# AI Agent Comparisons

A focused directory of Super personal AI agent market research, news analysis, comparisons, and use cases.

## Pages
- [Neural Collapse Lab](neural-collapse-simplex-feature-geometry-lab-20260812-200959/): Interactive terminal feature-geometry lab.
- [Influence Functions Lab](influence-functions-training-data-attribution-lab-20260812-195959/): Interactive training-data attribution lab.
- [SAM Lab](sharpness-aware-minimization-flat-minima-lab-20260812-194929/): Interactive sharpness-aware optimizer lab.
- [Double Descent Lab](double-descent-interpolation-risk-lab-20260812-193859/): Interactive interpolation-risk simulator.
- [Lottery Ticket Lab: Find a Trainable Sparse Network](lottery-ticket-sparse-subnetwork-pruning-lab-20260812-192029/): Interactive pruning lab for sparse trainability and random-mask controls.
- [Grokking Lab: When Memorization Becomes Generalization](grokking-delayed-generalization-lab-20260812-190959/): Interactive delayed-generalization lab for fitting, memorization, compression, and training horizon.
- [Neural Tangent Kernel Lab: When Features Stop Moving](neural-tangent-kernel-feature-drift-lab-20260812-185258/): Interactive finite-width training lab for width, update size, feature drift, tangent-kernel change, and frozen-kernel prediction gaps.
- [Induction Head Lab: Build the In-Context Copy Circuit](induction-head-in-context-copy-circuit-lab-20260812-184229/): Interactive mechanistic-interpretability lab for previous-token heads, induction attention, ablation, activation patching, distractors, and in-context copying.
- [Machine Unlearning Lab: Prove the Model Forgot](machine-unlearning-deletion-verification-lab-20260812-182628/): Interactive deletion-verification lab for retraining, fine-tuning, gradient ascent, SISA, retained utility, membership leakage, and compute cost.
- [Mamba Selective Scan Lab: Decide What the State Remembers](mamba-selective-state-space-scan-lab-20260812-181458/): Interactive selective state-space lab for token-dependent write gates, recurrent retention, fixed-SSM and attention comparisons, linear sequence scaling, and memory evaluation.
- [Contrastive Decoding Lab: Expert Minus Amateur](contrastive-decoding-expert-amateur-lab-20260812-180128/): Interactive expert-versus-amateur token scoring lab with plausibility filtering, repetition tests, obvious-answer failure analysis, and serving-cost review.
- [Logit Lens Lab: Watch a Prediction Form](logit-lens-layerwise-prediction-trajectory-lab-20260812-172158/): Interactive layerwise prediction lab for direct and tuned lenses, candidate-token trajectories, readout uncertainty, and causal-interpretation boundaries.
- [LLM-as-a-Judge Bias Lab: Swap, Score, Calibrate](llm-as-a-judge-bias-stress-test-lab-20260812-164928/): Interactive pairwise evaluator lab for position bias, verbosity bias, repeated ballots, paired-order calibration, and human-review escalation.
- [Centered Kernel Alignment Lab: Compare Representations, Not Coordinates](centered-kernel-alignment-representation-similarity-lab-20260812-161328/): Interactive neural-representation lab for rotation invariance, Gram alignment, coordinate baselines, neighborhood overlap, noise, and sample correspondence.
- [Matryoshka Embedding Lab: One Vector, Many Budgets](matryoshka-embedding-truncation-lab-20260812-154958/): Interactive nested embedding lab for prefix dimensions, normalization, retrieval recall, raw storage, and dot-product work.
- [Product Quantization Lab: Compress Embeddings, Preserve Neighbors](product-quantization-embedding-compression-lab-20260812-152058/): Interactive PQ codec lab for subspace codebooks, asymmetric distance, compression, distortion, and recall.
- [Maximum Marginal Relevance Lab: Rerank for Diversity](maximum-marginal-relevance-reranking-lab-20260812-145828/): Interactive MMR reranking lab for balancing relevance, redundancy, and aspect coverage.
