Insights

What we've learned building software with AI agents.

Notes on how we use AI agents to ship ERP systems, AI products and project rescues faster, plus what we've picked up along the way.

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The four articles most readers need first, each with a short summary.

  1. Custom ERP Development Cost in 2026: Real Numbers From Systems We've BuiltWhat custom ERP development costs in 2026: real ranges from hospital, real estate and jewellery ERPs we built, what drives the price, and when Odoo wins.
  2. AI Agent Development Cost in 2026: Build Cost, Running Cost and What Moves BothWhat an AI agent costs to build and run in 2026: real ranges, what drives the price, how to estimate token costs, and when adding AI to your system is cheaper.
  3. The Story Behind EHMS: Hospital Software for a Trust Eye Hospital in ChishtianHow we built hospital management software for a trust eye hospital in Chishtian, moved it to the web as EHMS, and why it beat SAP and Odoo for them.
  4. Claude vs ChatGPT for developers: lessons from real ERP buildsClaude or ChatGPT? A working developer's comparison, including how we built X3 Retail ERP with parallel Claude Code agents that learn from their own mistakes.

Latest articles

Odoo vs a Real Estate ERP Built for Pakistan: Do You Need an Accountant to Run It?

Odoo or a real estate ERP built for Pakistan? Who each one needs on staff, where customization costs grow, and which one a housing scheme's team can run every day.

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Clinic management software in Pakistan: what it should do and what it costs

Clinic Management Software in Pakistan: What It Should Do and What It Costs

What clinic management software in Pakistan should do, free vs paid vs custom, what a basic system costs, and the questions to ask before you choose one.

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Hospital management system price in Pakistan: what you actually pay for

Hospital Management System Price in Pakistan: What You Actually Pay For

Hospital management system price in Pakistan: EHMS from PKR 150,000 for a basic setup, what a custom build costs, why a full hospital ERP costs far more.

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The vibe coding doom loop: why your app breaks every time you fix it

The Vibe Coding Doom Loop: Why Your Lovable or Replit App Breaks Every Time You Fix It

Fix one bug in your Lovable or Replit app and ten more appear? Why the vibe coding doom loop happens, the prompts that prevent it, and when to call an engineer.

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Claude vs ChatGPT for developers: lessons from real ERP builds

Claude vs ChatGPT for developers: lessons from real ERP builds

Claude or ChatGPT? A working developer's comparison, including how we built X3 Retail ERP with parallel Claude Code agents that learn from their own mistakes.

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Laptop showing the OpenInterview.me landing page, a prototype we rebuilt into a production platform

Vibe-Coded App Rescue: Taking a Lovable, Bolt or Replit Prototype to Production

Built your app with Lovable, Bolt, Replit or Cursor? What breaks with real users, a 10-minute self-check, and how to choose between fixing and rebuilding.

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Gman manufacturing dashboard after the rebuild of a tailoring ERP whose earlier system had become impossible to maintain

How to Take Over a Failed Software Project: A Step-by-Step Rescue Plan

Developer vanished or vendor stopped answering? What to secure in the first 48 hours, how to audit what you have, and how to choose between fixing and replacing it.

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Turner 10 real estate software, built in Bahawalpur, showing a customer's plot file at a glance

Software House in Bahawalpur: How to Choose One (2026 Guide)

Looking for a software house in Bahawalpur? What local teams build, eight questions to ask before you hire one, red flags, and what we've built from Bahawalpur.

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OpenInterview.me candidate landing page, where a resume becomes a shareable profile

MVP Development Cost in 2026: What a First Version Really Costs

What an MVP costs in 2026: real ranges for SaaS, mobile, marketplace and store MVPs, what to cut from version one, and the foundations you should never skip.

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Turner 10 workspace with modules grouped into sales, money, land, oversight and administration, one workspace per project

Multi-Tenant SaaS Architecture: 7 Decisions That Are Expensive to Change Later

How to build a multi-tenant SaaS: shared tables or schema per tenant, row-level security, tenant-aware jobs and billing, from a codebase serving 17 projects.

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Beyut Libya admin panel showing a user profile with verification status and listing limits

Flutter vs React Native in 2026: Which to Choose for a Business App

Flutter or React Native for a business app? A practical comparison of cost, UI, hiring, web reuse and Arabic support, with a guide from a team using both.

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Beyut Libya real estate platform, whose Flutter app we rebuilt and shipped to Google Play and the App Store

Flutter App Development Cost in 2026: What You Actually Pay For

What a Flutter app costs in 2026: real ranges, the backend nobody budgets for, store fees, in-app purchase commissions and running costs, from a real rebuild.

