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Overview
Michał Piszczek: ex-hacker, CTO of Archdesk, founder of Lextron.ai, Inclify, Rejsomat.pl and Robotero (acquired), author of Joule Wars on energy-efficient AI.
News
Scarcity Never Dies. It Climbs.
Between 2004 and 2012 I broke into computer systems. It turned out to be an education in economics disguised as a technical career. Every wall I climbed existed for one reason: something behind it was scarce. Money. Data. Access. Reputation. And every tim
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Qwen3.8 27B at 256K: 50 TPS on a 24 GB GPU
I gave Qwen3.8's MTP drafter another 69.2 MiB of precision. Throughput fell from 50.44 to 37.02 tokens per second. That result sums up the whole experiment: the best local inference setup is rarely made from the individually "best" parts. I wanted a dense
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DFlash Changes What Tokens per Second Means
I spent a night trying to fit a dense 30B model, 256K context, vision, and speculative decoding onto one 24 GB GPU. The fastest quant lost. The quant with the lowest perplexity lost too. What won was the configuration that made the whole system useful, no
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A Bot Called Me a Credibility Farmer, and It Read the Graph Correctly
On 2 August 2026 I opened a pull request to github/awesome-copilot and GitHub's Agent Governance Toolkit flagged my account HIGH risk. The signals were recent_repo_burst (29 repos in 90 days), awesome_fork_burst (15 awesome-list forks in 72 hours, labelle
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How Much Does AI Actually Cost? The Field Guide to 12 AI Economics Calculators
Every AI budget meeting has the same shape: someone quotes a vendor deck, someone quotes a tweet, and the biggest line item of the decade gets decided by whoever tells the best story. This is the alternative: twelve calculators that turn AI cost, energy a
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