhttps://turion.ai/blog/openai-vs-claude-agent-sdk-comparison-2026/https://turion.ai/blog/openai-vs-claude-agent-sdk-comparison-2026/OpenAI added sandboxes and subagents. Claude Agent SDK brings MCP, tool search, and streaming. We built with both — here's the verdict.Thu, 14 May 2026 06:00:00 GMTComparisonsaiagentscomparisonreviewopenaiclaudeagent-sdkTURION.AIhttps://turion.ai/blog/ai-agents-industry-benchmarks-2026/https://turion.ai/blog/ai-agents-industry-benchmarks-2026/Banking converts 58% of agent pilots to production. Government converts 29%. Here are the 2026 benchmarks by sector, function, and payback period.Wed, 13 May 2026 06:00:00 GMTIndustry Analysisaiagentsenterprisebenchmarksindustry-analysisadoptionTURION.AIhttps://turion.ai/blog/managing-ai-agents-at-scale-2026/https://turion.ai/blog/managing-ai-agents-at-scale-2026/The average Fortune 500 firm will run 150,000 agents by 2028. Only 13% have governance that can handle them. The bottleneck isn't engineering.Wed, 13 May 2026 06:00:00 GMTIndustry Analysisaiagentsenterprisegovernanceorganizational-designAndrius Putnahttps://turion.ai/blog/build-mcp-server-fastmcp-tutorial-2026/https://turion.ai/blog/build-mcp-server-fastmcp-tutorial-2026/Step-by-step tutorial: build an MCP server with FastMCP — exposing tools, resources, and streaming endpoints that Claude, Cursor, or any MCP host can call.Tue, 12 May 2026 06:00:00 GMTTutorialsaiagentstutorialmcppythonfastmcpTURION.AIhttps://turion.ai/blog/langgraph-state-checkpointing-resumable-agent-tutorial/https://turion.ai/blog/langgraph-state-checkpointing-resumable-agent-tutorial/Build a production-grade LangGraph agent with TypedDict state, SQLite checkpointing, and human-in-the-loop interrupts. Complete runnable code.Tue, 12 May 2026 06:00:00 GMTTutorialsaiagentstutoriallanggraphpersistencepythoncheckpointingTURION.AIhttps://turion.ai/blog/ai-agent-platform-updates-may-2026-week-2/https://turion.ai/blog/ai-agent-platform-updates-may-2026-week-2/GPT-5.5 Instant is ChatGPT's new default. AWS AgentCore Optimization previews, Gemini 3.1 Flash-Lite goes GA, Cloudflare ships Mesh.Mon, 11 May 2026 06:00:00 GMTIndustry AnalysisaiagentsnewsopenaiawsgooglecloudflareTURION.AIhttps://turion.ai/blog/ai-agent-platform-updates-may-2026-week-3/https://turion.ai/blog/ai-agent-platform-updates-may-2026-week-3/Microsoft patches RCE in Semantic Kernel, LangGraph ships 4.0.x, ADK for Java drops, and MCP Gateway 1.0 goes stable.Mon, 11 May 2026 06:00:00 GMTIndustry AnalysisaiagentsnewssecuritymicrosoftlanggraphgoogleTURION.AIhttps://turion.ai/blog/coding-agent-adoption-reality-check-2026/https://turion.ai/blog/coding-agent-adoption-reality-check-2026/84% of devs use AI coding tools. METR found experienced devs 19% slower. The adoption paradox, measured.Sun, 10 May 2026 06:00:00 GMTIndustry AnalysisaiagentscodingadoptionenterpriserecapTURION.AIhttps://turion.ai/blog/mid-2026-agent-infrastructure-reality-check/https://turion.ai/blog/mid-2026-agent-infrastructure-reality-check/79% of companies are adopting AI agents. Only 2% run them at scale. The bottleneck isn't models — it's the infrastructure underneath.Sun, 10 May 2026 06:00:00 GMTIndustry AnalysisaiagentsinfrastructureadoptionenterpriserecapTURION.AIhttps://turion.ai/blog/agent-durability-gap-infrastructure/https://turion.ai/blog/agent-durability-gap-infrastructure/Agents that work in demos fail in production. The gap isn't model quality — it's infrastructure. Durability, checkpointing, and recovery are the missing layers.Sat, 09 May 2026 06:00:00 GMTDeep DivesaiagentsinfrastructuredurabilitytemporallanggraphproductionTURION.AIhttps://turion.ai/blog/reasoning-models-agent-architecture-2026/https://turion.ai/blog/reasoning-models-agent-architecture-2026/How extended thinking, adaptive models, and test-time compute are replacing the ReAct loop. Concrete patterns, cost trade-offs, and when to skip reasoning entirely.Fri, 08 May 2026 06:00:00 GMTDeep Divesaiagentsdeep-divereasoning-modelsarchitecture2026TURION.AIhttps://turion.ai/blog/best-llm-for-ai-agents-2026/https://turion.ai/blog/best-llm-for-ai-agents-2026/Head-to-head: GPT-5.4, Claude Opus 4.6, Gemini 3.1 Pro. SWE-bench scores, BFCL results, browser benchmarks, pricing, and a clear verdict.Thu, 07 May 2026 06:00:00 GMTComparisonsaiagentscomparisonreviewllmTURION.AIhttps://turion.ai/blog/langgraph-vs-crewai-vs-autogen-comparison-2026/https://turion.ai/blog/langgraph-vs-crewai-vs-autogen-comparison-2026/Graph orchestration vs role-based teams vs Microsoft's new Agent Framework 1.0. Architecture, production readiness, and a clear verdict.Thu, 07 May 2026 06:00:00 GMTComparisonsaiagentscomparisonreviewlanggraphcrewaiautogenmulti-agentframeworksTURION.AIhttps://turion.ai/blog/ai-agents-manufacturing-supply-chain-2026/https://turion.ai/blog/ai-agents-manufacturing-supply-chain-2026/How agentic AI moves from decision support to autonomous execution in manufacturing and logistics. Real ROI and what breaks.Wed, 06 May 2026 06:00:00 GMTIndustry Analysisaiagentsenterprisemanufacturingsupply-chainagentic-aiBalys Kriksciunashttps://turion.ai/blog/enterprise-ai-agent-roi-reality-2026/https://turion.ai/blog/enterprise-ai-agent-roi-reality-2026/88% of agent pilots never reach production. Of those that do, 19% never pay back. Here is what the 2026 data says about real agent ROI.Wed, 06 May 2026 06:00:00 GMTIndustry Analysisaiagentsenterpriseroiindustry-analysisBalys Kriksciunashttps://turion.ai/blog/agent-evaluation-testing-2026/https://turion.ai/blog/agent-evaluation-testing-2026/Build