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Dreamcontext

Dreamcontext

Persistent brain for AI coding agents โ€” remembers what you built, knows how your project works.

Dreamcontext is a TypeScript CLI, published to npm, that gives AI coding agents a structured, persistent brain across sessions.

The real problem isn't that agents "forget" โ€” it's the token-burning search spiral: every new session, the agent reads a flat memory file, finds it insufficient for a real codebase, and burns 20K+ tokens re-exploring structure it already knew.

Dreamcontext kills that spiral by pre-loading curated context through a SessionStart hook โ€” zero agent tool calls โ€” and organizing knowledge across purpose-built files that mirror the brain's regions:

  • Soul โ€” identity & principles
  • Memory โ€” semantic knowledge
  • Knowledge โ€” procedural how-tos
  • State โ€” working memory / active tasks
  • User โ€” episodic history

Highlights

  • ๐Ÿง  RemSleep consolidation โ€” a sleep-cycle that distills and compresses knowledge the way the brain processes memory during sleep, keeping context sharp instead of bloated.
  • โšก Zero-token context loading โ€” structured brain injected at session start via hook.
  • ๐Ÿ—‚๏ธ Task, feature & knowledge lifecycle โ€” full CRUD with statuses, versions, and PRDs.
  • ๐Ÿ”— Cross-project federation โ€” connected vaults share consent-gated digests.
  • ๐Ÿ“Š Local dashboard โ€” browse the brain, roadmap, and agent sessions in a web UI.
  • ๐Ÿ”„ ClickUp / GitHub sync and cross-session continuity.

Built for the agentic era: instead of re-teaching your AI the same project every session, you build a brain once and it compounds.

CLITypescriptnpm+13
Tilki

Tilki

All-in-One Panel for Private Tutors

Tilki ร–ฤŸretmen is a comprehensive B2B SaaS management platform designed specifically for private tutors and educators. it replaces the chaos of Excel sheets, WhatsApp messages, and paper notebooks with a single, professional workspace.

The Problem: Administrative Overload

Private teachers often spend more time managing their business than actually teaching. They struggle with:

  • Scheduling Chaos โ†’ Juggling dozens of students across different time slots and locations.
  • Payment Friction โ†’ Manually tracking who has paid, who is late, and sending awkward reminders.
  • Communication Gaps โ†’ Sending repetitive progress updates to parents via WhatsApp.
  • Data Fragmentation โ†’ Important student notes and records scattered across multiple apps.

Teachers should be focusing on their students, not on paperwork.

The Solution: Your Teaching Business, Automated

Tilki ร–ฤŸretmen centralizes every administrative task into an intuitive dashboard. It acts as a digital assistant that handles the "boring" parts of teaching so educators can scale their business without the stress.

Core Capabilities:

  1. Smart Scheduling โ†’ A dynamic calendar that manages lessons, recurring slots, and cancellations effortlessly.
  2. Payment Tracking โ†’ Real-time monitoring of lesson fees, balance tracking, and automated payment logs.
  3. Parent Communication โ†’ professional, one-click progress reports and lesson summaries that build trust and credibility.
  4. Student CRM โ†’ A dedicated space for every studentโ€™s history, goals, and learning materials.

Why It Stands Out

  • Ecosystem Integration โ†’ Part of the wider Tilki.app brand, designed to bridge the gap between AI-powered student coaching and professional teaching management.
  • B2B SaaS Focus โ†’ Engineered for high Customer Lifetime Value (CLTV) with a subscription model that provides stable, passive income potential.
  • Mobile-First Design โ†’ Built for teachers on the move. Manage your entire student roster from your pocket between lessons.
  • Professional Branding โ†’ Elevates a freelancer teacher to a branded business with a consistent, professional appearance.

The Impact (Success Metrics)

  • Market Fit Testing โ†’ Currently validating the product-market fit through active landing page conversion tracking and lead generation.
  • Production Ready โ†’ Successfully developed and launched the MVP with a dedicated landing page (tilki.app).
  • Time Saved โ†’ Automates tasks that typically take 5-10 hours per week for private tutors.
  • Positive Pilot Feedback โ†’ Validated through initial testing with active teachers who reported higher parent satisfaction.
  • Scalable Architecture โ†’ Designed to be adapted for other service-based industries beyond education.

How it Works (The "Tilki" Experience)

  1. The Validation โ†’ We are currently running Meta ads and direct outreach to test conversion rates and gather real-world data.
  2. The Onboarding โ†’ Add your students and set your weekly availability in minutes.
  3. The Daily Routine โ†’ Check your dashboard to see your day's schedule and unpaid balances.
  4. The Lesson โ†’ Log lesson notes and attendance with one tap during or after the session.
  5. The Growth โ†’ Send professional summaries to parents and watch your business run like a well-oiled machine.

My Role: From Strategy to Validation

I led the entire Tilki ร–ฤŸretmen project from the initial "consultative sales" approach to a working SaaS product.

