Learning desk

MultiAgent EDU StackGather good sources. Teach what matters.
T3Mermaid to ASCII art (mermaid-ascii)T3Kimi K3, and what we can still learn from the pelican benchmarkT3Firefox in WebAssemblyT3Spot birds not golfT3[AINews] Kimi K3 2.8T-A50B: the largest open model ever released; Opus 4.8-class at Sonnet 5 pricingT1From physical surfaces to human-centric heat stress: LST and UTCI heat mapping reveals nonlinear effects of urban morphologyT1DualHNIE: Dual-Channel Hypergraph Learning for Node Importance Estimation in Heterogeneous Knowledge GraphsT1GenTL: A General Transfer Learning Model for Building Thermal DynamicsT1A short review on the maximum clique problem algorithms with classical, AI, and quantum methodsT1Man, Machine, and Masterpiece: Artistic Ownership in the AI EraT1HABIB_TAZ at SemEval-2026 Task 11: Disentangling Formal Logic from Content via Synthetic Training and Multi-Objective OptimizationT1How Well Does AI-Generated Feedback Work? Intrinsic and Extrinsic Evaluation across more than 20,000 EFL Essay DraftsT3Mermaid to ASCII art (mermaid-ascii)T3Kimi K3, and what we can still learn from the pelican benchmarkT3Firefox in WebAssemblyT3Spot birds not golfT3[AINews] Kimi K3 2.8T-A50B: the largest open model ever released; Opus 4.8-class at Sonnet 5 pricingT1From physical surfaces to human-centric heat stress: LST and UTCI heat mapping reveals nonlinear effects of urban morphologyT1DualHNIE: Dual-Channel Hypergraph Learning for Node Importance Estimation in Heterogeneous Knowledge GraphsT1GenTL: A General Transfer Learning Model for Building Thermal DynamicsT1A short review on the maximum clique problem algorithms with classical, AI, and quantum methodsT1Man, Machine, and Masterpiece: Artistic Ownership in the AI EraT1HABIB_TAZ at SemEval-2026 Task 11: Disentangling Formal Logic from Content via Synthetic Training and Multi-Objective OptimizationT1How Well Does AI-Generated Feedback Work? Intrinsic and Extrinsic Evaluation across more than 20,000 EFL Essay Drafts

Watch

Leading-indicator topics from trend-forecast (velocity, not volume).

3 on watchlist

  • Agentic coding adoption at project scale

    mediumwatching

    Tier-1 study of agentic PRs across 2361 GitHub repos paired with same-day GitHub trending velocity (e.g. Nutlope/hallmark 3181 stars today on ~10.5k total; copilot-sdk 62 stars today). Adoption/governance signal, not demo volume.

    flagged 2026-07-16 23:33:38

  • LLM-as-judge stimulus integrity

    mediumwatching

    5 curated LLM Judges items including a structural test-oracle failure for synthetic judge corpora plus audio-judge protocol shortcuts and cross-rubric generalization. Mechanism density higher than brand chatter.

    flagged 2026-07-16 23:33:38

  • Agent evaluation protocols (continual / stress / harness)

    highwatching

    13 tier-1 items in topic Agent Evaluation in one ingest day, including continual optimizer evals, deep-search stress tests, composable agent graphs, and verifier cascades. Concentration in a narrow subfield (first-window proxy for velocity until multi-week baselines exist).

    flagged 2026-07-16 23:33:38