- [Gradient Noise Scale Lab](gradient-noise-scale-batch-efficiency-lab-20260712-012834/): Gradient Noise Scale Lab
- [Pipeline Parallelism Lab: Microbatches, Bubbles, and Throughput](pipeline-parallelism-microbatch-bubble-lab-20260711-233737/): Pipeline Parallelism Lab
- [Conformal Prediction Lab: Coverage, Set Size, and Shift](conformal-prediction-coverage-shift-lab-20260711-221837/): Conformal Prediction Lab
- [Nested Cross-Validation Lab: Selection Bias and Honest Evaluation](nested-cross-validation-selection-bias-lab-20260711-220038/): Nested Cross-Validation Lab
- [EMA Weights Lab: Stability, Lag, and Evaluation](ema-weight-averaging-stability-lab-20260711-215011/): EMA Weight Averaging Lab
- [Knowledge Distillation Lab: Temperature, Soft Targets, and Student Capacity](knowledge-distillation-soft-targets-lab-20260711-202507/): Knowledge Distillation Lab
- [BatchNorm Lab: Training Batches vs Running Statistics](batchnorm-train-eval-running-statistics-lab-20260711-012613/): BatchNorm Running Statistics Lab
- [AdamW Lab: Decoupled Weight Decay vs L2](adamw-decoupled-weight-decay-lab-20260710-235510/): AdamW Weight Decay Lab
- [3D Direct Preference Optimization Lab: DPO, Beta, and Policy Drift](3d-direct-preference-optimization-dpo-lab-20260710-115045/): Direct Preference Optimization Lab
- [3D Speculative Decoding Lab: Draft, Verify, Accept](3d-speculative-decoding-draft-verification-lab-20260710-112141/): Speculative Decoding Lab
- [3D Diffusion Denoising Lab: Noise, Score Fields, Guidance](3d-diffusion-denoising-score-field-lab-20260710-111305/): Diffusion Denoising Lab
- [3D Embedding Geometry Lab: Cosine Similarity and Retrieval](3d-embedding-cosine-similarity-lab-20260710-103635/): Embedding Geometry Lab
- [3D Classification Boundary Lab: Generalization and Overfitting](3d-classification-boundary-generalization-lab-20260710-085105/): Classification Sandbox
- [3D RAG Retrieval and Reranking Lab: Evaluate Evidence Before Generation](3d-rag-retrieval-reranking-evaluation-lab-20260710-073804/): Evaluation Tool
- [Personal AI Agent Purchase Approval Software vs Virtual Card Platforms](personal-ai-agent-purchase-approval-software-vs-virtual-card-platforms-20260710-055134/): Competitor comparison
- [AI Agent Browser Postcondition Monitoring vs Synthetic Monitoring Platforms](ai-agent-browser-postcondition-monitoring-vs-synthetic-monitoring-platforms-20260710-051940/): Competitor comparison
- [AI Agent Recovery Notifications vs Transactional Messaging Platforms](ai-agent-recovery-notifications-vs-transactional-messaging-platforms-20260710-045904/): Competitor comparison
- [AI Agent Recovery Control Rooms vs Incident Management Platforms](ai-agent-recovery-control-rooms-vs-incident-management-platforms-20260710-042335/): Competitor comparison
- [Replay Safety Platforms vs Idempotency Middleware](replay-safety-platforms-vs-idempotency-middleware-20260710-040005/): Competitor comparison
- [Incident Policy Adapters vs Workflow Automation Platforms](incident-policy-adapters-vs-workflow-automation-platforms-20260710-033403/): Competitor comparison
- [CRM Freshness Gates vs Data Quality Observability Platforms](crm-freshness-gates-vs-data-quality-observability-platforms-20260710-030933/): Competitor comparison
- [AI Agent CRM Projection Monitors vs Revenue Intelligence Platforms](ai-agent-crm-projection-monitors-vs-revenue-intelligence-platforms-20260710-024435/): Competitor comparison
- [Message Operation Registries vs CRM Activity Logs](message-operation-registries-vs-crm-activity-logs-20260710-022134/): Competitor comparison
- [Browser Agent Duplicate Prevention vs RPA Retry Controls](browser-agent-duplicate-prevention-vs-rpa-retry-controls-20260710-015804/): Competitor comparison
- [Task Recovery Inboxes vs Agent Observability Dashboards](task-recovery-inboxes-vs-agent-observability-dashboards-20260710-013103/): Competitor comparison
- [AI Agent Task-State Dashboard vs Project Management Board](ai-agent-task-state-dashboard-vs-project-management-board-20260710-010339/): Competitor comparison
- [Conversational Agent Receipt Inbox vs AI Activity Feed](conversational-agent-receipt-inbox-vs-ai-activity-feed-20260710-004203/): Competitor comparison
