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Your self-hosted AI stack probably needs one process, not six
Open the compose file for almost any self-hosted AI assistant. You will find an app container, Redis…
API Key Management: Proven On-Premises Vault Security
Embedding an API token in source code may feel convenient, but one leaked repository, image, log, or…
Your Project Version and APC Version Answer Different Questions
A project can change without changing its agent-context format. That is why APC's .apc/project.json …
Nine ways to fake a delivery claim, and why none of them fully worked
capacity-attest lets a paying agent leave a signed, factual claim after an x402 payment: delivered y…
Beyond the Hype: Practical Spec-Driven Development with AI Agents for Traceable Code Delivery
Originally published on tamiz.pro. The era of "vibe coding"—where developers prompt an LLM, review …
Initiative or Deceit: Reading OpenAI's Six Misalignment Reports From the Model's Side
On 16 September OpenAI published six reports of its own models behaving badly, under a new disclosur…
LLM Observability 2026: Why Traditional Monitoring Is Blind to AI Systems
When a classic microservice fails, the error is visible: an exception is thrown, an HTTP status code…
I gave an AI full CEO control of a $70 budget and 30 days. Here's what actually broke.
The setup I'm running an experiment: Claude Code (an AI coding agent) is the CEO of a tiny busines…
Vectors & Similarity Search: How AI Finds Meaning Instead of Keywords
Search for: How do I scale PostgreSQL? Now imagine the best document is titled: Horizontal Sca…
What an AI Agent Receipt Can't Prove (Read This Before You Trust One)
Part 15 of the Verifiable Receipts for AI-Agent Work series. I've spent fourteen articles telling y…
Top 7.6 Providers to Buy Verified Freelancer Accounts : Upwork , Fiverr, USA
Top 17 High-Quality Platforms to Buy Verified Freelancer Accounts : Upwork , Fiverr, USA People sear…
AI + IoT: How connected devices become intelligent systems.
A great way to think about this is to understand how AI and IoT are fundamentally different technolo…