By end of 2027, a model that runs well on 64GB Apple Silicon will match today's closed frontier on coding and daily-driver work.

confidence 0.45 · horizon 2027-12-31 · status open

Falsifiers

Best local-runnable model still more than 15 SWE-bench Verified points behind the 2026-08 frontier on 2027-12-31.
Open labs stop releasing sub-100B dense or small-MoE variants of frontier lines.

+1 Mystery model 'Ox Alpha' confirmed as GLM-5.3-Flash; independent quantization and serving benchmarks emerge — 4-bit quantization reportedly retains 93% accuracy and fits a 256GB Mac or two DGX Sparks, showing frontier-adjacent open models moving toward consumer/prosumer-hardware feasibility, though above the owner's 64GB threshold.
+1 Apple debuts new Mac Mini and Studio with AI-dedicated chips — New AI-dedicated Apple silicon in the Mac Mini/Studio refresh could raise the local-hardware ceiling relevant to the 64GB local-fast/local-heavy verdicts, though no benchmarks are available yet.
-1 DeepSeek releases V4 open weights under MIT license — The open frontier is moving to huge MoE sizes that will never fit locally.
+1 Qwen releases open agent runtime tuned for its coder models — Scaffold-level gains accrue to local models too.