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TypeScript
.NET
React
DevOps
AI
2026 KICKOFF · SOFTWARE DIVISION v2026.0

Building the Next Chapter.

$ ▌

Last year, we laid the foundation.
This year, we build on top of it — at greater speed, scale, and quality.

14M lines of code. 11 engineers. One engineering organization, compounding.

14M
Lines of Code
32K
Commits
414
Repositories
11
Engineers
scroll
PEOPLE
01 · People & Team

The people behind the code.

Every line of code has a name behind it. Eleven of them, to be exact.

0
engineers, 4 teams, one shared roadmap.
Small enough to move fast, structured enough to scale..
⚡
Cross-functional by design
⚙
End-to-end ownership
↻
Continuous learning

Our teams

Frontend · Backend · Integration · AI
Frontend
Backend
Integration
AI
4 teams · Engineers often contribute across multiple teams.
CODE
02 · Code Base Evolution

What we've built so far.

Years of work, the codebase we maintain today, and this year's contributions — all in one view.

0
Repositories
340 in 2025 +74 · +%22
0
Lines of Code
All active repositories 14.014.773 lines
0
Commits This Year
On average per day ~89 commits
0
Organizations
0
Pull Requests
0
Merged PRs · %69
0
Active Contributors
Code Distribution · Active Repositories

14M lines, three ecosystems.

3 active trunks
Total 14M lines of code
NDIS
13.529.127 %96.5
CHawk
340.978 %2.4
AI
144.668 %1.0
14 million lines, what does that mean?
✈️
Boeing 787
on-board systems combined
~14M lines of code
📚
~280.000 pages
of printed code
50 lines per A4
🐧
Half the
Linux Kernel
Linux ~30M lines
⏱
162 days
to read
at one line per second
non-stop, 24/7
Tech Stack · By Team

The right tool for the right team.

20+ technologies in active use
Frontend
React TypeScript Vite Tailwind Styled Components Kendo UI
Backend
.NET 10 .NET 8 .NET Framework 4.6.2 Windows Services REST API PostgreSQL SQL Server
Integration
.NET Framework 4.6.2 SDK REST API Web Parsing BACnet Modbus SNMP SIA Protocol OPC MQTT
AI
Python PyTorch YOLO CLIP VLM PostgreSQL
Shared Infrastructure
Gitea Gitea Actions Coolify Harbor Docker SonarQube Black Duck Coverity Playwright MCP Agents Jira API Teams API Figma API Webhooks
⚡ Adopted in 2026
○ In migration
REVIEW
03 · Year in Review

One year, in numbers.

The systems we built, the standards we held, and the ground we covered.

0
Live Deployments
Across 5 versions
0
Releases This Year
Active in production
0
Active Microservices
Microservices
0
Security score · Black Duck
Score
OWASP CWE/SANS COVERITY
Security & Code Quality · Q1 2026 Baseline

Static analysis, no exceptions.

All Checks Passing.
Black Duck
Security & vulnerability scan
PASS
100 /100
Security Score
Target: 90 · Achieved: 100
0
findings in OWASP Top 10
25 categories scanned
0
findings in CWE/SANS Top 25
all classes clean
Q1 severity breakdown · Total: 0 issues
Very High
0
High
0
Medium
0
Coverity
Static defect analysis · Q1 baseline · Quarterly cadence
Q1 SCAN
3M+
Paths analyzed
3.017.428 paths
68K+
Functions
68.309 functions
117K+
Lines analyzed
117.057 lines · 376 files
Q1 baseline · 21 defects · Trending down through the year
GUARDED_BY_VIOLATION
8
NULL_RETURNS
5
FORWARD_NULL
3
RESOURCE_LEAK
3
Other (LOCK / REVERSE)
2
Live Deployments · 2026

Live in the customers.

31 active customer deployments across 5 versions.
v4.26.1160.0 Stable
3 customers
v4.26.1162.0 Stable
8 customers
v4.26.1164.0 Stable
6 customers
v4.26.1166.0 Most Adopted
10 customers
v4.26.1168.0 Latest
4 customers
v4.26.1170.0 Releasing Soon
— soon
WINS
04 · Q1 Highlights

What we shipped in Q1.

Three deliveries that set the tone for the rest of the year.

Q1 · 2026
CHawkNG Phase I
Core infrastructure delivered.
Q1 · 2026
AI Traffic Dashboard
AI-driven traffic analytics platform built for Dubai, designed
Q1 · 2026 · In progress
.NET Framework 4.6.2 → .NET 10
Migrating the backend stack to .NET 10. Foundation laid in Q1, completion targeted in Q2.
PIPELINE
05 · Pipeline Evolution

From manual to automated.

Q1 we started small. Q2 we rebuilt from the ground up. By year-end, every repo on the same pipeline.

Q1 · Started
Q2 · We are here
Year-end · Target
Q1 · Completed
Foundation

The first pieces

in place small, but the right ones to build on.

  • Gitea Actions installed and configured
  • Pull request templates standardized
Q2 · In Progress
Transformation

Rebuilding the pipeline end-to-end

Every step from PR to production, automated.

  • Code Quality
    • AI-powered PR Code Review (Beta)
    • SonarQube infrastructure ready, per-repo rollout starting
  • Release Automation
    • Semantic Versioning
    • Automated Release · Tag · Release Notes
    • NuGet Pack & Publish
  • Deployment
    • Obfuscation
    • Deploy to version branch
    • Build & push Docker image
    • Deploy to Coolify(Web Based)
Year-end · Target
Vision

Full Maturity

Where we want to land by the end of 2026.

  • All repositories integrated into the pipeline
  • Automatic installer generation
2026
06 · 2026 Strategy

The roadmap.

Four quarters, four themes. From building the foundation to expanding into new territory.