an evaluation pipeline for AI agents with DeepEval and LangSmith, from setup to CI/CD.Tue, 05 May 2026 06:00:00 GMTTutorialsaiagentstutorialevaluationdeepevallangsmithtestingBalys Kriksciunashttps://turion.ai/blog/cisa-ai-agent-warnings-framework-cves-may-2026/https://turion.ai/blog/cisa-ai-agent-warnings-framework-cves-may-2026/CISA and NSA say agent deployments are over-privileged and under-monitored. We break down the signal from the noise.Mon, 04 May 2026 06:00:00 GMTIndustry AnalysisaiagentsnewssecuritygovernanceBalys Kriksciunashttps://turion.ai/blog/enterprise-platforms-go-agent-native/https://turion.ai/blog/enterprise-platforms-go-agent-native/Salesforce Headless 360, Okta's agent identity, Microsoft ADK 1.0, and Google Java ADK signal a structural shift.Mon, 04 May 2026 06:00:00 GMTIndustry AnalysisaiagentsnewsenterprisesalesforceoktaBalys Kriksciunashttps://turion.ai/blog/ai-agent-platform-updates-may-2026/https://turion.ai/blog/ai-agent-platform-updates-may-2026/OpenAI sandboxing, Anthropic Opus 4.7, Claude Code enterprise — what changed in May 2026 and which updates matter for your agent stack?Sun, 03 May 2026 06:00:00 GMTIndustry Analysisaiagentsrecapindustry-analysisopenaianthropicAndrius Putnahttps://turion.ai/blog/what-april-ai-agent-launches-mean-2026/https://turion.ai/blog/what-april-ai-agent-launches-mean-2026/April 2026: OpenAI, Google, and Anthropic shipped major agent updates. The data shows why the pilot-to-production gap persists — and what actually ships.Sun, 03 May 2026 06:00:00 GMTIndustry Analysisaiagentsrecapenterpriseindustry-analysisplatform-updatesBalys Kriksciunashttps://turion.ai/blog/ai-agent-protocol-stack-2026/https://turion.ai/blog/ai-agent-protocol-stack-2026/How MCP, A2A, and ACP converge into a two-layer protocol stack for production agents — and what it means for your architecture in 2026.Sat, 02 May 2026 06:00:00 GMTDeep Divesaiagentsinfrastructureprotocolsmcpa2ainteroperabilityAndrius Putnahttps://turion.ai/blog/perplexity-ai-deep-research-comet-infrastructure-2026/https://turion.ai/blog/perplexity-ai-deep-research-comet-infrastructure-2026/Perplexity's Deep Research API and Comet browser turn ad-hoc search into programmable research infrastructure. Here's what changed and why it matters.Sat, 02 May 2026 06:00:00 GMTDeep DivesaiagentsinfrastructureresearchperplexityapiBalys Kriksciunashttps://turion.ai/blog/ai-agent-governance-deep-dive-2026/https://turion.ai/blog/ai-agent-governance-deep-dive-2026/Traditional AI governance fails runtime agents. We build a six-layer architecture covering policy enforcement, audit trails, and kill switches.Fri, 01 May 2026 16:00:00 GMTDeep Divesaiagentsdeep-divegovernancesecurityenterprisearchitectureBalys Kriksciunashttps://turion.ai/blog/complete-guide-ai-agent-frameworks-2026/https://turion.ai/blog/complete-guide-ai-agent-frameworks-2026/OpenAI Agents SDK, Claude Agent SDK, LangGraph, CrewAI compared — with benchmarks and a decision framework for your AI stack.Fri, 01 May 2026 06:00:00 GMTDeep Divesaiagentsframeworksdeep-divelanggraphcrewaiautogenlangchainopenaiAndrius Putnahttps://turion.ai/blog/langchain-vs-llamaindex-vs-semantic-kernel-2026/https://turion.ai/blog/langchain-vs-llamaindex-vs-semantic-kernel-2026/The 2026 showdown: LangChain's agent-first evolution, LlamaIndex's data pipeline dominance, and Semantic Kernel's absorption into Microsoft Agent Framework 1.0. Which wins?Thu, 30 Apr 2026 06:00:00 GMTComparisonsaiagentslangchainllamaindexsemantic-kernelmicrosoft-agent-frameworkcomparisonreviewframeworksBalys Kriksciunashttps://turion.ai/blog/vllm-vs-sglang-inference-comparison-2026/https://turion.ai/blog/vllm-vs-sglang-inference-comparison-2026/We've deployed both at scale. Here's what the benchmarks actually show, where RadixAttention beats PagedAttention, and which engine to pick for your workload.Thu, 30 Apr 2026 06:00:00 GMTComparisonsaiinfrastructurevllmsglangcomparisoninferencegpuradixattentionpagedattentionBalys Kriksciunashttps://turion.ai/blog/answer-engine-optimization-guide/https://turion.ai/blog/answer-engine-optimization-guide/Perplexity, ChatGPT, Gemini, AI Overviews — how to structure content so AI engines cite your brand. AEO strategies for engineers.Wed, 29 Apr 2026 06:00:00 GMTIndustry Analysisaiagentsenterpriseseoanswer-engineperplexitysearchAndrius Putnahttps://turion.ai/blog/enterprise-ai-agent-tco-2026/https://turion.ai/blog/enterprise-ai-agent-tco-2026/API bills are 15% of the total. The rest is integration, governance, and infrastructure. A TCO breakdown we've seen play out across dozens of deployments.Wed, 29 Apr 2026 06:00:00 GMTIndustry Analysisaiagentsenterprisedeploymentcost-analysisBalys Kriksciunashttps://turion.ai/blog/building-retail-ai-agent-langgraph/https://turion.ai/blog/building-retail-ai-agent-langgraph/Step-by-step LangGraph tutorial building a retail AI agent with StateGraph, tool-calling nodes for inventory lookup, order processing, and returns.Tue, 28 Apr 2026 06:00:00 GMTTutorialsaiagentstutoriallanggraphretailpythonBalys Kriksciunashttps://turion.ai/blog/langgraph-human-in-the-loop-interrupt-tutorial/https://turion.ai/blog/langgraph-human-in-the-loop-interrupt-tutorial/from langgraph.types import interrupt — build human-in-the-loop approval workflows in LangGraph. Step-by-step with approve, reject, and edit patterns.Tue, 28 Apr 2026 06:00:00 GMTTutorialsaiagentslanggraphtutorialpythonhuman-in-the-loopBalys Kriksciunashttps://turion.ai/blog/ai-agent-platform-updates-april-2026/https://turion.ai/blog/ai-agent-platform-updates-april-2026/Google