The AKWebs AI Platforms

import { AcademicCluster, DoubtDirective } from "@akwebs/neuroflow";

// Initialize Kota Coaching Doubt Swarm
const cluster = new AcademicCluster({
  orchestrator: "llama-3-70b-instruct-nim",
  curriculum: "JEE_ADVANCED_2026",
  guardrails: true,
  hardwareAcceleration: "tensorrt"
});

const resolution = await cluster.execute(new DoubtDirective({
  studentDoubt: "Calculate angular acceleration of cylinder rolling down incline without slipping",
  tools: ["jee_neet_curriculum_rag", "latex_math_solver"],
  pedagogyMode: "socratic_step_by_step"
}));

import { NexusRAG, CurriculumIndex } from "@akwebs/nexusrag";

const ragEngine = new NexusRAG({
  curriculumStore: "ncert_jee_neet_archive",
  embeddingModel: "nvidia/nv-embedqa-e5-v5",
  precision: "fp16"
});

// Fast concept & PYQ traversal
const context = await ragEngine.query({
  topic: "Rotational Dynamics",
  examType: "JEE_ADVANCED",
  topK: 8,
  includeFormulaDerivations: true
});

import { VisionPulseOCR } from "@akwebs/visionpulse";

const vision = new VisionPulseOCR({
  model: "visionpulse-multimodal-v2",
  targetExam: "JEE_ADVANCED",
  enableStepErrorLocalization: true
});

// Process uploaded mobile photo of student solution
const result = await vision.analyzeNotebookPage({
  imageBuffer: studentMobilePhoto,
  expectedProblemId: "rotational_motion_q14"
});

console.log("Localized Error in Step:", result.errorStep, result.pedagogicalHint);

import { AgentOps, SyllabusGuardrail } from "@akwebs/agentops";

const guardrails = new AgentOps({
  curriculum: SyllabusGuardrail.JEE_MAIN_ADVANCED_2026,
  strictSyllabusEnforcement: true,
  zeroDataRetention: true
});

// Middleware intercepts all student-AI doubt dialogues
guardrails.audit((trace) => {
  if (trace.hasOutOfSyllabusConcept) {
    trace.redirectWithElementaryExplanation();
  }
});