Q1 · 2026 Q1
Foundation
  • CHawkNG · next-gen recording platform
    • Container Support
    • Standalone Database
    • Edge Recording
    • Recording Lock
    • Export
  • NDIS · integration platform
    • UI/UX Improvment
  • AIBox · AI processing platform
    • Infrastructure Improvements
    • New Algorithm Integration
    • VLM Support
    • Standalone Database
Q2 · 2026 Q2
Scale
  • CHawkNG
    • Distributed Architecture Optimizations
    • Backbone scalability
  • NDISNG
    • Recording Check v2
  • NDIS
    • UI/UX Improvment
    • Driver v3
    • Cloud Connector V3
    • Migration from Client to Web
    • Migration from NDISWebV2 to NDISWebV3
  • AIBox
    • Container Support
    • VLM Infrastructure Improvements
    • CI Support
Q3 · 2026 Q3
Optimize
  • CHawkNG
    • Infrastructure Improvements
    • CHawkNG Plugin Support
  • NDISNG
    • Infrastructure Improvements
    • CHawkNG Plugin Support
  • NDIS
    • Alarm v3
    • Driver v3
    • Migration from Client to Web
  • AIBox
Q4 · 2026 Q4
Expand
  • CHawkNG
    • Production(Linux&Windows)
  • NDISNG
  • NDIS
    • Alarm v3
    • Migration from Client to Web
    • Other enhancements & requests
  • AIBox
AI
07 · The Multiplier

AI didn't write the 14M Lines.

But it made them, maintainable,, extendable and scalable by 11 people
One year in, AI is our multiplier.

01
Code Review(Beta)
Every PR goes through an automated AI review. Pattern detection, security checks, standards compliance a reviewer that's consistent, tireless, and never falls behind.
100% PR coverage
02
Bug Fix
Stack traces, log analysis, root-cause identification — days into hours, hours into minutes. "Where is this bug coming from?" gets answered faster than ever.
~5x faster diagnosis
03
Component Development
UI component delivery operates at a different tempo. Figma → code in minutes, not hours. Boilerplate is over.
~10x faster output
CASE STUDY · 2026
A major feature, measured.
Actual delivery time for a recent feature measured, not estimated
Without AI
9 months
estimated minimum
~189 working days of development
With AI
7-8 days
actual elapsed
~56–64 hours of development
~96%
time saved
~25x
faster delivery
~180
working days reclaimed
Development time only. Stress testing and QA cycles excluded.
Team Case Studies · 2026

One story from every engineer.

Eleven engineers. Eleven real measurements.
Integration
BS
Burak Sahin
Integration
"Axis H265 Support"
Axis kameralara H265 desteğinin eklenmesi.
Without AI
1.5-2 days
→
With AI
1 hours
~%93 time saved
DevOps
BU
Bugra Ustundas
DevOps
"Source to Release Pipeline"
Geliştirme süreçlerinin uçtan uca otomatize edilmesi (Gitea → Jira → Third Party System).
Without AI
5 months
→
With AI
1-1.5 weeks
~%94 time saved
Frontend
CMB
Cagri Mecit Bahsi
Frontend
"Login Screen v2"
Login ekranının yenilenmesi.
Without AI
3 weeks
→
With AI
1-2 days
~%93 time saved
Integration
DCN
Doğancan Nurlu
Integration
"Axis Remote Configuration: Encoding & User Settings"
Axis Plugin'e Encoding ve User Settings desteğinin eklenmesi.
Without AI
10 days
→
With AI
4 days
~%60 time saved
Integration
FBC
Fatih Bahceci
Integration
"CHawkNG Playback & Live Support"
Dağıtık yapıda Live ve Playback desteğinin eklenmesi ve playback komutlarının entegre edilmesi.
Without AI
1.5-2 ay
→
With AI
1 weeks
~%86 time saved
Integration
HY
Harun Yardımcı
Integration
"CHawk NG: Export Capability"
CHawk NG için export desteğinin getirilmesi.
Without AI
20 days
→
With AI
5-6 days
~%72 time saved
Frontend
IS
Irem Simsek
Frontend
"Unauthorized Page Flicker Before 403 Redirect on NDIS Web"
Tamamlanan geliştirmenin dökümante edilmesi ve ilgili menülerin hangi yetkilere sahip olduğunun dökümana eklenmesi.
Without AI
4-5 hours
→
With AI
5 minutes
~%98 time saved
Integration
MO
Mustafa Özkan
Integration
"AMAG Symmetry: User Control Features"
Mevcut driver üzerinde API metodları kullanılarak NDIS interface ile uyumlu kodların yazılması.
Without AI
3 weeks
→
With AI
2 days
~%87 time saved
Integration
MU
Mert Ünal
Integration
"CHawk NG: Bucket Migration"
Storage veya Bucket bazlı dataların periyodik şekilde aktarılması.
Without AI
3 weeks
→
With AI
4 days
~%73 time saved
AI
OE
Oğulcan Eryüksel
AI
"Dubai Traffic Dashboard"
Mimari yenileme — DB entegrasyonu.
Without AI
9-12 ay
→
With AI
3-4 ay
~%67 time saved
Frontend
RIS
Rukiye Irem Sarısoy
Frontend
"React Native Library Documentation"
Cross-platform mobile uygulamada kullanılan tüm RN kütüphanelerinin dokümente edilmesi.
Without AI
1 days
→
With AI
30-45 dk
~%92 time saved
AI Stack · 2026

The tools we reach for daily.

11/11
engineers actively using AI
1
year of adoption
Claude
Daily driver
Claude Code
CLI / Agent
ChatGPT
Daily driver
Cursor
IDE
PR Review
Agent
MCP
Protocol
"

AI doesn't think for us.
It thinks with us.

Not a new era. A new way of working.