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EHMS journey stages screen, a hospital-specific workflow that shows each department what comes next

Custom ERP vs Odoo vs ERPNext: An Honest Guide to Build or Buy

Custom ERP, Odoo or ERPNext? An honest comparison of cost, fit and upgrades, a 10-question scorecard, and when we tell clients to buy instead of build.

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EHMS hospital ERP dashboard showing collections, cash and bank, receivables and fund balances

Custom ERP Development Cost in 2026: Real Numbers From Systems We've Built

What custom ERP development costs in 2026: real ranges from hospital, real estate and jewellery ERPs we built, what drives the price, and when Odoo wins.

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OpenInterview.me, a hiring platform with a LangChain and OpenAI assistant that turns resumes into shareable profiles

AI Agent Development Cost in 2026: Build Cost, Running Cost and What Moves Both

What an AI agent costs to build and run in 2026: real ranges, what drives the price, how to estimate token costs, and when adding AI to your system is cheaper.

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Laptop showing the Beyut Libya sign-in screen, with the Add New Property wizard behind it

App Rescue: How We Took Over a Real Estate App Several Vendors Left Broken

A real estate marketplace in Libya came to us for one payment integration. The code audit showed it needed rescuing first. Here's how we rebuilt it without losing data.

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EHMS charity funds screen showing zakat, sadqa and trust fund balances on separate ledgers

Zakat & Charity Fund Software for Trust Hospitals in Pakistan

Zakat management software for trust hospitals in Pakistan: how EHMS keeps zakat, sadqa and charity money on separate ledgers, from a hospital in Chishtian.

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Turner 10 ریئل اسٹیٹ سافٹ ویئر اردو میں، کسٹمر کی فائل ایک نظر میں، بلیک گولڈ تھیم کے ساتھ

ریئل اسٹیٹ سافٹ ویئر اردو میں: ہاؤسنگ اسکیم چلانے والوں کے لیے مکمل رہنمائی

پلاٹ بکنگ، اقساط کی ریکوری، ڈیلر کمیشن، زمین مالکان اور اکاؤنٹس، سب اردو میں۔ 2016 سے بہاولپور، یزمان اور خیرپور ٹامیوالی کے 17 منصوبوں کا تجربہ۔

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Plot installment software showing due, recovered and remaining installments for a housing scheme

Plot Installment Software: How Housing Schemes Track Installments, Defaulters and Recovery

How plot installment software should track schedules, part payments, overdue files and defaulters in a Pakistani housing scheme, from the team behind Turner 10.

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Housing society software workspace in Turner 10, with modules for sales, money, land, oversight and administration

Housing Society Software in Pakistan: What the Society Office Actually Needs

Housing society software in Pakistan means two things. What a developer's office needs for plots, files, installments and dealers, learned from 17 projects.

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EHMS ہسپتال مینجمنٹ سسٹم کی اردو سائن اِن اسکرین، نستعلیق فونٹ کے ساتھ

Hospital Software in Urdu: ہسپتال مینجمنٹ سسٹم اردو میں، ٹرسٹ اور آنکھوں کے ہسپتال کے لیے

Hospital software in Urdu: Hospital Management System kya hai, OPD، لیب، فارمیسی، بلنگ اور زکوٰۃ فنڈ ایک سسٹم میں، اردو میں مکمل رہنمائی۔

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EHMS hospital management software dashboard showing what needs attention, collections, cash and bank, receivables and charity fund balances

The Story Behind EHMS: Hospital Software for a Trust Eye Hospital in Chishtian

How we built hospital management software for a trust eye hospital in Chishtian, moved it to the web as EHMS, and why it beat SAP and Odoo for them.

Read article
Turner 10 real estate software showing a customer's plot file at a glance in the Black Gold theme, with contract value, received and outstanding amounts

Real Estate Software in Pakistan: A Builder's Guide From 17 Housing Projects

What real estate software must do for a housing scheme in Pakistan, from 17 projects in Bahawalpur, Yazman and Khairpur Tamewali: features, Urdu, cost, payback.

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Turner 10 real estate ERP showing a land owner's account at a glance in the Black Gold theme

Real Estate ERP in Bahawalpur: How Turner 10 Runs 17 Housing Projects

Turner 10, a real estate ERP built in Bahawalpur, has run housing schemes in Bahawalpur, Yazman and Khairpur Tamewali since 2016, in Urdu, English and Arabic.

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Upwork's new MCP server, and what a freelancer actually gets from it

Upwork shipped an MCP server so AI agents can read jobs, draft proposals and manage messages. What it does, what it doesn't, and how I use it on client work.

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AI core, devices, server and funnel rendered as glowing emerald 3D objects

AI-native software development: how our AI agents build and senior engineers check

AI-native software development, from real projects: specialised AI agents write the repetitive code, and senior engineers own architecture and every release.

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