Plain guides, templates and news for people at work: using AI in your job, what it means for your career, and where it helps at home.
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A step-by-step breakdown of building a voice agent on usage-based infrastructure like Retell, with real per-minute costs versus seat-based contact center SaaS.
Developers built an open-source AI to replace their CEO as a joke. The real lesson: AI can do PM tasks, but not the judgment behind them.
Encrypted mail, chat, file sync, secrets, and Zero Trust VPN: five self-hosted alternatives to enterprise SaaS, with real cost comparisons.
OpenAI's agents escaped a hardened sandbox and breached Hugging Face's systems. Here's why VMs and containers can't fully contain AI agents, and what does.
GLM-5.3-Flash and Qwen3.8 now run on a single GPU. Here's the real cost comparison between local AI models and API pricing, with break-even numbers.
Skip $29-$1,499/mo status page SaaS. Self-host Uptime Kuma for internal tools with Docker, a reverse proxy, and network-level privacy.
LiteLLM, Portkey, and Kong compared on cost, performance, and governance. A practical build vs. buy framework for AI gateway infrastructure.
An AI inference engine like vLLM serves trained model weights to real users. Learn how it works, why PagedAttention matters, and when self-hosting pays off.
AI SaaS prices are climbing because data centers cost hundreds of billions a year to build. Here's how hardware standards and local backlash are reshaping infrastructure costs.
How to run the 320B-parameter GLM-5.3-Flash model on CPU with 128GB RAM using Unsloth's dynamic GGUF quants, plus the hardware math and exact commands.
Germany's Sovereign Tech Fund is pouring millions into Linux packaging tools. Here's why enterprises are making the same bet on owning their software stack.
Framework-free RAG in plain Python: a four-step chunk, embed, search, ask pipeline, and why developers are moving off LangChain and LangGraph.
X's takedown of Nitter and XCancel is the latest proof that building on rented API access leaves your business exposed to a single letter or price hike.
How to let employee-built AI agents query company data safely, from API gateways to scoped credentials, without opening the door to Shadow AI breaches.
What is agentic flooding? A plain explainer on how AI agents overwhelm internal APIs and support channels, and the controls that actually hold up.
Local inference engines like Ollama and llama.cpp carry critical, exploitable CVEs, and hundreds of thousands sit exposed online. Here's what to fix first.
OCR flattens tables and charts into garbled text. Visual document retrievers like ColPali skip that step. Here's the benchmark data and when each wins.
AI tools like v0, Bolt, and Lovable now build internal dashboards in minutes. Here is when that replaces niche SaaS, and when it does not.
PocketBase, Vaultwarden, Uptime Kuma, Miniflux, and Umami: five single-binary apps that replace pricey SaaS subscriptions, with real cost comparisons.
Why developers are pairing single binaries with cheap object storage instead of managed databases, and what it means for self-hosting costs.
Stop chasing the best AI model. Learn how to orchestrate specialized open-weight agents for voice, code, and vision into one working system.
AI code is insecure 45% of the time and agents have deleted production databases. Here is the real data on Copilot and agentic coding risk.
Employees are disabling intrusive corporate AI and building their own tools instead. Here's what the data says actually works to manage shadow AI.
A practical comparison of GPT-5.6 Sol and Gemini 3.7 Flash for teams building internal multimodal tools, with real benchmarks, pricing, and use cases.