  • Consultative Discovery โ†’ Identified the specific pain points of private teachers through direct interviews.
  • Product Strategy โ†’ Defined the B2B model to provide financial stability for the Tilki brand.
  • Full-Stack Development โ†’ Architected and coded the entire management panel and landing pages.
  • Market Validation โ†’ Currently implementing Meta ads and tracking landing page conversions to find the perfect market fit.

The result? A professional tool that helps educators reclaim their time and professionalize their passion.

Next JsMVPBusiness Idea Validation+16
Rovo

Rovo

The Ai Experience Management Agent

Rovo is a human-like AI Experience Management Copilot designed to eliminate decision fatigue. It replaces complex menus and dozens of apps with a single, frictionless natural language conversation.

The Problem: Decision Fatigue & App Juggling

Planning an experienceโ€”whether a 2-week trip or a simple dinnerโ€”is stressful. Users today are overwhelmed by:

  • App Overload โ†’ Juggling 10+ apps for research, booking, and navigation.
  • Choice Paralysis โ†’ Sifting through thousands of reviews and options.
  • Static Planning โ†’ Itineraries that don't adapt when plans change.
  • High Friction โ†’ Constant context-switching between screens and menus.

Modern technology has made planning more complex, not simpler.

The Solution: The "Zero-Interface" Guide

Rovo moves beyond being a toolkit to become the guide itself. Using a Team of AI Agents, Rovo plans, adapts, and curates experiences in real-time through a simple chat or voice interface.

Core Capabilities:

  1. Conversational Planning โ†’ Plan entire trips, find hidden gems, or book dinner just by asking.
  2. Dynamic Personalization โ†’ Rovo learns your travel style and preferences to refine every suggestion it makes.
  3. Real-Time Intelligence โ†’ Integrated with web-search and live data for up-to-the-minute flight, hotel, and event info.
  4. Location-Aware Guidance โ†’ Hyper-relevant, GPS-based suggestions that guide you while you're on the move.

Why It Stands Out

  • Multi-Agent Orchestration โ†’ A proprietary layer that coordinates specialized AI agents to handle complex tasks like itinerary generation and price investigation.
  • Contextual Memory โ†’ Rovo remembers past conversations and preferences, making it feel like a personal assistant who truly knows you.
  • Dynamic LLM Allocation โ†’ Smart backend logic that chooses the best AI model for each task, minimizing latency and costs without sacrificing quality.
  • Frictionless Experience โ†’ No menus. No complex filters. Just a "just ask" experience that minimizes screen time and maximizes the moment.

The Impact (Growth & Scale)

  • 100,000+ Users โ†’ Scaled from zero to a massive user base in record time.
  • 20% Retention Rate โ†’ High user stickiness in a traditionally low-retention travel category.
  • 84% CSAT Score โ†’ Exceptional user satisfaction driven by the human-like interaction model.
  • +6% Conversion Boost โ†’ Achieved through rigorous A/B testing and data-driven UX iterations.

How it Works (The "Rovo" Way)

  1. The Ask โ†’ Tell Rovo what you're dreaming of: "Plan a romantic 3-day trip to Rome with a focus on hidden pasta spots."
  2. The Curation โ†’ Specialized agents search the web, calculate distances, and cross-reference your preferences.
  3. The Interaction โ†’ Rovo presents a structured, visual itinerary. You can tweak it, ask questions, or book instantly.
  4. The Journey โ†’ While you're traveling, Rovo stays in your pocket, updating your plan based on weather or your current mood.

Technical Highlights

As the Founder & Head of Product, I architected and built the MVP using:

  • Flutter for a high-performance, cross-platform mobile experience.
  • Firebase for real-time synchronization and scalable backend infrastructure.
  • Multi-Agent LLM Orchestration to handle complex, non-linear reasoning.
  • Automated Evaluation Workflows for real-time sentiment analysis and QA.

My Role: From Vision to +100k Users

I led the transformation from VanGo (a travel toolkit) to Rovo (an AI Copilot).

  • Defined the Product Vision โ†’ Shifted the focus from "features" to " frictionless experience."
  • Architected the AI Core โ†’ Built the proprietary layer that manages multiple LLMs and agents.
  • Led Growth Strategy โ†’ Scaled the platform to 100k+ users through data-driven iterations.
  • Managed Full Lifecycle โ†’ From initial concept and fundraising due diligence to daily sprint planning.

The result? A paradigm shift in how people plan and live their experiences.

AiAi AgentFlutter+13

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kind words

"Iโ€™ve worked with Mehmet across multiple software projects where he designed and developed production-grade applications end to end. He combines strong engineering depth with excellent product judgment, which is rare. Mehmet isnโ€™t just a talented programmerโ€”he has a sharp eye for design, a clear understanding of user experience, and the ability to translate business requirements into scalable technical solutions. He led development teams effectively, consistently delivering projects on time and within budget. He brings deep expertise in mobile development, system architecture, databases, and AI, and approaches problems with a data-driven, ownership-oriented mindset. Mehmet thrives in fast-paced environments and is someone you can trust to take a product from concept to real-world impact."

Sal Lucido

Sal Lucido

LinkedIn

Founder, Chief Product Officer

with multiple exits