Which requests deserve attention first? Group Gateway data by model or virtual key, then compare p95 latency with error rate. The high-high group is both slow and likely to fail. #LLMOps #AIEngineering https://temprhq.io/gateway

Which requests deserve attention first? Group Gateway data by model or virtual key, then compare p95 latency with error rate. The high-high group is both slow and likely to fail. #LLMOps #AIEngineering https://temprhq.io/gateway
Choosing an AI product development partner is about more than technical skills.
Read the complete guide:
#AIProductDevelopment #ArtificialIntelligence #AIEngineering #EnterpriseAI #AIDevelopment
From production experience and data readiness to security, governance, measurable ROI, and post-launch support.
Read the complete guide:
www.linkedin.com/pulse/how-ch...
#AIProductDevelopment #AIImplementation #ArtificialIntelligence #EnterpriseAI #AIEngineering
The arXiv paper applies mutation analysis to an invariant suite for an agent state-projection layer, showing that standard single-observation validation lets a faulty deduplication check pass…
#SoftwareTesting #MutationAnalysis #AgentInfrastructure #AIEngineering
https://arxiv.org/abs/2610.02928
Most 'AI agents' are if-else chains with an LLM wrapper. If you can't rollback, you're not ready to deploy. #AIEngineering #BuildInPublic
Researchers are starting to let AI agents read their own failure traces and rewrite parts of the stack around the model.
🤖 Powerful AI doesn't always need huge models.
Quantization can reduce model precision to shrink size, lower memory use, speed up inference and cut deployment costs.
The challenge: balance efficiency with accuracy.
𝐀𝐈-𝐏𝐨𝐰𝐞𝐫𝐞𝐝 𝐓𝐞𝐬𝐭-𝐀𝐟𝐭𝐞𝐫 + 𝐌𝐮𝐭𝐚𝐭𝐢𝐨𝐧 𝐓𝐞𝐬𝐭𝐢𝐧𝐠 𝐁𝐞𝐚𝐭𝐬 𝐓𝐞𝐬𝐭-𝐅𝐢𝐫𝐬𝐭
Having spent 2+ decades leading organisations and teams through major tech shifts and pioneering new ways of working, I’ve found that ...
#TDD #ATDD #TestFirst
#AIEngineering #SoftwareEngineering #AIAugmentedDevelopment #GenAI
AI coding tools become more valuable when developers provide context: architecture rules, constraints, and expected trade-offs. Better input creates better engineering discussions. #ClaudeAI #AIEngineering #SoftwareDevelopment
Which model is cheapest for the whole workflow? Usually, that’s the wrong question. Compare suitable options separately for drafting, review, and production calls, using price, context, and capabilities. #AIEngineering #LLM https://temprhq.io/models
AWS re:Invent 2025 unveiled AI-Driven Development Life Cycle (AI-DLC) and Long-Horizon Coding Agents. These tools are transforming how we architect, implement, and deploy software. At BuildVora, we're leveraging these advancements to build smarter, faster, and more reliable AI agents. #AIEngineering
Not every agent decision needs a full generative LLM.
Strands Decider uses a small specialized model for choices, scoring and confidence.
Use intelligence proportional to the decision.
OpenAI GPT-6 Guide: Models, Prompting, Agents and Production
techlensmedia.com/news/openai-...
#TechLensMedia #GPT6 #AIAgents #PromptEngineering #AIEngineering
The moat around your AI business isn't the model. It's the data pipeline and feedback loops. Share wins AND fires — both teach. #AIEngineering #BuildInPublic
Systems Thinking for Agentic AI
An LLM is powerful , but an LLM alone is not an AI system.
Now available on
📘 Leanpub
leanpub.com/staai
📗 Google Books play.google.com/store/books/...
Ediz Najim
staaicore.com
#agenticai #aiengineering #SoftwareArchitecture #LLM #RAG #MCP #SoftwareEngineering
The fastest growth usually comes from solving a single real domain problem end-to-end: design, testing, monitoring, and an operational plan—not just learning another framework.
#SoftwareEngineering #AIEngineering #SystemDesign #BackendDevelopment #DevOps
Grepped my side project for HTTP calls. 11 total, 9 with no timeout. My coding agent writes the happy path: request, parse, done. Most clients default to waiting forever. New rule: every network call gets an explicit timeout. #claudecode #ai #aiengineering #buildinpublic