Cloud Next, GPT-5.5, Copilot Agent Mode GA, Snowflake Cortex Agents — April 2026 AI agent platform news and what it means for developers.Mon, 27 Apr 2026 06:00:00 GMTIndustry Analysisaiagentsnewsgoogleopenaimicrosoftsnowflakeindustry-analysisAndrius Putnahttps://turion.ai/blog/agent-governance-toolkit-security-2026/https://turion.ai/blog/agent-governance-toolkit-security-2026/Microsoft, Google, and Okta shipped agent governance tooling this month. We reviewed the landscape for builders facing the 88% pilot failure rate.Mon, 27 Apr 2026 00:00:00 GMTIndustry AnalysisaiagentsnewsgovernancesecurityobservabilityenterpriseBalys Kriksciunashttps://turion.ai/blog/google-ai-studio-2026-features-guide/https://turion.ai/blog/google-ai-studio-2026-features-guide/All available Gemini models: Gemini 3.1 Pro, 2.5 Flash, Flash-Lite, 2.0 Pro, Imagen 3. Free tier limits, pricing, and when to use the paid API.Sun, 26 Apr 2026 06:00:00 GMTIndustry Analysisaigooglegeminiai-studiomodelsfree-tierdeveloper-toolsindustry-analysisBalys Kriksciunashttps://turion.ai/blog/langsmith-vs-langfuse-vs-arize-phoenix/https://turion.ai/blog/langsmith-vs-langfuse-vs-arize-phoenix/We've run all three in production. Here's a clear comparison of LangSmith, Langfuse, and Arize Phoenix — pricing, strengths, and which one to pick for your stack.Sun, 26 Apr 2026 06:00:00 GMTIndustry Analysisaiagentsobservabilitylangsmithlangfusearize-phoenixllm-opsinfrastructurerecapBalys Kriksciunashttps://turion.ai/blog/state-of-ai-infrastructure-2026/https://turion.ai/blog/state-of-ai-infrastructure-2026/A mid-2026 ground-truth report: B200 reality, SGLang's $400M spinout, agent infra going mainstream, and the three patterns dominating production.Sat, 25 Apr 2026 06:00:00 GMTDeep Divesaiinfrastructurestate-of-industry2026analysistrendsgpuagentsBalys Kriksciunashttps://turion.ai/blog/framework-deep-dive-openai-agents-sdk/https://turion.ai/blog/framework-deep-dive-openai-agents-sdk/Hands-on deep dive into OpenAI Agents SDK architecture: agents, handoffs, guardrails, sandbox execution, and production patterns.Fri, 24 Apr 2026 06:00:00 GMTDeep Divesaiagentsdeep-diveopenaiframeworkproductionAndrius Putnahttps://turion.ai/blog/model-context-protocol-complete-guide/https://turion.ai/blog/model-context-protocol-complete-guide/How MCP standardizes tool and context access for AI agents with code examples, architecture patterns, production lessons, and security.Fri, 24 Apr 2026 06:00:00 GMTDeep Divesaiagentsmcpdeep-diveinfrastructureprotocolsAndrius Putnahttps://turion.ai/blog/cursor-vs-claude-code-comparison/https://turion.ai/blog/cursor-vs-claude-code-comparison/IDE-native AI vs autonomous terminal agent. Head-to-head on autocomplete, multi-file ops, pricing, and SWE-bench scores. Clear verdict included.Thu, 23 Apr 2026 06:00:00 GMTComparisonsaiagentscomparisonreviewcursorclaude-codecoding-agentsAndrius Putnahttps://turion.ai/blog/ai-browser-agents-comparison-2026/https://turion.ai/blog/ai-browser-agents-comparison-2026/Operator, Comet, Computer Use, Nova Act, Island — head-to-head on benchmarks, enterprise controls, and where each AI browser agent breaks.Wed, 22 Apr 2026 09:00:00 GMTIndustry Analysisaiagentsenterprisebrowser-agentsautomationcomputer-useoperatorcometAndrius Putnahttps://turion.ai/blog/state-of-ai-agents-enterprise-adoption-2026/https://turion.ai/blog/state-of-ai-agents-enterprise-adoption-2026/51% of enterprises run AI agents in production. 88% of projects never get there. The 2026 ROI numbers and what separates deployments that scale.Wed, 22 Apr 2026 06:00:00 GMTIndustry Analysisaiagentsenterpriseadoptionindustry-analysisagentic-aiAndrius Putnahttps://turion.ai/blog/building-ai-platform-team-roles-tools/https://turion.ai/blog/building-ai-platform-team-roles-tools/AI platform engineering is a distinct discipline from ML ops and generic platform engineering. A practical guide to scoping, staffing, and operating an AI platform team — from first hire to org-wide enablement.Mon, 20 Apr 2026 06:00:00 GMTInfrastructureaiinfrastructureplatform-engineeringteamhiringorgml-opsBalys Kriksciunashttps://turion.ai/blog/gpu-finops-reducing-compute-bill/https://turion.ai/blog/gpu-finops-reducing-compute-bill/When GPU spend crosses $500k/month, informal cost discipline stops working. A FinOps playbook for large AI compute bills — attribution, commitments, workload placement, and the structural changes that matter.Tue, 14 Apr 2026 06:00:00 GMTInfrastructureaiinfrastructurefinopsgpucostcomputecommitmentsoptimizationBalys Kriksciunashttps://turion.ai/blog/disaggregated-inference-prefill-decode/https://turion.ai/blog/disaggregated-inference-prefill-decode/Prefill is compute-bound; decode is memory-bound. Disaggregating them across separate GPUs yields 30–50% throughput wins in production.Tue, 07 Apr 2026 06:00:00 GMTInfrastructureaiinfrastructureinferencedisaggregationprefilldecodevllmsglangBalys Kriksciunashttps://turion.ai/blog/multi-agent-orchestration-infrastructure-production/https://turion.ai/blog/multi-agent-orchestration-infrastructure-production/Multi-agent systems are harder to operate than single agents by roughly the order of their agent count. Hard-won lessons from production deployments — coordination, state, cost, and failure handling.Tue, 31 Mar 2026 06:00:00 GMTInfrastructureaiinfrastructuremulti-agentorchestrationcrewaiautogenlanggraphmcpBalys Kriksciunashttps://turion.ai/blog/context-engineering-storage-retrieval-memory-stack/https://turion.ai/blog/context-engineering-storage-retrieval-memory-stack/Agents