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Changelog ​

Public release notes for the internet-facing Qriton HLM documentation.

Detailed engineering histories, low-level API deltas, internal roadmap gates, and partner integration notes are tracked in the private technical corpus and Early Access packages.

v0.12.1 / Docs 2026.05 latest ​

May 24, 2026

Added ​

  • HLM3 cloud-tier checkpoints: 1B (val PPL 1059.5) and 5B (val PPL 1255.51) on the HLM3 page, Model Zoo, and Validation Summary — these cloud-scale checkpoints are scale/throughput anchors, not language-quality results: their validation perplexity (1B ~1059.5, 5B ~1255.51) is far above the 35M K=16 reference (10.66) and they are not recommended for generation quality.
  • Larger Model Pyramid figure with the HLM3 scale tiers as separate visible layers

Notes ​

  • The validated public language-quality anchor remains the 35M K=16 result.

v0.12.0 / Docs 2026.05 ​

May 16, 2026

Added ​

  • Validation Summary page with public benchmark-level results and access guidance
  • HLM-Vision page documenting the validated public 2D image-classification path
  • Public architecture figures on the Validation and Model Overview pages, with click-to-expand viewing
  • Updated model inventory for HLM3-Mix, HLM-Vision-Mix, HLM-TTS-Mix, and edge tiers
  • Updated HLM-Micro sweep results: HAR v1 at 93.52% on real UCI HAR, anomaly v1 at 99.00% on synthetic multimodal sensors, and ECG/gesture framed with their synthetic-data caveats

Improved ​

  • Public model overview now separates validated results from internal scaling roadmaps and partner-specific manifests
  • Multimodal language tightened from a frontend-only framing to the public architecture principle: modality frontend + mixer + readout + shared Hopfield core
  • Vision docs now present the validated stack and checkpoints without exposing failed-run debugging timelines
  • Edge-tier docs now describe capabilities at product level while reserving hardware packaging, certificate formats, and runtime settings for Early Access material

v0.11.0 ​

April 2026

  • Added public pages for HLM-Micro, HLM-Nano, Model Zoo, and use-case examples
  • Introduced Early Access checkpoint listings for edge and ultra-edge tiers
  • Expanded public use-case navigation across industrial, medical, compliance, edge sensing, wearable, persona, and research workflows
  • Moved detailed technical packages behind Early Access or commercial engagement

v0.10.x and earlier ​

Earlier release notes covered the first public Energy Language, model-zoo, and notebook workflows. The public site now keeps only product-level release history. Detailed implementation logs are private engineering material.