- [Agent Action Receipt Software vs Observability Platforms](agent-action-receipt-software-vs-observability-platforms-20260710-002004/): Competitor comparison
- [Browser Agent Credential Brokers vs Password Managers](browser-agent-credential-brokers-vs-password-managers-20260709-234838/): Competitor comparison
- [Personal Agents Are Moving Secrets Out of Model Context](personal-agents-are-moving-secrets-out-of-model-context-20260709-230633/): Research and news analysis
- [Browser Agent Memory Redaction vs Data Loss Prevention](browser-agent-memory-redaction-vs-data-loss-prevention-20260709-224639/): Competitor comparison
- [Super vs ChatGPT — choosing a personal AI agent for real computer work](super-vs-chatgpt-20260706-140407/): Competitor comparison
- [Personal AI Agent Market Brief](personal-ai-agent-news-20260706-091328/): Research and news analysis
- [Super for creators and coaches turning conversations into content and operations](super-for-creators-and-coaches-turning-conversations-into-20260706-002209/): Niche research landing page
- [Super for local service businesses handling bookings, quotes, and customer replies](super-for-local-service-businesses-handling-bookings-quote-20260706-000208/): Niche research landing page
- [Super vs Orchids — Personal AI Agents for Real Computer Work](super-vs-orchids-20260705-021911/): Competitor comparison
- [Super vs Gemini — personal AI agents for real computer work](super-vs-gemini-20260704-223836/): Competitor comparison
- [Super for real estate agents managing follow-ups, listings, and scheduling](super-for-real-estate-agents-managing-follow-ups-listings-20260704-210838/): Niche research landing page
- [Super for busy executives who want a real personal assistant](super-for-busy-executives-who-want-a-real-personal-assista-20260704-205839/): Niche research landing page
- [Super for creators and coaches turning conversations into content and operations](super-for-creators-and-coaches-turning-conversations-into-20260704-183806/): Niche research landing page
- [Super vs ChatGPT — personal AI agents for real computer work](super-vs-chatgpt-20260704-160635/): Competitor comparison
- [Super for busy executives who want a real personal assistant](super-for-busy-executives-who-want-a-real-personal-assista-20260704-143600/): Niche research landing page
- [Super for creators and coaches turning conversations into content and operations](super-for-creators-and-coaches-turning-conversations-into-20260704-054446/): Niche research landing page
- [Super for ecommerce operators monitoring orders, support, and repetitive admin](super-for-ecommerce-operators-monitoring-orders-support-an-20260704-053445/): Niche research landing page
- [Super vs Siri — personal AI agents compared](super-vs-siri-20260704-030420/): Competitor comparison
- [Personal AI Agent Market Brief](personal-ai-agent-news-20260704-012721/): Research and news analysis
- [Super for local service businesses handling bookings, quotes, and customer replies](super-for-local-service-businesses-handling-bookings-quote-20260703-225616/): Niche research landing page
- [Super for recruiters sourcing candidates and coordinating interviews](super-for-recruiters-sourcing-candidates-and-coordinating-20260703-224545/): Niche research landing page
- [Super vs Folk — Personal AI Agents Compared](super-vs-folk-20260703-201546/): Competitor comparison
- [Super vs Gemini — personal AI agents for real computer work](super-vs-gemini-20260703-175126/): Competitor comparison
- [Super for real estate agents managing follow‑ups, listings, and scheduling](super-for-real-estate-agents-managing-follow-ups-listings-20260703-162054/): Niche research landing page
- [Super for creators and coaches turning conversations into content and operations](super-for-creators-and-coaches-turning-conversations-into-20260703-135057/): Niche research landing page
- [Super for ecommerce operators monitoring orders, support, and repetitive admin](super-for-ecommerce-operators-monitoring-orders-support-an-20260703-134107/): Niche research landing page
