0+
Evals Implemented
Offline and online evaluations deployed.
AI Engineering
Kaan Un
Evaluation-first AI systems with model telemetry, guardrails, and trace-driven iteration. Built by Kaan Un, founder of Traction IT.
Shader Layer Active
WebGL background and atmospheric motion load only on this route group.
System Performance
Benchmark Dashboard
Model Accuracy
Eval Coverage
Latency Reduction (ms)
System Architecture
Pipeline Overview
Eval Pulse
System Metrics
0%
Latency Improvement
Reduction in end-to-end inference latency.
0+
Model Iterations
Controlled experiments completed with trace instrumentation.
0%
Guardrail Coverage
Core user flows covered by safety and quality checks.
Model + Data + Delivery
Applied Skills
ML and Evaluation
LLM Evaluation Design
Creates offline and online evals for quality and safety.
Error Analysis
Uses traces to identify failure clusters and root causes.
RAG Systems
Builds retrieval pipelines with observability and guardrails.
Platform Engineering
Model Serving
Deploys low-latency endpoints with fallback strategies.
Telemetry
Instruments LLM workflows for debugging and monitoring.
Synthetic Data
Generates focused test sets for edge cases and regressions.
Latest Publications
Technical Notes
2026-03-14
The Real AI Gold Rush Is Accelerated Data Enrichment
The real alpha is not in gradient apps or vibe-coded clones. It is in accelerated data enrichment and AI-native quantitative research.
20 likes3 comments
aidata-enrichmentquant-finance
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2026-03-09
One Tool, One Command, Zero Friction Between Insight and Delivery
I burned through my remaining credits to deploy an agent skill that generates executive reports with live charts and KPIs.
40 likes5 comments
agent-skillsautomationreports
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2026-03-06
Platform Lock-In Destroys Agentic Coding Efficiency
Agent skills are token optimized and highly efficient, but they break when you move to a new ecosystem. Platform-agnostic junctions fix that.
15 likes1 comments
agent-skillsplatform-agnosticcursor
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2026-03-04
Stress Testing Reddit, Bluesky, and X for Quant Trading Signals
Three platforms, three distinct approaches, one clear winner that captures actual market signal instead of speculative noise.
25 likes3 comments
quant-financesocial-signalsdata-analysis
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2026-02-28
A 2-Hour Cursor Deep Dive Changed How I Think About Education
For the 9th instalment of Cursor Meetup in Canada's Capital, I transformed the format from surface level AI exploration into automation mechanics.
63 likes15 comments
cursoreducationworkshops
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2026-02-25
The Interface Layer for Autonomous Systems Is Collapsing Into Tool Calls
Terminal native AI agents now execute decisions, manipulate infrastructure, and manage entire systems without human intermediation.
25 likes
autonomous-systemsterminal-agentstool-calls
Read moreRecent Events