The Wire · Showcase
MLCLAW TIGHTENS AUTHENTICATION, TAU SHIPS REASONING PERSISTENCE
By RepoJournal · Filed · About Hugging Face
MLClaw fixed a critical authentication gap where private Space edge cookies weren't reaching approval requests, forcing a shift to protected Space defaults across all hosted gateways.
The fix [1] delegates approval through identity-aware edges by hosting gateways on protected Spaces by default, only allowing public visibility when explicitly requested. That same push also standardized MLClaw's request schema to consume BrokerKit's canonical Operator V1 validators directly [2], eliminating a second hand-written contract that was causing the approvals popover to reject valid requests. Version state tracking got fixed too [3]: mlclaw update now persists the same effective image across the local manifest and canonical desired state, preparing patch 0.4.9. The website infrastructure tightened simultaneously [4] [5], moving to mlclaw.dev with strict quality gates so the site runs through the full repository CI pipeline instead of bypassing standards. Over in Tau, the 0.2.1 release [6] persists thinking and reasoning blocks across event streams and session storage, while startup now coerces the thinking level to what the loaded model actually supports [7], killing the crash when a model only accepts xhigh reasoning. The TUI got two substantial upgrades: themes moved from hardcoded Python to discoverable JSON files [8], and both sidebar insights [9] and transcript rendering [10] were optimized to show cumulative usage, estimated costs, and handle long sessions with bounded widget windows.
Action items
- → Deploy MLClaw 0.4.9 with fixed Space visibility and version state reconciliation huggingface/mlclaw [immediate]
- → Verify your Tau model supports the default thinking level before upgrading to 0.2.1 huggingface/tau [plan]
- → Monitor TRL's DPO/KTO eval_dataset preprocessing fix in your training pipelines huggingface/trl [monitor]
References
- [1] fix: host authenticated gateways on protected Spaces ↗ huggingface/mlclaw
- [2] fix(brokerkit): consume canonical operator contract ↗ huggingface/mlclaw
- [3] fix(deploy): reconcile update version metadata ↗ huggingface/mlclaw
- [4] fix(website): serve from mlclaw.dev custom domain huggingface/mlclaw
- [5] fix(website): add quality gates ↗ huggingface/mlclaw
- [6] Tau 0.2.1 ↗ huggingface/tau
- [7] Coerce startup thinking level to a mode the model supports ↗ huggingface/tau
- [8] Make TUI themes data: JSON theme files with user and project discovery ↗ huggingface/tau
- [9] Improve TUI sidebar session insights ↗ huggingface/tau
- [10] Optimize long TUI transcript rendering ↗ huggingface/tau