need more than a vector database. A tour of the memory stack production agents actually use — working, short-term, long-term, semantic, episodic — and the infrastructure behind each.Tue, 17 Mar 2026 07:00:00 GMTInfrastructureaiinfrastructurecontext-engineeringmemoryragagentsvector-databaseBalys Kriksciunashttps://turion.ai/blog/agent-infrastructure-whats-different-from-llm-serving/https://turion.ai/blog/agent-infrastructure-whats-different-from-llm-serving/Serving agents isn't the same as serving LLMs. Different concurrency models, different observability, different failure modes. A tour of what production agent infrastructure actually looks like.Tue, 03 Mar 2026 07:00:00 GMTInfrastructureaiinfrastructureagentsorchestrationmcplanggraphproductionBalys Kriksciunashttps://turion.ai/blog/inference-at-edge-llms-consumer-gpus/https://turion.ai/blog/inference-at-edge-llms-consumer-gpus/Small models on laptops and phones went from a demo to a product category in 2025. The infrastructure patterns, runtimes, and deployment tradeoffs for edge LLM inference in 2026.Wed, 18 Feb 2026 07:00:00 GMTInfrastructureaiinfrastructureedge-aion-deviceconsumer-gpuollamamlxllama-cppBalys Kriksciunashttps://turion.ai/blog/running-sovereign-ai-eu-india-playbooks/https://turion.ai/blog/running-sovereign-ai-eu-india-playbooks/Data-sovereign AI is no longer optional in regulated jurisdictions. The practical playbooks for deploying inference and agent infrastructure inside EU and Indian data borders in 2026.Wed, 04 Feb 2026 07:00:00 GMTInfrastructureaiinfrastructuresovereigntyeu-ai-actindiacompliancegovernancedeploymentBalys Kriksciunashttps://turion.ai/blog/mi300x-vs-h100-amd-bet-on-inference/https://turion.ai/blog/mi300x-vs-h100-amd-bet-on-inference/AMD's MI300X turned from curiosity to production option during 2024–2025. Where AMD wins, where NVIDIA still leads, and how to integrate MI300X into a mixed fleet.Wed, 21 Jan 2026 07:00:00 GMTInfrastructureaiinfrastructuregpuamdmi300xnvidiah100rocmhardwareBalys Kriksciunashttps://turion.ai/blog/perplexity-ai-complete-guide/https://turion.ai/blog/perplexity-ai-complete-guide/Pro plan, Deep Research, Comet browser, real-time search, API. Everything Perplexity ships in 2026, plus how it compares to ChatGPT and Gemini.Wed, 14 Jan 2026 07:00:00 GMTAI ToolsaiperplexitysearchresearchtoolsllmapiAndrius Putnahttps://turion.ai/blog/google-ai-tools-2026-complete-guide/https://turion.ai/blog/google-ai-tools-2026-complete-guide/Google's AI toolkit in 2026: Stitch (UI design), Opal (apps), NotebookLM, Gemini Canvas, and more. Features, pricing, and use cases.Thu, 08 Jan 2026 07:00:00 GMTAI Toolsaigoogletoolsgemininotebooklmdesignno-codedocumentationAndrius Putnahttps://turion.ai/blog/ai-infrastructure-stack-2026-edition/https://turion.ai/blog/ai-infrastructure-stack-2026-edition/A refreshed view of the production AI stack at the start of 2026 — what changed since 2024, what's consolidating, and where the next round of innovation is landing.Wed, 07 Jan 2026 07:00:00 GMTInfrastructureaiinfrastructurestate-of-industryanalysistrendsstackBalys Kriksciunashttps://turion.ai/blog/claude-code-multi-agents-subagents-guide/https://turion.ai/blog/claude-code-multi-agents-subagents-guide/Run parallel subagents in Claude Code with the Task tool. Multi-agent orchestration patterns, tool permissions, and real workflows that ship.Mon, 22 Dec 2025 07:00:00 GMTTutorialsaiagentsclaude-codemulti-agentsubagentsorchestrationtask-toolparallelAndrius Putnahttps://turion.ai/blog/nvidia-b200-vs-h100-should-you-upgrade/https://turion.ai/blog/nvidia-b200-vs-h100-should-you-upgrade/Blackwell's B200 is shipping at scale. Benchmarks, cost deltas, FP4 economics, and when it's worth the capex vs sticking with your H100 fleet for another year.Tue, 18 Nov 2025 07:00:00 GMTInfrastructureaiinfrastructuregpunvidiab200h100blackwellhardwareBalys Kriksciunashttps://turion.ai/blog/model-evals-production-regression-testing/https://turion.ai/blog/model-evals-production-regression-testing/If you ship prompt changes without regression tests, you're flying blind. A practical guide to building eval pipelines that catch quality regressions before users do.Thu, 02 Oct 2025 06:00:00 GMTInfrastructureaiinfrastructureevalstestingllm-qualitypromptsci-cdBalys Kriksciunashttps://turion.ai/blog/lora-qlora-peft-finetuning-infrastructure/https://turion.ai/blog/lora-qlora-peft-finetuning-infrastructure/Parameter-efficient fine-tuning makes custom models affordable. A deep dive on LoRA, QLoRA, and DoRA — hardware sizing, training recipes, and the serving side most guides ignore.Mon, 08 Sep 2025 06:00:00 GMTInfrastructureaiinfrastructureloraqlorapeftfine-tuningtrainingadaptersBalys Kriksciunashttps://turion.ai/blog/securing-rag-pipelines-prompt-injection/https://turion.ai/blog/securing-rag-pipelines-prompt-injection/Classic prompt injection targets the user input. Indirect prompt injection — through retrieved documents, scraped content, or tool output — is the bigger threat for RAG. How to defend.Tue, 12 Aug 2025 06:00:00 GMTInfrastructureaiinfrastructuresecurityragprompt-injectionllm-securityagentsBalys Kriksciunashttps://turion.ai/blog/terminal-ai-code-consoles/https://turion.ai/blog/terminal-ai-code-consoles/A comprehensive guide to major Terminal User Interface (TUI) AI coding assistants: Claude Code, Gemini Code, and OpenAI CodexWed, 06 Aug 2025 07:30:00 GMTAI ToolsaicliterminalcodingdevelopmentAndrius