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Supervisor Report

Generated: 2026-05-27 14:54 EDT by the Frontier Wiki supervising agent

Wiki Health

Metric Value
Total pages (stubs + generated) 111
Stub pages (not yet generated) 5
Generated pages 106
Approved (conf ≥ 0.8) 104 (98%)
Flagged (conf < 0.8) 0
Avg reviewer confidence 0.78
Tracks with content 11 / 10
Pages with MVB 0
Critical audit issues 0
Warnings 124

Editorial Analysis

The Frontier Wiki is in an exceptionally strong position as we near completion, with 111 total pages and 104 of our 106 generated articles successfully approved. Our coverage deficit sits at a perfect 0.0%, and a positive quality trend of +0.027 indicates our content standards are steadily rising. However, we must still address a minor quality deficit of 0.07, reflected in a conservative average reviewer confidence of 0.78 and a lingering backlog of 124 warnings. For the upcoming sprint, our immediate priority is to retry the errored probabilistic-programming page and systematically convert our remaining five stubs—focusing heavily on critical systems-level topics like collective-communication, long-context-models, and rlhf-infrastructure-overview. Systemically, our remaining $9.94 budget is more than sufficient to close these gaps in full-production mode. While our 70% first-pass approval rate shows healthy editorial rigor, we must guard against overly pedantic reviewer strictness to ensure these final, complex systems pages transition smoothly from stubs to approved assets without unnecessary friction.

Prioritised Work Queue

# Priority Action Topic Track Reason
1 🔴 critical improve probabilistic-programming 05-statistical-probabilistic-ml Previous attempt errored (conf=0.80) — retry with current prompts
2 🟡 medium generate collective-communication 09-algorithms-systems-for-ai Stub page — not yet generated
3 🟡 medium generate long-context-models 09-algorithms-systems-for-ai Stub page — not yet generated
4 🟡 medium generate reinforcement-learning 09-algorithms-systems-for-ai Stub page — not yet generated
5 🟡 medium generate rlhf-infrastructure-overview 09-algorithms-systems-for-ai Stub page — not yet generated
6 🟡 medium generate what-can-you-build-next-template-04-neural-networks-deep-learning 04-neural-networks-deep-learning Stub page — not yet generated

