ai-research-survey

Systematic scan of agentic development research. What's signal, what's noise.
git clone https://git.shiptheloop.com/ai-research-survey.git
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weights.json (727B)


      1 {
      2   "weights": {
      3     "artifacts": 0.5091,
      4     "statistical_methodology": 0.0,
      5     "evaluation_design": 0.2691,
      6     "claims_and_evidence": 1.7046,
      7     "setup_transparency": 1.0801,
      8     "limitations_and_scope": 0.13,
      9     "data_integrity": 0.0,
     10     "conflicts_of_interest": 0.6088,
     11     "contamination": 0.0846,
     12     "human_studies": 0.0,
     13     "cost_and_practicality": 0.2694,
     14     "experimental_rigor": 0.0,
     15     "data_leakage": 0.2885,
     16     "survey_methodology": 0.0
     17   },
     18   "n_anchors": 20,
     19   "n_pairs": 16,
     20   "loss": 2355.979403310902,
     21   "converged": true,
     22   "settings": {
     23     "level": "category",
     24     "min_weight": 0.0,
     25     "max_weight": 5.0,
     26     "l2_reg": 0.3,
     27     "pair_margin": 20.0,
     28     "pair_penalty": 2.0,
     29     "seed": 42
     30   }
     31 }

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