Supasifu — Get good at AI.Supasifu is a publication about applied AI: what shipped, what it means, and how to use it well. Written from inside the work, not from the analyst seat.https://supasifu.com/en-usThe Invisible Label Has Arrived. Text Is Still the Hole.https://supasifu.com/morning-bell/the-invisible-label-has-arrived/https://supasifu.com/morning-bell/the-invisible-label-has-arrived/Europe's AI-content rules are live. Images and audio now have a provenance stack; rewritten prose can still walk straight through it.Wed, 26 Aug 2026 07:00:00 GMTMorning BellprovenancewatermarkingpublishingregulationStop Asking the Agent Every Five Minuteshttps://supasifu.com/house-rules/stop-asking-the-agent-every-five-minutes/https://supasifu.com/house-rules/stop-asking-the-agent-every-five-minutes/Permission dialogs look like control. Mature deployments constrain the blast radius, then reserve human judgment for real boundary crossings.Wed, 26 Aug 2026 06:00:00 GMTHouse RulessecurityagentsgovernanceoperationsOne Million Tokens, Four Needleshttps://supasifu.com/drills/one-million-tokens-four-needles/https://supasifu.com/drills/one-million-tokens-four-needles/A huge context window is capacity, not proof of recall. This 60-minute drill tests retrieval, synthesis, evidence, latency, and the bill.Wed, 26 Aug 2026 05:00:00 GMTDrillsevalslong contextretrievalworkflowsA Two-Point Lead Is Noise Until Proven Otherwisehttps://supasifu.com/sparring/a-two-point-lead-is-noise/https://supasifu.com/sparring/a-two-point-lead-is-noise/Coding-agent leaderboards report decimals. The VM, time limit, harness, and leaked answer keys can move the score more than the model.Wed, 26 Aug 2026 04:00:00 GMTSparringbenchmarksagentscodingevalsThe Six-Month Chiphttps://supasifu.com/long-game/the-six-month-chip/https://supasifu.com/long-game/the-six-month-chip/AI models can change faster than a conventional processor reaches production. Meta is trying to rebuild custom silicon at software cadence.Wed, 26 Aug 2026 03:00:00 GMTThe Long GamechipsinferenceinfrastructureeconomicsThe Model Is No Longer the Producthttps://supasifu.com/morning-bell/the-model-is-no-longer-the-product/https://supasifu.com/morning-bell/the-model-is-no-longer-the-product/The newest systems from OpenAI, Anthropic, Google, Meta, Moonshot, and Groq point to the same shift: AI engineering now lives in the control plane.Wed, 26 Aug 2026 01:00:00 GMTMorning Bellagentsinfrastructuremodelsorchestration