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SYS // ONLINE|11 DETERMINISTIC SOLVERS

Step into the mind of the algorithm.

Inspect decision boundaries, priority queues, and line-by-line state machines in real time. Built for AI engineers, researchers, and students.

Latency< 0.2ms
Execution100% Pure
ComplexityO(b^d) → O(1)
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01 // a_star_heuristic_search.ts
STEP 1 / 10
STATE MATRIX: 6×8
S G F Path
S
○
○
G
TARGET: (4, 6)
Cost: f(n) = g(n) + h(n)
g(n) Cost0.0
h(n) Heuristic8.0
f(n) Total8.0
// A* State Logic
1. openSet.insert(start, f=h(s))
2. current = openSet.extractMin()
3. if current == goal: return path
4. for neighbor in neighbors(curr):
tentative_g = g[curr] + d
ACTIVE COORD:(1, 1)
02 // CORE ENGINE ARCHITECTURE

How ThinkViz models intelligence.

Moving beyond static animations. Pure decoupled mathematical engines executing step-by-step state machines.

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01 // Deterministic Graph Search

A*, BFS, DFS & Dijkstra
Priority Queues

Watch admissible heuristics guide search rays through complex labyrinth networks. Every state expansion recalculates open/closed lists without black-box approximations.

Frontier Resolution:Admissible & Consistent
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02 // Live Metric Telemetry

Microsecond Benchmarks
Zero Jitter

Quantify memory consumption, path cost ratios, and search tree depth frame-by-frame with tabular numeric precision.

Search Overhead:O(b^d) Monitored
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03 // Adversarial Game Decision

Minimax & Alpha-Beta
Pruning Trees

Visualize multi-agent zero-sum games. Watch alpha-beta pruning sever suboptimal decision branches before evaluation.

Pruning Efficiency:~60% Branch Cut
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04 // Fitness Topography

Simulated Annealing & Genetic TSP
Convergence

Explore fitness landscapes, thermal annealing schedules, and genetic crossover operators solving NP-hard combinatorial optimization challenges.

Heuristic Engine:Boltzmann Probability & Elitism
03 // ALGORITHM DOMAINS

Explore by category

Structured computational modules covering classical search, heuristic pathfinding, game trees, and machine learning.

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05 // SYSTEM INITIATIVE

Start exploring AI algorithms

Step through search, heuristic optimization, game trees, and machine learning simulators interactively. Build genuine mathematical intuition with deterministic zero-latency visual engines.