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Algorithms

41 Algorithms & Analysearch

41-algorithm framework with staged rollout across 9 tiers, separating public SDK verification from enterprise runtime validation and benchmark scope.

41

Algorithms

9

Capability Tiers

4

Analysearch Modes

0.3% benchmark

Benchmark Scope

Interactive System

Analysearch Intent Engine

Test Analysearch directly — select Quick, Standard, Deep, or Mirror mode to see the full execution pipeline and simulated output at each reasoning depth.

4 Modes
Analysearch
Depth
Adaptive
Output
Traceable
Pixel Accent

41 algorithms, one intent surface

This page shows how the capability groups work together, from intent interpretation to verified decision support.

The 9-Tier Architecture

The 41 algorithms are grouped into 9 capability tiers. This public page uses public sdk verification lane for claims tied to the open release path and enterprise runtime snapshot when referring to the broader runtime footprint.

Live Interaction

Try Analysearch Interactively

Enter a question or select an example query, then switch modes to observe how the execution trace changes with reasoning depth. (Results shown are a simulation — not a live backend connection.)

Execution Trace

Quick Mode

Intent-Centric Runtime
1
Parse Intent
2
Pattern Match
3
Cache Lookup
4
Direct Answer
Tier 1Foundation(Core primitives)4 alg.

Intent parsing, normalization, token discipline, and baseline routing used across every workflow.

Intent ParserToken NormalizerSchema ValidatorBaseline Router
Complexity levelT1/9
Tier 2Analysis(Signal extraction)5 alg.

Entity detection, context classification, semantic tagging, and pattern recognition for incoming tasks.

Entity ExtractorContext ClassifierSemantic TaggerPattern RecognizerPriority Scorer
Complexity levelT2/9
Tier 3Reasoning(Decision paths)5 alg.

Structured reasoning strategies that expand, compare, and validate alternative solution paths.

Chain-of-Thought EngineCounterfactual ComparatorHypothesis GeneratorPath EvaluatorDelta ValidatorSee: FDIA Equation →
Complexity levelT3/9
Tier 4Orchestration(Model routing)4 alg.

Task-to-model coordination that selects the best reasoning surface for speed, cost, and quality.

Task-to-Model RouterLoad BalancerPriority QueueSession CoordinatorSee: JITNA RFC-001 →
Complexity levelT4/9
Tier 5Verification(Trust controls)5 alg.

Consensus, hallucination checks, evidence scoring, and quality gates for production responses.

Consensus AggregatorHallucination DetectorEvidence ScorerQuality GateAudit LoggerSee: SignedAI →
Complexity levelT5/9
Tier 6Memory(Persistent context)4 alg.

Compression, semantic indexing, retrieval, and continuity logic that preserve context across sessions.

Delta Engine CompressorSemantic IndexerContext RetrieverTTL Manager
Complexity levelT6/9
Tier 7Adaptation(Feedback loops)5 alg.

System behaviors that personalize output, tune execution, and learn from repeated enterprise use cases.

Personalization EngineFeedback ProcessorProfile TunerBehavior CalibratorDomain Adapter
Complexity levelT7/9
Tier 8Synthesis(Cross-domain fusion)5 alg.

Mechanisms that connect signals from multiple disciplines to produce more useful insights.

Cross-Domain FusionInsight GeneratorMulti-Source MergerOutput AssemblerFormat Renderer
Complexity levelT8/9
Tier 9Autonomy(Planning systems)4 alg.

Longer-horizon planning, constraint handling, and governed autonomous execution for complex workflows.

Long-Horizon PlannerConstraint SolverGoal DecomposerExecution Monitor
Complexity levelT9/9

Analysearch

A hybrid methodology that seamlessly combines analytical processing with research-grade synthesis across 4 distinct modes.

1

Quick

Instant responses for straightforward queries

2

Standard

Balanced analysis with multi-source validation

3

Deep

Thorough cross-domain synthesis and research-grade output

4

Mirror

Reflective self-evaluation for maximum accuracy

Related Topics

Explore Our 41 Algorithms