Signal Observatory · 28.61°N 77.20°E · CH-00

Priyadeep Jaiswal

AI engineer building agents, evals & production LLM systems — ECE ’28, IIT Patna.

carrier lockedWindflow.ai · AI Engineering InternAmazon MLSS ’26 · top ~2%Noida, IN

Experience · Gurgaon, India · May—Jul 2026

Windflow.ai

AI Engineering Intern

  • Shipped a production LLM voice interviewer on GCP Cloud Run probing agents on 4 diagnostic pillars.
  • Unified 14 OCR engines and 9 LLM extractors into a single benchmark suite with 250+ automated tests.
  • Evaluated a 20-model forecasting zoo on 12 public datasets; GBMs beat seasonal-naive by 9–18% on RMSSE.
  • Led a pre-registered A/B study on 5 paired builds; measured 4–5% token savings, advised against adoption.
  • Developed a human-in-the-loop golden pipeline: ROVER voting, Dawid–Skene EM, and LLM arbitration.
  • Instrumented per-call LLM cost analytics (Langfuse, LiteLLM) on a PostgreSQL backend with abuse detection.
GCP Cloud RunLLM pipelinesWhisperLangfuseLiteLLMPostgreSQLEvals

Flagship project

Meridian

Multi-Agent Energy Supply-Chain AI

  • Built a multi-agent crisis-response app in 2.4K LOC TypeScript with 12 components and 3 sim engines.
  • Wired 4 live data APIs (EIA, GDELT, OFAC, AISStream) into a real-time deck.gl geospatial dashboard.
  • Modeled a 6-metric economic cascade with a sanctions-compliance layer vetting 3 reroutes per crisis.
Next.jsTypeScriptdeck.glMulti-agentLive APIs
GitHub

Project · Team of 4

TARK AI

AI Legal Assistant & Contract Generator

  • Co-developed (team of 4) an AI legal assistant serving 3 user personas that auto-generates legal contracts.
  • Architected a 2-stage Generator–Challenger LLM pipeline where a fact-checker model verifies every answer.
  • Programmed 6+ parameterized legal templates (NDA, rent, partnership) that auto-render LaTeX to PDF.
  • Instrumented audit-mode JSON logging and a 5-turn conversation memory capturing every model decision.
PythonOllamaLaTeXLLM pipeline
GitHubPitch deck

Project · IIT Patna

Campus Cab Pooling

Ride-pooling platform for IIT Patna

  • Built a ~900-LOC MVC desktop app (Python) for campus ride pooling across 3 route types and festivals.
  • Modeled a normalized 3-table SQLite schema with SHA-256 password hashing and credential validation.
  • Engineered 3 search modes: fuzzy Levenshtein matching, date-range queries, and popular-route analytics.
PythonPyQt5SQLiteMVC
GitHubPresentation

Signals received · Achievements

Four signals, locked.

~2%

Amazon ML Summer School 2026

selection rate

AIR 5673

JEE Advanced 2024

of 250,000 shortlisted

98.7

JEE Mains 2024

percentile · 1.5M candidates

Bronze

Inter IIT Cultural Meet 7.0

vs all 23 IITs

CH-06 · Overlook

The observatory grows as I ship.

Every station is live data — new work becomes a new place. The full record waits below.

Transmission log

Signals received

~2%

Amazon ML Summer School 2026

Selected in top 3,000 of 134,000+ applicants (~2% selection rate).

2026

AIR 5673

JEE Advanced 2024

All India Rank 5673 among the top 2.5 lakh shortlisted JEE Mains qualifiers.

2024

98.7

JEE Mains 2024

98.7 percentile (AIR 19903) among 1.5 million candidates nationwide.

2024

Bronze

Inter IIT Cultural Meet 7.0

Bronze medal in Stageplay, competing against teams from all 23 IITs.

2024

Instrument panel

Calibrated systems

Programming

PythonTypeScriptJavaScriptC++CSQLBash

AI / ML

LLM Pipeline DesignAgentic SystemsPrompt EngineeringSTT (Whisper, Sarvam)LightGBM

Frameworks & Databases

Next.jsReactNode.js / ExpressFastAPIPrismaPostgreSQLSQLitePyQt5

Cloud & Tools

GCP (Cloud Run, Cloud SQL, Secret Manager)DockerLangfuseGitFigmaLaTeX

Concepts

MVC ArchitectureModular System DesignDatabase Schema DesignREST APIsOOPDSAPRD

Coursework

Data StructuresSignals & SystemsProbabilityLinear AlgebraStatisticsComplex Analysis

Crew record

Origin & orbit

Education

Indian Institute of Technology, Patna

2024—2028 · CPI 7.55

Bachelor of Technology, Electronics and Communication Engineering

The Vivekanada School, Narela, Delhi

2022—2024 · 90.8%

CBSE, Class 12th, PCM

Beyond the console

TEDxIITPatna Sub-Coordinator

Curated 8 speakers from 1,000+ contacts for a 300+ attendee TEDx event.

Yavanika (Dramatics) Sub-Coordinator

Managed a 50-member cast across 5 productions; acted in 2 plays.

NSS Volunteer

Mentored 100+ students across 2 schools over 2 semesters via labs & wellness drives.

CH-04 · End of transmission

Open a channel.

Internships, research, ambitious builds — if it involves agents, evals, or worlds like this one, I want to hear about it.

Transmit — emailRésumé — PDFGitHubLinkedIn