Autonomous AI built for environments where data cannot leak.
Gayatri AI develops course-independent Socratic tutoring platforms, air-gapped financial operations workbenches, and developer infrastructure — executing entirely on local silicon with deterministic verification. Zero cloud dependency. Zero student or enterprise data egress.
Deterministic Local Execution Stack
Engineered systems with public code.
All 10 systems below are functional software packages with active code repositories, architectural specifications, and deterministic test harnesses.
Gayatri AI Platform
Course-independent Socratic tutoring platform with 16-step pedagogical orchestration. Runs entirely on CPU with <1GB RAM via local SLM (llama-cpp-python) with zero cloud dependency. Scoped RAG ensures zero cross-course data contamination and absolute student privacy.
- 4 Dedicated Portals: Student Learning Desk, Teacher Copilot & Intervention Queue, Parent Oversight, and Multi-Tenant Institution Governance.
- 16-Step Pedagogical Turn Lifecycle: Enforces graduated Socratic questioning, misconception diagnosis, and zero answer leakage.
Gayatri Chemistry Tutor
NCERT-aligned adaptive AI tutor specialized for Class 11-12 NCERT, JEE, and NEET Chemistry (Thermodynamics & Inorganic Chemistry). Pairs a fine-tuned Qwen 2.5-1.5B model with deterministic formula and reaction evaluators.
- 17-Stage Fine-Tuning Curriculum: Trained on Colab T4 with Qwen2.5-1.5B-Instruct using LoRA/PEFT across thermodynamics and inorganic chemistry.
- Deterministic Answer Evaluators: Custom symbolic checks for numerical tolerances, stoichiometry, formula normalization, and MCQ without naive string matching.
Gayatri AI BFSI Workbench
Institutional-grade financial operations workbench designed for Banks, NBFCs, and Insurers. Executes loan underwriting verification, health insurance claims adjudication, and RBI grievance triage behind strict air-gapped network guards.
- Strict Local Air-Gap Socket Guard: Intercepts operating system sockets to guarantee zero outbound transmission of sensitive customer financial records.
- Automated Loan Underwriting: Ingests scanned loan agreements, salary slips, and bank statements via RapidOCR, with arithmetic and reducing EMI validation.
Gayatri Intern Workbench
Collaborative cloud-ready engineering IDE where interns develop in isolated Git worktrees, resolve conflicts visually, and collaborate with context-aware AI assistants to ship production PRs.
- Isolated Git Worktrees: Interns code in isolated file workspaces without branch collisions; features in-app merge conflict resolution.
- Monaco Side-by-Side Diff Editor: Visual review modal comparing original code with streaming AI suggestions before one-click patch application.
Gayatri Agent SDK
Modular Python package providing standardized contracts, local execution harness, CLI runner, and synthetic test suites for building modular AI agents across Gayatri's 47-agent mesh.
- Standardized Agent Contract: Enforces BaseAgent, AgentContext, and AgentResult conventions across all cognitive clusters.
- CLI Offline Runner: `gayatri-agent` CLI tool for testing agent reasoning offline with synthetic test payloads and confidence scoring.
Gayatri Local LLM API
Drop-in, 100% OpenAI-compatible local API server using local GGUF models via llama-cpp-python and FastAPI. Features dynamic RAM allocation, LRU model eviction, and native tool calling.
- 100% OpenAI Specification: Implements /v1/chat/completions, /v1/models, and /v1/embeddings. Works seamlessly with official OpenAI SDKs.
- Dynamic VRAM/RAM Memory Management: Automatically calculates memory requirements from GGUF metadata with LRU eviction and idle unloading.
GayatriBot HR Automation
Enterprise-grade automated HR and recruitment system connecting Google Forms, local Ollama resume parsing, rotating SMTP email pools, automated PDF offer letters, and administrative dashboards.
- Continuous Form Polling: Monitors incoming applicant submissions every 5 minutes via Google Sheets API.
- Local AI Resume Parsing: Uses local Ollama models to parse, extract skills, and match candidate CVs against internship prerequisites.
Gayatri Referral & Growth System
Dedicated Flask application tracking student and intern referrals with 30-day attribution cookies, roster-gated authentication, dual-stage admin payment verification, and real-time earnings dashboards.
- Roster-Gated Authentication: Candidate signups are cross-referenced with approved cohort rosters before granting referral privileges.
- 30-Day Cookie Attribution: Tracks referral links with last-click attribution resolution and HTTP-only cookie persistence.
Gayatri STEM Knowledge Packs
Turnkey institutional curricula engineered for scoped RAG ingestion: MATH201 (Engineering Mathematics), EC202 (Digital Electronics), and CHEM101 (Senior Secondary Chemistry) with pre-indexed concept graphs.
