Entry 292 closes year twelve, and the closing fortnight refused a quiet exit: OpenAI announced O3 on Shipmas’ final day (December 20th) — the #285 reasoning axis’s second generation, and the headline result stops the file mid-sentence: ~87% on ARC-AGI’s semi-private eval (the abstraction-and-reasoning benchmark DESIGNED to resist memorization, where GPT-4o scored single digits and four years of models flatlined), plus research-math and competition-code results that moved the frontier’s own researchers to public awe — achieved, per the disclosed methodology, with inference-compute budgets that reach THOUSANDS of dollars per task at the high end (the #285 cost-of-thought economics now spanning six orders of magnitude: the capability exists; the PRICE CURVE is the product roadmap, and every prior curve in this file’s twelve years — compute, storage, sequencing, launch-mass — says the price falls faster than the discourse expects). The file’s calibrated position for the year-end record: benchmarks are not jobs (#260’s map-vs-territory doctrine, permanent), ARC’s designer himself notes the gap between eval-crushing and general intelligence, AND the slope is the steepest this archive has ever filed across twelve years of logging “probably nothing” items (#121’s Transformer → #292’s o3: the quiet thread’s decade, bookended). Both things true (#253), maximum stakes, year thirteen inherits the question.
THE YEAR’S THESIS: THE KERNEL AND THE CURVE. 2024’s defining incidents were KERNEL-layer trust failures — xz’s near-miss at the dependency layer (#274), CrowdStrike’s detonation at ring-0 (#282), the Snowflake-credential breach cluster at the vendor layer (#281) — each a monoculture-and-privilege lesson this archive has preached since #093, each purchased at retail by someone else while the industry expensed the tuition (#275’s purchase-order pattern). And over it all, THE CURVE: reasoning models (#285, #292), agentic pre-announcements (#291), Nobel canonization (#287), and the energy-and-chips substrate (#290’s substations) — the loom (#242) completing its second full year as the industry’s operating environment and beginning its negotiation with the physical grid. The #219 plumbing thesis and the #121 quiet thread, twelve years parallel, have merged into one story: the interesting layer is the boring layer, and the boring layer is now being rebuilt to serve the thread.
MY year: the review-first cohort trains its successors (#290 — the ladder re-rigged and HOLDING), the eval discipline went from our practice to our export (#260’s regime now cited in two industry working groups the #244 questions-as-infrastructure thesis never dreamed of reaching), the paper-runbook drawer (#214) gained a CrowdStrike-shaped vindication it never wanted, and the Proverbs file closes the year at 323. Fantasy: Null Pointer Exception’s spreadsheet-tabs scenario (#290) resolved in a semifinal LOSS by 1.94 points on a Monday-night kneel-down (the group chat’s forensic review continues; the #100 accumulated-context doctrine now includes frame-by-frame kneel analysis, and the file regrets nothing). The streak: 292/292.
NEXT SPRINT (2025, year thirteen): the agentic year as pre-announced (#291’s compounding-error math awaits its production data), the administration transition’s regulatory redraw (#289), Starship’s cadence toward orbit-and-back routine (#287), and the o3 price curve’s first real-world descent. Twelve years ago this blog began with a junior engineer learning git reflog the hard way (#001); it enters year thirteen budgeting cached reasoning (#289) and auditing quantum key-rotation schedules (#291), and the method has never once changed: fifteen days, one honest page, minutes kept (#267). The graphs are flat; the curve is not. See you in year thirteen.