Putnahttps://turion.ai/blog/hybrid-search-production-bm25-dense-retrieval/https://turion.ai/blog/hybrid-search-production-bm25-dense-retrieval/BM25 + dense retrieval outperforms either alone. Production-ready hybrid search with postgres, reranking, and when to use each approach.Mon, 21 Jul 2025 06:00:00 GMTInfrastructureaiinfrastructurehybrid-searchbm25ragrerankerretrievalvector-databaseBalys Kriksciunashttps://turion.ai/blog/ray-serve-vs-kubernetes-model-serving/https://turion.ai/blog/ray-serve-vs-kubernetes-model-serving/Ray Serve and Kubernetes solve overlapping problems for ML serving but make different tradeoffs. When Ray's dev ergonomics earn their keep, when raw Kubernetes wins, and how to combine them.Mon, 30 Jun 2025 06:00:00 GMTInfrastructureaiinfrastructurerayray-servekubernetesmodel-servingorchestrationBalys Kriksciunashttps://turion.ai/blog/ai-finops-tracking-token-spend/https://turion.ai/blog/ai-finops-tracking-token-spend/LLM bills grew from invisible to huge in the span of a year. A complete FinOps playbook for AI workloads: attribution, budgets, alerting, and the reports finance actually wants.Mon, 09 Jun 2025 06:00:00 GMTInfrastructureaiinfrastructurefinopscosttokensbudgetattributiongovernanceBalys Kriksciunashttps://turion.ai/blog/kv-cache-optimization-techniques-llm-serving/https://turion.ai/blog/kv-cache-optimization-techniques-llm-serving/KV cache dominates memory and cost in LLM serving. Paged, compressed, offloaded, and shared — serve 2–4x more concurrent requests.Mon, 19 May 2025 06:00:00 GMTInfrastructureaiinfrastructurekv-cacheinferencevllmmemoryllm-servingBalys Kriksciunashttps://turion.ai/blog/speculative-decoding-production-llms/https://turion.ai/blog/speculative-decoding-production-llms/Speculative decoding uses a small 'draft' model to propose multiple tokens that a larger model verifies in parallel, cutting inference latency 2–3x. A practical guide to production deployment.Mon, 28 Apr 2025 06:00:00 GMTInfrastructureaiinfrastructurespeculative-decodinginferencelatencyllm-servingvllmBalys Kriksciunashttps://turion.ai/blog/llm-gateway-patterns-litellm-portkey-kong/https://turion.ai/blog/llm-gateway-patterns-litellm-portkey-kong/LiteLLM vs Portkey vs Kong AI Gateway — retries, fallback, cost attribution, and PII controls. When to use each in a production AI stack.Mon, 14 Apr 2025 06:00:00 GMTInfrastructureaiinfrastructurellm-gatewaylitellmportkeykong-aiproxyobservabilityBalys Kriksciunashttps://turion.ai/blog/fp8-quantization-serving-llms-half-cost/https://turion.ai/blog/fp8-quantization-serving-llms-half-cost/FP8 quantization on H100 doubles LLM inference throughput with minimal quality loss. Practical guide to FP8, AWQ, GPTQ, and when to use each.Mon, 24 Mar 2025 07:00:00 GMTInfrastructureaiinfrastructurefp8quantizationawqgptqinferenceh100Balys Kriksciunashttps://turion.ai/blog/pgvector-at-scale-when-postgres-is-enough/https://turion.ai/blog/pgvector-at-scale-when-postgres-is-enough/pgvector gets faster every release and now handles workloads that used to require a dedicated vector database. When to stick with Postgres, when to graduate, and how to tune either way.Mon, 10 Mar 2025 07:00:00 GMTInfrastructureaiinfrastructurepgvectorpostgresvector-databaseragembeddingsBalys Kriksciunashttps://turion.ai/blog/vllm-vs-tgi-vs-triton-benchmarks/https://turion.ai/blog/vllm-vs-tgi-vs-triton-benchmarks/The three dominant LLM inference servers compared head-to-head on throughput, latency, features, and operational complexity. Benchmarks on H100, A100, and L40S — and which one to pick when.Tue, 18 Feb 2025 07:00:00 GMTInfrastructureaiinfrastructurevllmtgitritontensorrt-llmbenchmarkinferenceBalys Kriksciunashttps://turion.ai/blog/multi-cloud-gpu-strategy-avoiding-lockin/https://turion.ai/blog/multi-cloud-gpu-strategy-avoiding-lockin/Running GPU workloads on a single cloud leaves money and resilience on the table. A practical multi-cloud pattern for AI workloads — when it's worth the complexity and when it isn't.Mon, 03 Feb 2025 07:00:00 GMTInfrastructureaiinfrastructuremulti-cloudgpulockincoreweaveawsresilienceBalys Kriksciunashttps://turion.ai/blog/state-of-ai-infrastructure-2025/https://turion.ai/blog/state-of-ai-infrastructure-2025/A ground-truth report on where AI infrastructure stands at the start of 2025 — GPU availability, inference pricing, the neocloud wars, and the architecture patterns winning in production.Mon, 20 Jan 2025 07:00:00 GMTInfrastructureaiinfrastructurestate-of-industry2025analysistrendsBalys Kriksciunashttps://turion.ai/blog/ai-agents-weekly-news-dec-2024-week-4/https://turion.ai/blog/ai-agents-weekly-news-dec-2024-week-4/Our final roundup of 2024 reflects on a transformative year for AI agents, covering major framework maturation, enterprise breakthroughs, and what's ahead for 2025Mon, 06 Jan 2025 07:00:00 GMTNewsaiagentsnewsretrospective20242025enterpriseframeworksAndrius Putnahttps://turion.ai/blog/agent-evaluation-testing-strategies/https://turion.ai/blog/agent-evaluation-testing-strategies/A comprehensive guide to testing and evaluating AI agents covering essential metrics, benchmark frameworks, quality assurance approaches, and practical strategies for building reliable agent systemsThu, 02 Jan 2025 07:00:00 GMTDeep Divesaiagentstestingevaluationmetricsbenchmarksquality-assurancemlopsAndrius Putnahttps://turion.ai/blog/semantic-kernel-vs-langchain-comparison/https://turion.ai/blog/semantic-kernel-vs-langchain-comparison/Semantic Kernel vs LangChain for enterprise AI agents — architecture, integration patterns, .NET vs Python tradeoffs, and when to pick each.Thu, 02 Jan 