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Algorithms

41 Algorithms & Analysearch

41-algorithm framework with staged rollout across 9 tiers, with Analysearch providing the multi-depth analysis and synthesis layer.

41

Algorithms

9

Capability Tiers

4

Analysearch Modes

0.3% benchmark

Hallucination Rate

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. Each tier extends the one below it so the platform can route work according to business context, depth, and risk.

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