Entrepreneur because I like challenges and we need to pay bills. Nothing more than a guy who foresee some doors inside computer systems.
technical-moat, competitive-strategy, ai-competitive-advantage, iteration-speed, software-strategy
AI has ended the era of static technical moats. Durable competitive advantage now belongs to teams with the fastest, cheapest update pipelines, not the cleverest one-time solutions.
ai-web-search, search-filtering, algorithmic-transparency, digital-services-act, ai-regulation, ftc-deceptive-practices
Six policy documents from two major AI platforms contain zero disclosures about search result filtering. Legal analysis across the US, EU, and Brazil finds the practice likely violates transparency obligations in two of three jurisdictions.
in-browser-ai, webgpu, local-ai, webllm, on-device-ai, privacy
AIpster built a Playground and Post Companion that run real language models entirely in your browser using WebGPU and WebLLM. Your prompts never leave your device, and every inference costs the site nothing.
ai-search, search-bias, community-content, ai-filtering, reddit, developer-tools
Analysis of 55 unfiltered search results found that 22 came from human communities like Reddit, Quora, and GitHub. Proprietary AI search filters cut that number to between 2 and 4, keeping only corporate pages selling products tied to the query.
ai-search, search-filtering, searxng, web-search, ai-tools
AI tools advertising 'web search' actually route queries through proprietary filtering APIs that silently decide what you can find. A reproducible three-query test found an unfiltered SearXNG instance returning 55 links versus 28 and 10 from two major AI search backends.
bare-metal-servers, server-hardening, ai-agents, linux-security, devops
We took a freshly provisioned bare-metal hypervisor and turned it into a hardened, monitored, VPN-connected production host in a single afternoon. An AI agent handled the tedious verification; a human held authority over every irreversible step.
api-security, llm-security, credential-theft, supply-chain-security, api-key-management
A low-balance email revealed a compromised LLM API key being silently drained by automated bots. The forensic trail shows how stolen API credentials have replaced crypto mining as the attacker's prize, and what you can do to stop it.
ai-coding-tools, database-migration, devops, ai-operations, human-in-the-loop
We pointed an AI coding CLI at a high-stakes database migration and treated it as the operator, not a code generator. What followed changed how we think about AI in infrastructure: the real frontier is leverage under human control, not autonomy.
generative-engine-optimization, answer-engine-optimization, ai-search, content-strategy, seo, blog-automation
GEO structures content so AI answer engines cite it directly. This post shares the research-backed rules we encoded, the two-pass blog automation tool we built to enforce them, and why the answer must always come first.
quantization, local-llms, small-models, ai-development
We shipped a 1.5B router that produced valid JSON 97% of the time. One quantization step took it to two. Here is the day we spent finding out why — and why the rules everyone repeats about quantization were written for models ten times the size. It started with a
training-data, prompt-engineering, local-llms, ai-development
We set out to teach a small model how to route developer prompts. The data taught us that our taxonomy — and our sources — encoded a picture of developers that doesn't exist. It started with a quota. I wanted a small, fast model that could sit in front of
generative-ai, ai-art, online-communities, data-analysis
A wallpaper, 7,700 views, 293 votes, and a question about how many of those votes belonged to people. It started with a wallpaper. I took the iconic Ultima Online splash art — the one every former player from the late nineties can still picture from memory — and asked Flux 2