- MATH201 (Engineering Math): ODEs, Laplace Transforms, Fourier Series, and Linear Algebra with 30+ concept cards.
- EC202 (Digital Electronics): Boolean algebra, logic gates, flip-flops, with detection & remediation of logic inversion traps.
Catalyser Dedicated IIT-JEE Tutor Model
Authoritative technical and commercial specification (DBERT x Catalyser Strategic Partnership, Indore) defining dedicated on-premise model weights, milestone delivery, and adaptive learning systems for IIT-JEE Advanced.
- Operational Hub in Indore, Madhya Pradesh (Catalyser Strategic Partnership: https://www.catalyser.in/).
- Dedicated adaptive learning models tailored for IIT-JEE Main, Advanced & Olympiad problem solving.
Catalyser Dedicated IIT-JEE Tutor Model
Authoritative technical and commercial specification (DBERT x Catalyser Strategic Partnership, Indore) defining dedicated on-premise model weights, milestone delivery, and adaptive learning systems for IIT-JEE Advanced.
- Operational Hub in Indore, Madhya Pradesh (Catalyser Strategic Partnership: https://www.catalyser.in/).
- Dedicated adaptive learning models tailored for IIT-JEE Main, Advanced & Olympiad problem solving.
Why generic cloud LLMs fail in higher education.
In education, generic AI chatbots spoon-feed final answers, strip students of productive struggle, hallucinate non-syllabus formulas, and leak sensitive student conversations to external API clouds.
“Engineering logbook: Evaluators enforce symbolic mathematical tolerances — answer leakage is prohibited by deterministic state machines, preventing prompt injection bypasses.”
Unified Institutional Governance
Socratic dialogue grounded in course notes
Students interact with a conversational assistant that asks probing questions, suggests step-by-step derivations, and adapts difficulty dynamically. Supports 8 Indian regional languages.
Cohort health & student intervention queue
Teachers receive real-time alerts when groups of students stumble on specific concepts (e.g., 28% struggling with NAND/NOR logic duality). Triage rosters pinpoint learners needing pre-exam review.
Screen-time visibility with 4 privacy tiers
Parents monitor mastery milestones, active study sessions, and subject focus without invading conversation privacy. Tiers range from Full Transparency to Summary-Only and Restricted.
Bring-your-curriculum & air-gapped security
School and college administrators upload textbooks, lecture slides, and question banks. The platform chunks, embeds, and activates scoped RAG within isolated institutional tenant boundaries.
16-Step Socratic Turn Lifecycle
Evidence Intake
Sanitizes prompt, evaluates previous answer correctness, logs append-only event.
Mastery Update
Calculates multi-factor competency score and updates Ebbinghaus decay schedule.
Misconception Check
Scans for known domain conceptual traps (e.g. logic duality, sign inversions).
Graduated Prompting
Generates analogy or stepped hint with zero answer disclosure. Scans for answer leakage.
Gayatri AI BFSI Workbench
Institutional-grade, air-gapped operations workbench for Banks, NBFCs, and Insurers. Guarantees zero outbound data leakage of sensitive customer records through strict socket-level guards.
- Loan Underwriting: RapidOCR ingestion, arithmetic reconciliation, and reducing EMI verification.
- Health Claim Adjudication: Clause-level policy RAG with mandatory citation and strict abstention.
- RBI Grievance Triage: Taxonomy classification, maker-checker gate, and dispute draft generator.
- Cryptographic Trust: SHA-256 hash-chained audit ledger with 1-click integrity verification.
Gayatri Intern Workbench & Agent SDK
A multi-tenant, dependency-aware engineering environment where developers collaborate with local and OpenRouter AI models in isolated Git worktrees without merge collisions.
- Isolated Git Worktrees: Conflict-free concurrent coding with in-app merge resolution.
- Monaco Diff Review: Visual side-by-side review of streaming AI code patches.
- In-Workspace Test Runner: Real-time pytest execution with automated "Fix with AI" forwarder.
- Topological DAG Graph: Interactive dependency visualizer enforcing prerequisite task completion.
Deterministic Benchmarks & Quality Gates
Every system release is evaluated against frozen benchmark suites. We do not evaluate using subjective LLM-as-a-judge scores; all metrics are deterministically asserted.
1,252 / 1,252
Passing Pytest suites across 43 release phases including auth, scoped RAG, memory isolation, and capacity.
12 / 12 Target Metrics
100% agreement on loan underwriting cases, arithmetic reconciliations, and health claim policy clause citations.
305 / 305 Domain Tests
Numerical tolerance, stoichiometry equation balance, and misconception trap identification tests passed.
Deploy an air-gapped intelligent system
Our engineering team conducts on-premise installations, custom curriculum vectorization, and air-gapped security audits for universities and enterprise institutions.