2025 07:00:00 GMTComparisonsaiagentssemantic-kernellangchainmicrosoftcomparisonenterprisepythondotnetAndrius Putnahttps://turion.ai/blog/multi-agent-collaboration-patterns/https://turion.ai/blog/multi-agent-collaboration-patterns/An architectural deep dive into how multiple AI agents work together, exploring hierarchical command structures, peer-to-peer collaboration, and hybrid approaches—with practical guidance on choosing the right pattern for your systemTue, 31 Dec 2024 07:00:00 GMTDeep Divesaiagentsmulti-agentarchitecturecollaborationorchestrationpatternsAndrius Putnahttps://turion.ai/blog/ai-agents-fintech-transformation/https://turion.ai/blog/ai-agents-fintech-transformation/An industry analysis of how AI agents are revolutionizing financial services through intelligent fraud detection, automated trading strategies, enhanced customer service, and streamlined compliance operationsMon, 30 Dec 2024 07:00:00 GMTIndustryaiagentsfintechfraud-detectiontradingcomplianceautomationAndrius Putnahttps://turion.ai/blog/ai-agents-weekly-news-dec-2024-week-3/https://turion.ai/blog/ai-agents-weekly-news-dec-2024-week-3/This week's roundup covers the growing MCP ecosystem, Microsoft's agent orchestration updates, and new open source tools for agent developmentMon, 30 Dec 2024 07:00:00 GMTNewsaiagentsnewsmcpmicrosoftorchestrationopen-sourceAndrius Putnahttps://turion.ai/blog/openai-assistants-vs-claude-mcp-comparison/https://turion.ai/blog/openai-assistants-vs-claude-mcp-comparison/A comprehensive comparison of OpenAI's Assistants API and Anthropic's Model Context Protocol (MCP) for building AI agents, covering architecture, integration patterns, and when to use each approachMon, 30 Dec 2024 07:00:00 GMTComparisonsaiagentsopenaiclaudemcpassistants-apicomparisonanthropicAndrius Putnahttps://turion.ai/blog/deploying-ai-agents-production-guide/https://turion.ai/blog/deploying-ai-agents-production-guide/Learn how to deploy AI agents to production with confidence covering scaling strategies, monitoring best practices, error handling patterns, and cost optimization techniquesSat, 28 Dec 2024 07:00:00 GMTTutorialsaiagentsproductiondeploymentmonitoringscalingdevopstutorialAndrius Putnahttps://turion.ai/blog/ai-agents-healthcare-applications/https://turion.ai/blog/ai-agents-healthcare-applications/An industry analysis of how AI agents are transforming healthcare through clinical decision support systems, patient engagement platforms, and administrative automation, with real-world implementation insightsFri, 27 Dec 2024 07:00:00 GMTIndustryaiagentshealthcareclinical-decision-supportpatient-engagementautomationAndrius Putnahttps://turion.ai/blog/creating-custom-tools-for-langchain-agents/https://turion.ai/blog/creating-custom-tools-for-langchain-agents/from langchain.tools import tool — build custom LangChain agent tools with the @tool decorator. Type hints, docstrings, async, error patterns.Fri, 27 Dec 2024 07:00:00 GMTTutorialsaiagentslangchaintoolstutorialpythonapi-integrationAndrius Putnahttps://turion.ai/blog/understanding-agent-memory-systems/https://turion.ai/blog/understanding-agent-memory-systems/A technical deep dive into how AI agents handle memory, exploring the architecture behind short-term context, long-term knowledge storage, and episodic recall—with implementation patterns for building memory-aware agentsFri, 27 Dec 2024 07:00:00 GMTDeep Divesaiagentsmemoryarchitecturelangchaincontext-windowvector-databasecognitive-architectureAndrius Putnahttps://turion.ai/blog/langchain-vs-llamaindex-agents-comparison/https://turion.ai/blog/langchain-vs-llamaindex-agents-comparison/A comprehensive comparison of LangChain and LlamaIndex for AI agent development, covering architecture, data handling, agent capabilities, and when to use each frameworkThu, 26 Dec 2024 07:00:00 GMTComparisonsaiagentslangchainllamaindexcomparisonframeworksragpythonAndrius Putnahttps://turion.ai/blog/ai-agents-customer-service-revolution/https://turion.ai/blog/ai-agents-customer-service-revolution/An industry analysis of AI agents transforming customer support, featuring case studies from Klarna, Intercom, and other companies deploying agentic AI in production environmentsWed, 25 Dec 2024 07:00:00 GMTIndustryaiagentscustomer-serviceenterpriseautomationcase-studiesAndrius Putnahttps://turion.ai/blog/building-rag-agent-with-langchain/https://turion.ai/blog/building-rag-agent-with-langchain/Build a Retrieval-Augmented Generation agent with LangChain in Python. Embeddings, vector store, retriever, and answer generation with full code.Tue, 24 Dec 2024 07:00:00 GMTTutorialsaiagentslangchainragtutorialpythonvector-databaseAndrius Putnahttps://turion.ai/blog/future-of-autonomous-coding-agents/https://turion.ai/blog/future-of-autonomous-coding-agents/A deep dive into the trajectory of autonomous coding agents, examining how tools like Devin, OpenHands, and Claude Code are reshaping software development and what lies aheadTue, 24 Dec 2024 07:00:00 GMTDeep Divesaiagentscodingdevinopenhandsclaude-codeautonomoussoftware-developmentAndrius Putnahttps://turion.ai/blog/ai-agents-weekly-news-dec-2024-week-2/https://turion.ai/blog/ai-agents-weekly-news-dec-2024-week-2/This week's roundup covers Google's Gemini agent capabilities, Anthropic's agent safety research, and notable open source framework updatesMon, 23 Dec 2024 07:00:00 GMTNewsaiagentsnewsgeminianthropicsafetyproductionAndrius Putnahttps://turion.ai/blog/autogen-vs-crewai-multi-agent-comparison/https://turion.ai/blog/autogen-vs-crewai-multi-agent-comparison/AutoGen