Hi, I am Ashreeta,

Every problem leaves a thread.

I follow it.

Trace first.

symptom → root cause → fix

  1. Python · FastAPI · Postgres + pgvector · Redis · Celery

    Memonative

    Symptom
    Agents forget between sessions
    Root cause
    Memory stored as flat text
    Fix
    Decay, consolidation, conflict resolution

    81%LongMemEval-S · 100% Recall@5

    View
  2. Next.js · FastAPI · LegalBERT · Flan-T5

    AI Legal Intent Rewriter

    Symptom
    Risky clauses slip through
    Root cause
    Intent buried in clause structure
    Fix
    Segment, classify intent, rewrite, flag

    0.912accuracy · 0.915 F1 on CUAD

    View
  3. Next.js 16 · Node WebSocket · Supabase · react-konva

    Brawer

    Symptom
    Strokes lag between players
    Root cause
    A database round-trip per stroke
    Fix
    Own WebSocket server, Zod protocol

    <100mslatency · 60fps · 15 lobbies

    View

Spun, ring by ring.

  1. 2022ITER, SOABTech · AI & ML

  2. Apr 2025Alesa AIFull-stack intern

  3. Jul 2025FreelanceEarth Again · Lifespark

  4. Dec 2025 → nowThe DeskZoho Partner · full-stack

businesses
7+
automated
80%
days uptime
90+

Connect the dots.

0 / 12 threads

Legal RewriterBrawerThe Desk agentMemonativeOpenClawHermesMCPClaude CodeLangChainHuggingFaceLegalBERTFlan-T5TensorFlowscikit-learnAWSFly.ioDockerCeleryGitVPSTypeScriptJavaScriptReactNext.jsNodeExpressDjangoFastAPITailwindFramer MotionWebSocketPythonSQLPostgreSQLpgvectorMongoDBSupabasePrismaRedisPandasNumPyZoho CRMDelugeZoho Flown8nLegal RewriterBrawerThe Desk agentMemonativeOpenClawHermesMCPClaude CodeLangChainHuggingFaceLegalBERTFlan-T5TensorFlowscikit-learnAWSFly.ioDockerCeleryGitVPSTypeScriptJavaScriptReactNext.jsNodeExpressDjangoFastAPITailwindFramer MotionWebSocketPythonSQLPostgreSQLpgvectorMongoDBSupabasePrismaRedisPandasNumPyZoho CRMDelugeZoho Flown8n

AI

  • OpenClaw → The Desk agent
  • Hermes → The Desk agent
  • MCP → The Desk agent
  • Claude Code
  • LangChain
  • HuggingFace → Legal Rewriter
  • LegalBERT → Legal Rewriter
  • Flan-T5 → Legal Rewriter
  • TensorFlow
  • scikit-learn

Infra

  • AWS
  • Fly.io
  • Docker → Memonative
  • Celery → Memonative
  • Git
  • VPS → The Desk agent

Web

  • TypeScript
  • JavaScript
  • React → Brawer
  • Next.js → Legal Rewriter, Brawer
  • Node → Brawer
  • Express
  • Django
  • FastAPI → Legal Rewriter, Memonative
  • Tailwind → Brawer
  • Framer Motion
  • WebSocket → Brawer

Data

  • Python → Memonative
  • SQL
  • PostgreSQL → Memonative
  • pgvector → Memonative
  • MongoDB → Legal Rewriter
  • Supabase → Legal Rewriter, Brawer
  • Prisma
  • Redis → Memonative
  • Pandas
  • NumPy

Automation

  • Zoho CRM → The Desk agent
  • Deluge → The Desk agent
  • Zoho Flow → The Desk agent
  • n8n → The Desk agent

Legal Rewriter · Brawer · The Desk agent · Memonative

The other half.

Draw here.

Brawer

Draw it from clues

View

Earth Again

Site + admin

View

Lifespark Infra

Real-estate site

View

Every thread leads here.

Every great story needs a powerful ending.

It was always going to be this way.

Bhubaneswar, India · --:--:-- IST