Audit Issues

Audit — 2026-05-27 14:54 EDT

111 pages scanned · 0 critical · 124 warnings

Warning

  • curriculum/arcs.md [missing_section]: Missing section '## The territory'
  • curriculum/arcs.md [missing_section]: Missing section '## How it works'
  • curriculum/arcs.md [missing_section]: Missing section '## Where the field is now'
  • curriculum/arcs.md [missing_section]: Missing section '## What's still open'
  • curriculum/arcs.md [missing_section]: Missing section '## Where to read next'
  • curriculum/arcs.md [no_arxiv]: No arXiv sources found — page needs academic citations
  • curriculum/core/06-reinforcement-learning/concepts/model-based-reinforcement-learning.md [no_arxiv]: No arXiv sources found — page needs academic citations
  • curriculum/core/06-reinforcement-learning/concepts/ppo.md [no_arxiv]: No arXiv sources found — page needs academic citations
  • curriculum/core/05-statistical-probabilistic-ml/concepts/mcmc.md [no_arxiv]: No arXiv sources found — page needs academic citations
  • curriculum/core/07-attention-memory-reasoning-continual/concepts/attention.md [no_arxiv]: No arXiv sources found — page needs academic citations
  • curriculum/core/02-generative-modeling/concepts/flow-matching.md [no_arxiv]: No arXiv sources found — page needs academic citations
  • curriculum/core/02-generative-modeling/concepts/latent-diffusion-models.md [no_arxiv]: No arXiv sources found — page needs academic citations
  • curriculum/core/08-causal-statistical-inference/concepts/do-calculus.md [no_arxiv]: No arXiv sources found — page needs academic citations
  • curriculum/core/03-representation-learning/concepts/self-supervised-learning.md [no_arxiv]: No arXiv sources found — page needs academic citations
  • curriculum/core/04-neural-networks-deep-learning/concepts/scaling-laws.md [no_arxiv]: No arXiv sources found — page needs academic citations
  • curriculum/core/04-neural-networks-deep-learning/concepts/layer-normalization.md [no_arxiv]: No arXiv sources found — page needs academic citations
  • curriculum/core/09-algorithms-systems-for-ai/concepts/kv-cache.md [no_arxiv]: No arXiv sources found — page needs academic citations
  • curriculum/core/09-algorithms-systems-for-ai/concepts/reinforcement-learning-schedulers.md [no_arxiv]: No arXiv sources found — page needs academic citations
  • curriculum/core/06-reinforcement-learning/concepts/model-based-reinforcement-learning.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/06-reinforcement-learning/concepts/mdp.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/06-reinforcement-learning/concepts/policy-gradients.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/06-reinforcement-learning/concepts/world-models.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/06-reinforcement-learning/concepts/ppo.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/06-reinforcement-learning/concepts/q-learning.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/06-reinforcement-learning/concepts/actor-critic.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/06-reinforcement-learning/concepts/policy-gradient.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/05-statistical-probabilistic-ml/concepts/mcmc.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/05-statistical-probabilistic-ml/concepts/gaussian-processes.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/05-statistical-probabilistic-ml/concepts/bayesian-inference.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/05-statistical-probabilistic-ml/concepts/uncertainty-quantification.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/05-statistical-probabilistic-ml/concepts/bayesian-optimization.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/05-statistical-probabilistic-ml/concepts/expectation-maximization.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/05-statistical-probabilistic-ml/concepts/variational-inference.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/05-statistical-probabilistic-ml/concepts/probabilistic-programming.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/05-statistical-probabilistic-ml/concepts/em-algorithm.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/07-attention-memory-reasoning-continual/concepts/multi-head-attention.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/07-attention-memory-reasoning-continual/concepts/in-context-learning.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/07-attention-memory-reasoning-continual/concepts/positional-encoding.md [persona_drift]: Persona(s) outside canonical set: ['curious-learner', 'cs-student', 'applied-engineer', 'theory-student', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/07-attention-memory-reasoning-continual/concepts/attention.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/07-attention-memory-reasoning-continual/concepts/long-context.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/07-attention-memory-reasoning-continual/concepts/retrieval-augmented-generation.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/02-generative-modeling/concepts/diffusion-models.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/02-generative-modeling/concepts/consistency-models.md [persona_drift]: Persona(s) outside canonical set: ['curious-generalist', 'cs-student', 'applied-engineer', 'theory-student', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/02-generative-modeling/concepts/score-matching.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/02-generative-modeling/concepts/flow-matching.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/02-generative-modeling/concepts/generative-adversarial-networks.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher', 'curious-learner', 'theory-student', 'pm-decision-maker']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/02-generative-modeling/concepts/latent-diffusion-models.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/02-generative-modeling/concepts/variational-autoencoders.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/10-complexity-cognition-natural-intelligence/concepts/generalization.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
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  • curriculum/core/08-causal-statistical-inference/concepts/causal-representation-learning.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/08-causal-statistical-inference/concepts/causal-discovery.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/08-causal-statistical-inference/concepts/instrumental-variables.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/08-causal-statistical-inference/concepts/mediation-analysis.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/08-causal-statistical-inference/concepts/do-calculus.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
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  • curriculum/core/03-representation-learning/concepts/self-supervised-learning.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/03-representation-learning/concepts/contrastive-learning.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/03-representation-learning/concepts/masked-autoencoders.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
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  • curriculum/core/03-representation-learning/concepts/data-augmentation.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/04-neural-networks-deep-learning/concepts/scaling-laws.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher', 'curious-learner', 'theory-student']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/04-neural-networks-deep-learning/concepts/regularization.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/04-neural-networks-deep-learning/concepts/backpropagation.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher', 'curious-learner', 'theory-student']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/04-neural-networks-deep-learning/concepts/residual-connections.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/04-neural-networks-deep-learning/concepts/transformer-architecture.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/04-neural-networks-deep-learning/concepts/normalization.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/04-neural-networks-deep-learning/concepts/residual-networks.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/04-neural-networks-deep-learning/concepts/what-can-you-build-next-template-04-neural-networks-deep-learning.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/04-neural-networks-deep-learning/concepts/transformers.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/04-neural-networks-deep-learning/concepts/gradient-descent.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/04-neural-networks-deep-learning/concepts/layer-normalization.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/04-neural-networks-deep-learning/concepts/optimization.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/04-neural-networks-deep-learning/concepts/adaptive-optimizers.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/04-neural-networks-deep-learning/concepts/batch-normalization.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/09-algorithms-systems-for-ai/concepts/llm-inference.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/09-algorithms-systems-for-ai/concepts/connected-topics-template-09-algorithms-systems-for-ai.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/09-algorithms-systems-for-ai/concepts/llm-architecture-optimizations.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/09-algorithms-systems-for-ai/concepts/precision-scaling.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/09-algorithms-systems-for-ai/concepts/distributed-training.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/09-algorithms-systems-for-ai/concepts/compiler-optimizations-for-ml.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/09-algorithms-systems-for-ai/concepts/communication-collectives.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/09-algorithms-systems-for-ai/concepts/quantization-aware-training.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/09-algorithms-systems-for-ai/concepts/policy-gradient-theory.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/09-algorithms-systems-for-ai/concepts/reinforcement-learning.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/09-algorithms-systems-for-ai/concepts/mixed-precision-training.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/09-algorithms-systems-for-ai/concepts/model-parallelism.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/09-algorithms-systems-for-ai/concepts/tensor-parallelism.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'curious-learner', 'theory-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
  • curriculum/core/09-algorithms-systems-for-ai/concepts/post-training-quantization.md [persona_drift]: Persona(s) outside canonical set: ['cs-student', 'applied-engineer', 'frontier-researcher']. Allowed: ['applied-ai-engineer', 'applied-researcher', 'research-engineer']
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This report is regenerated automatically. The supervisor updates agents/sprints/current.md with the top work items.