vs CrewAI: head-to-head on architecture, ease of use, and use cases for multi-agent systems. Pick the right framework.Mon, 23 Dec 2024 07:00:00 GMTComparisonsaiagentsautogencrewaimulti-agentcomparisonframeworksAndrius Putnahttps://turion.ai/blog/state-of-ai-agents-enterprise-adoption-2024/https://turion.ai/blog/state-of-ai-agents-enterprise-adoption-2024/An analysis of how enterprises are deploying AI agents, the use cases driving adoption, and the challenges organizations face when scaling agentic AI systemsSun, 22 Dec 2024 07:00:00 GMTIndustryaiagentsenterpriseadoptionindustry-analysisautomationAndrius Putnahttps://turion.ai/blog/build-your-first-ai-agent-with-langgraph/https://turion.ai/blog/build-your-first-ai-agent-with-langgraph/Step-by-step LangGraph tutorial. Build your first Python AI agent with StateGraph nodes, edges, and tool calls. Complete runnable code included.Sat, 21 Dec 2024 07:00:00 GMTTutorialsaiagentslanggraphtutorialpythonbeginnersAndrius Putnahttps://turion.ai/blog/framework-deep-dive-crewai/https://turion.ai/blog/framework-deep-dive-crewai/An in-depth exploration of CrewAI's role-based architecture, crew orchestration patterns, task delegation, and production best practices for building collaborative AI agent teamsFri, 20 Dec 2024 15:00:00 GMTTutorialsaiagentscrewaipythonframeworktutorialdeep-divemulti-agentAndrius Putnahttps://turion.ai/blog/building-production-ai-agents-complete-guide/https://turion.ai/blog/building-production-ai-agents-complete-guide/A comprehensive 2500+ word end-to-end guide covering everything you need to take AI agents from experimental prototypes to reliable production systems, including architecture patterns, reliability engineering, monitoring, and scaling strategiesFri, 20 Dec 2024 14:00:00 GMTGuidesaiagentsproductiondeploymentinfrastructurereliabilitymonitoringscalingmlopsguideAndrius Putnahttps://turion.ai/blog/coding-agent-deep-dive-qwen-code/https://turion.ai/blog/coding-agent-deep-dive-qwen-code/Qwen Code from Alibaba: open-source terminal coding agent built on Qwen3-Coder models. Architecture, model lineup, install, and where it fits.Fri, 20 Dec 2024 14:00:00 GMTCoding Agentsaiagentscodingqwenalibabacliopen-sourceAndrius Putnahttps://turion.ai/blog/coding-agent-deep-dive-opencode/https://turion.ai/blog/coding-agent-deep-dive-opencode/Discover OpenCode, the open-source AI agent that helps you write code in your terminal, IDE, or desktop with full transparency and flexibilityFri, 20 Dec 2024 13:00:00 GMTCoding Agentsaiagentscodingopencodeopen-sourceterminalsstAndrius Putnahttps://turion.ai/blog/ai-agents-glossary-terminology/https://turion.ai/blog/ai-agents-glossary-terminology/Essential AI agent terminology and concepts — from ReAct and chain-of-thought to tool calling and multi-agent architectures. Clear definitions for developers and practitioners.Fri, 20 Dec 2024 12:00:00 GMTGuidesaiagentsglossaryterminologyconceptsreferenceguidellmmachine-learningAndrius Putnahttps://turion.ai/blog/coding-agent-deep-dive-openai-codex/https://turion.ai/blog/coding-agent-deep-dive-openai-codex/OpenAI Codex CLI deep dive: open-source terminal coding agent with offline mode, model providers, sandbox modes, and real production patterns.Fri, 20 Dec 2024 12:00:00 GMTCoding AgentsaiagentscodingopenaicodexcliterminalAndrius Putnahttps://turion.ai/blog/framework-deep-dive-autogen/https://turion.ai/blog/framework-deep-dive-autogen/An in-depth exploration of Microsoft's AutoGen framework, its conversation-based multi-agent architecture, team patterns, and production best practicesFri, 20 Dec 2024 12:00:00 GMTTutorialsaiagentsautogenmicrosoftpythonframeworktutorialdeep-divemulti-agentAndrius Putnahttps://turion.ai/blog/coding-agent-deep-dive-openhands/https://turion.ai/blog/coding-agent-deep-dive-openhands/A deep dive into OpenHands (formerly OpenDevin), the open-source autonomous coding agent that can do anything a human developer can—from writing code to browsing the webFri, 20 Dec 2024 11:00:00 GMTCoding Agentsaiagentscodingopenhandsopen-sourceautonomousdevinAndrius Putnahttps://turion.ai/blog/coding-agent-deep-dive-gemini-cli/https://turion.ai/blog/coding-agent-deep-dive-gemini-cli/An exploration of Gemini CLI, Google's terminal-based AI coding assistant that brings Gemini's multimodal capabilities to your development workflowFri, 20 Dec 2024 10:00:00 GMTCoding AgentsaiagentscodinggeminigooglecliterminalAndrius Putnahttps://turion.ai/blog/coding-agent-deep-dive-github-copilot/https://turion.ai/blog/coding-agent-deep-dive-github-copilot/GitHub Copilot brings AI code completion and Copilot Chat to VS Code, JetBrains, and Neovim. Plans, model picks, agent mode, and IDE controls.Fri, 20 Dec 2024 09:00:00 GMTCoding AgentsaiagentscodingcopilotmicrosoftgithubideAndrius Putnahttps://turion.ai/blog/framework-deep-dive-langchain/https://turion.ai/blog/framework-deep-dive-langchain/An in-depth exploration of LangChain's architecture, components, and best practices for building production-ready AI agentsFri, 20 Dec 2024 09:00:00 GMTTutorialsaiagentslangchainpythonframeworktutorialdeep-diveAndrius Putnahttps://turion.ai/blog/coding-agent-deep-dive-claude-code/https://turion.ai/blog/coding-agent-deep-dive-claude-code/An in-depth look at Claude Code, Anthropic's terminal-based AI coding agent that brings Claude's reasoning capabilities directly into your development workflowFri, 20 Dec 2024 08:00:00 GMTCoding AgentsaiagentscodingclaudeanthropicterminalmcpAndrius