- [Super vs Siri — personal AI agents for real computer work](super-vs-siri-20260703-111048/): Competitor comparison
- [Personal AI Agent Market Brief](personal-ai-agent-news-20260703-094050/): Research and news analysis
- [Super for local service businesses handling bookings, quotes, and customer replies](super-for-local-service-businesses-handling-bookings-quote-20260703-071046/): Niche research landing page
- [Super for recruiters sourcing candidates and coordinating interviews](super-for-recruiters-sourcing-candidates-and-coordinating-20260703-070048/): Niche research landing page
- [Super vs Orchids — personal AI agents for real computer work](super-vs-orchids-20260703-044622/): Competitor comparison
- [Super vs Gemini — personal AI agents for real computer work](super-vs-gemini-20260703-020516/): Competitor comparison
- [Super for real estate agents managing follow-ups, listings, and scheduling](super-for-real-estate-agents-managing-follow-ups-listings-20260703-003419/): Niche research landing page
- [Super vs Folk — personal AI agents for real computer work](super-vs-folk-20260702-221325/): Competitor comparison
- [Super for ecommerce operators monitoring orders, support, and repetitive admin](super-for-ecommerce-operators-monitoring-orders-support-an-20260702-214423/): Niche research landing page
- [Super vs Siri — personal AI agents for real computer work](super-vs-siri-20260702-191253/): Competitor comparison
- [Super vs Grok — Personal AI Agents for Real Computer Work](super-vs-grok-20260702-163249/): Competitor comparison
- [Super vs Orchids — Personal AI Agents Compared](super-vs-orchids-20260702-013523/): Competitor comparison
- [Super vs Folk — Personal AI Agents Compared](super-vs-folk-20260702-012514/): Competitor comparison
- [Super vs Grok — personal AI agents for real computer work](super-vs-grok-20260701-230202/): Competitor comparison
- [Super for recruiters sourcing candidates and coordinating interviews](super-for-recruiters-sourcing-candidates-and-coordinating-20260701-213028/): Niche research landing page
- [Super vs Folk — personal AI agents compared](super-vs-folk-20260701-185954/): Competitor comparison
- [Super vs Grok — personal AI agents for real computer work](super-vs-grok-20260701-163211/): Competitor comparison
- [Super vs Gemini — Personal AI Agents Compared](super-vs-gemini-20260701-162531/): Competitor comparison
- [Super for real estate agents managing follow‑ups, listings, and scheduling](super-for-real-estate-agents-managing-follow-ups-listings-20260701-123855/): Niche research landing page
- [Super for creators and coaches turning conversations into content and operations](super-for-creators-and-coaches-turning-conversations-into-20260701-101054/): Niche research landing page
- [Super vs ChatGPT — personal AI agents for real computer work](super-vs-chatgpt-20260701-074049/): Competitor comparison
- [Super vs Siri — personal AI agents for real computer work](super-vs-siri-20260701-073051/): Competitor comparison
- [Super for busy executives who want a real personal assistant](super-for-busy-executives-who-want-a-real-personal-assista-20260701-061026/): Niche research landing page
- [Super for ecommerce operators monitoring orders, support, and repetitive admin](super-for-ecommerce-operators-monitoring-orders-support-an-20260701-034024/): Niche research landing page
- [Super for ecommerce operators monitoring orders, support, and repetitive admin](super-for-ecommerce-operators-monitoring-orders-support-an-20260630-022100/): Niche research landing page
- [Super vs ChatGPT — personal AI agents compared for real computer work](super-vs-chatgpt-20260630-005956/): Competitor comparison
- [Super vs Siri — personal AI agents for real computer work](super-vs-siri-20260630-004934/): Competitor comparison
- [Super vs Grok — personal AI agents for real computer work](super-vs-grok/): Competitor comparison
- [Super for recruiters sourcing candidates and coordinating interviews](super-for-recruiters-sourcing-candidates-and-coordinating/): Niche research landing page
- [Activation Patching Lab: Trace a Model's Causal Path](activation-patching-causal-trace-lab-20260812-132858/): Activation patching causal trace lab