#ai#llm#pythonStructured Output Changed How I Build LLM Apps — Pydantic, Tool Use, and the End of Regex ParsingI spent 6 months parsing LLM output with regex. Then Pydantic + structured outputs eliminated every 3 AM parsing alert. Here's the migration.15 aprel 202615 dəq.3
#ai#llm#performanceSemantic Caching Saved Us $14K/Month in LLM API CostsOur LLM bill hit $23K/month. Three layers — prompt caching, semantic caching, and model routing — cut it to $8.6K. Here's how.14 aprel 202616 dəq.3
#ai#software-engineering#careerVibe Coding vs Agentic Engineering: The Distinction That Defines Your CareerKarpathy coined both terms a year apart. One builds $400M startups. The other lost Amazon 6.3 million orders. The difference is about to define which developers thrive.4 aprel 202614 dəq.3
#ai#llm#startupOpenAI Killed Sora: What a $15M/Day AI Failure Teaches Us About Inference EconomicsSora burned $15M/day in compute against $2.1M lifetime revenue. The most expensive lesson in AI product economics.3 aprel 202615 dəq.3
#ai#regulation#complianceEU AI Act Hits August 2026: Most Companies Are Not Ready (Compliance Checklist for Devs)The EU AI Act's high-risk obligations hit in August 2026. Only 14% of companies are prepared. Here's what developers building with AI need to know — risk tiers, technical requirements, GPAI rules, and a practical compliance checklist.30 mart 202616 dəq.3
#ai#llm#mcpMCP Explained: The Protocol Connecting LLMs to EverythingMCP went from Anthropic side project to industry standard in 16 months. Here is how it works and why it matters.29 mart 202613 dəq.3
#ai#career#llmAI Engineering Is the Highest-Paying Role Nobody Can DefineAI Engineer topped LinkedIn's fastest-growing jobs list, yet most companies can't agree on what the role actually means.15 mart 202618 dəq.3
#ai#llm#fine-tuningFine-Tuning LLMs on Your Own Data — What Actually WorksA practical guide to fine-tuning LLMs with LoRA, QLoRA, Unsloth, and OpenAI. Real costs, real code, and when to fine-tune vs RAG.17 iyun 202516 dəq.3
#ai#mlops#agentopsAgentOps: The New MLOps for Autonomous AI SystemsA $47K recursive loop went undetected for 11 days. MLOps can't monitor agents. The new operational stack for autonomous AI is emerging fast.4 aprel 202618 dəq.2
#ai#python#toolsOpenAI Bought Astral (uv, ruff, ty) — Should Python Developers Panic?OpenAI acquired Astral, the company behind uv, ruff, and ty. What it means for Python's most loved tools.20 mart 202610 dəq.2
#ai#career#llmPrompt Engineering Is a Dead-End Career (Here's What Replaces It)Prompt engineering jobs are vanishing. Context engineering, harness engineering, and agentic AI are what actually matter now.25 iyun 202517 dəq.2
#ai#llm#machine-learningSmall Language Models Are Eating LLMs for LunchI replaced GPT-4 with 7B models in production. Same quality, 95% cheaper. Here is why small language models are winning.3 iyul 202516 dəq.0