Putnahttps://turion.ai/blog/ai-agents-weekly-news-dec-2024/https://turion.ai/blog/ai-agents-weekly-news-dec-2024/This week's roundup covers major developments including Claude's MCP protocol expansion, OpenAI's Agents SDK launch, and LangGraph's latest featuresFri, 20 Dec 2024 07:00:00 GMTNewsaiagentsnewsmcpopenailanggraphframeworksAndrius Putnahttps://turion.ai/blog/coding-agent-deep-dive-aider/https://turion.ai/blog/coding-agent-deep-dive-aider/Aider is the open-source AI pair programmer for the terminal. Multi-LLM support, git-aware edits, repo-map context, and a hands-on quickstart.Fri, 20 Dec 2024 07:00:00 GMTCoding Agentsaiagentscodingaiderpair-programmingterminalopen-sourceAndrius Putnahttps://turion.ai/blog/complete-guide-ai-agent-frameworks-2024/https://turion.ai/blog/complete-guide-ai-agent-frameworks-2024/A comprehensive 3000+ word guide covering all major AI agent frameworks, their architectures, strengths, use cases, and how to choose the right one for your projectFri, 20 Dec 2024 07:00:00 GMTGuidesaiagentsframeworkslangchainautogencrewailanggraphllamaindexguidepythonAndrius Putnahttps://turion.ai/blog/self-hosting-llama-3-production/https://turion.ai/blog/self-hosting-llama-3-production/Running Llama 3 in production takes more than docker run. A complete guide: weight distribution, quantization, serving topology, autoscaling, evals, and cost comparisons vs the major API providers.Tue, 17 Dec 2024 08:00:00 GMTInfrastructureaiinfrastructurellamaself-hostinginferencevllmproductiondeploymentBalys Kriksciunashttps://turion.ai/blog/tracing-llm-applications-opentelemetry/https://turion.ai/blog/tracing-llm-applications-opentelemetry/OpenTelemetry's GenAI semantic conventions let you trace LLM applications with the same standards as the rest of your stack. A practical guide to instrumenting agents, tool calls, and retrieval with OTel.Thu, 28 Nov 2024 08:00:00 GMTInfrastructureaiinfrastructureobservabilityopentelemetrytracingllmmonitoringlangfuseBalys Kriksciunashttps://turion.ai/blog/gpu-clouds-compared-coreweave-lambda-runpod/https://turion.ai/blog/gpu-clouds-compared-coreweave-lambda-runpod/Neocloud GPUs undercut hyperscalers by 40–70%. Side-by-side on CoreWeave, Runpod, Lambda, Crusoe, and Fly.io — pricing, availability, and when to pick each.Tue, 12 Nov 2024 08:00:00 GMTInfrastructureaiinfrastructuregpu-cloudcoreweavelambdarunpodcrusoefly-ioneocloudBalys Kriksciunashttps://turion.ai/blog/awesome-ai-tools/https://turion.ai/blog/awesome-ai-tools/A curated list of the best AI tools for text, code, images, video, audio, and more.Fri, 08 Nov 2024 09:39:00 GMTAI ToolsaitoolsopensourceAndrius Putnahttps://turion.ai/blog/pagedattention-explained-vllm/https://turion.ai/blog/pagedattention-explained-vllm/PagedAttention borrows OS virtual-memory ideas to fix the biggest efficiency problem in LLM serving: fragmented KV caches. Here's how it works and why it changed LLM inference.Wed, 30 Oct 2024 08:00:00 GMTInfrastructureaiinfrastructurevllmpaged-attentionkv-cacheinferencellm-servinggpu-memoryBalys Kriksciunashttps://turion.ai/blog/continuous-batching-for-llms-why-it-matters/https://turion.ai/blog/continuous-batching-for-llms-why-it-matters/Static batching leaves 50%+ of your GPU idle. Continuous batching at the iteration level closes the gap with 2–5x throughput wins.Mon, 14 Oct 2024 07:00:00 GMTInfrastructureaiinfrastructureinferencebatchingvllmtgillm-servingthroughputBalys Kriksciunashttps://turion.ai/blog/kubernetes-for-gpu-workloads-primer/https://turion.ai/blog/kubernetes-for-gpu-workloads-primer/Running AI workloads on Kubernetes isn't the same as running stateless microservices. A primer on GPU operators, device plugins, node affinity, MIG, and the patterns that keep clusters healthy.Sat, 28 Sep 2024 07:00:00 GMTInfrastructureaiinfrastructurekubernetesgpumigschedulernvidia-gpu-operatordevopsBalys Kriksciunashttps://turion.ai/blog/choosing-vector-database-2024-practical-guide/https://turion.ai/blog/choosing-vector-database-2024-practical-guide/Pinecone, Qdrant, Weaviate, Milvus, pgvector, and the newer entrants — a working engineer's comparison across latency, recall, cost, and operational complexity. How to pick without regret.Thu, 05 Sep 2024 07:00:00 GMTInfrastructureaiinfrastructurevector-databasepineconeqdrantweaviatemilvuspgvectorragBalys Kriksciunashttps://turion.ai/blog/vllm-open-source-inference-engine/https://turion.ai/blog/vllm-open-source-inference-engine/vLLM uses PagedAttention and continuous batching for dramatically higher LLM throughput vs. HuggingFace serving. Architecture, benchmarks, deployment notes.Sat, 10 Aug 2024 07:00:00 GMTInfrastructureaiinfrastructureinferencevllmllm-servingpaged-attentioncontinuous-batchinggpuBalys Kriksciunashttps://turion.ai/blog/nvidia-h100-vs-a100-gpu-selection-guide/https://turion.ai/blog/nvidia-h100-vs-a100-gpu-selection-guide/A practical comparison of NVIDIA's H100 and A100 for LLM training and inference — memory, FLOPS, interconnect, price per token, and the cases where the older A100 still wins.Mon, 22 Jul 2024 07:00:00 GMTInfrastructureaiinfrastructuregpunvidiah100a100hardwaretraininginferenceBalys Kriksciunashttps://turion.ai/blog/ai-infrastructure-stack-explained-2024/https://turion.ai/blog/ai-infrastructure-stack-explained-2024/A grounded tour of the six layers that make modern AI systems work — from GPUs and inference servers to vector databases, orchestration, and observability — with the tradeoffs that matter in production.Sat, 15 Jun 2024 06:00:00 GMTInfrastructureaiinfrastructurellmgpuinferencevector-databasekubernetesmlopsBalys Kriksciunas