~/talks

Adam Tornhill

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Agentic AI Coding Practices for Speed with QualityAI-fokus 20262026-05-19
Claims that production work is fully agentic with 100% production code written by agents while measuring roughly 2–3x faster task completion. Independent…
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Code Rot at Machine Speed: Preventing AI-Induced Technical DebtØredev 20252025-11-05
AI-generated code often arrives fast but fragile — a Copilot example adds ~20 lines in 40 seconds and shows deep nesting, missing exception handling and…
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Transforming Software Evolution: Lessons from 10 Years of Clojure in ProductionØredev 20252025-11-05
Ten years of Clojure powering CodeScene produce concrete outcomes: Erlang prototype runs in two weeks vs two months in Java and uses 25% of the lines of code…
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Accelerate Code Quality in the AI AgeØredev 20242024-11-06
Data come from 100k AI refactorings and a benchmark that shows LLMs almost always produce syntactically valid code but only objectively improve code about one…
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Treat Your Code as a Crime SceneSREcon24 Europe/Middle East/Africa2024-10-29
Argues that version‑control data plus behavioral analysis (the CodeScene tool) reveal where to spend effort: hotspots are typically 1–3% of code but drive most…
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The Code Quality Advantage How Empirical Data Shatters the Speed vs Quality MythCode Quality Conference 20242024-06-27
Empirical analysis ties a 25-factor code health (25 factors) metric to business outcomes: unhealthy files correlate with 42% waste of developer time, green…
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The Code Quality Advantage: How Empirical Data Shatters the Speed vs Quality MythVoxxed Days Zürich 20242024-03-07
Empirical study of millions of files across 14 languages shows a file-level Code Health metric (green/yellow/red) derived from design, function and…
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Code Red: The Business Impact of Code QualityYOW! Perth 20232023-09-11
Claims that poor code causes measurable business harm with evidence: analysis across commercial repositories in 14 languages links a 25-factor code health…
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Code Red: The Business Impact of Code QualityCraft Conference 20232023-05-18
Code quality metrics map to business outcomes: empirical analysis of 39 companies and millions of lines across 14 languages shows developer time loss of 23–42%…
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Code Red: The Business Impact of Code QualityYOW! Melbourne 20222022-12-08
Large-scale measurements tie code quality to business outcomes: automated analysis of Git and Jira data across 39 companies and 14 languages uses CodeScene…
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Code Red: The Business Impact of Code QualityYOW! Melbourne 20222022-12-08
CodeScene-backed analysis shows organizations waste ~23–42% of developer time to poor code; red code modules are twice as slow to change, up to an order of…
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Code Red: The Business Impact of Code QualityGOTO Copenhagen 20222022-10-03
Research using CodeScene on 49 commercial codebases (14 languages) ties a concrete business impact to a green code is >2x faster claim: modules scored green…
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Prioritizing Technical Debt as If Time & Money MattersGOTO Amsterdam 20222022-06-12
Shows how version-control mining plus static probes turns vague technical debt into actionable priorities: uses hotspot analysis on Android’s ~3M LOC platform…
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Code & Homicide: What Software Devs (..) from Offender ProfilingElixirConf EU 20222022-06-09
Claims that 23–42% of developer time is wasted to technical debt and that static metrics alone are not actionable lead to a practical alternative: using…
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Prioritizing Technical Debt as if Time and Money MattersDevBreak 20212021-09-08
Argues technical debt becomes actionable by mining version control to find hotspots, combining change frequency with code health metrics to prioritize work…
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Prioritizing Technical Debt as if Time and Money MattersJfokus 20212021-02-09
A methodical claim: version-control history plus simple complexity metrics expose where refactoring pays off. Uses a hotspot visualization on Android’s 3M‑LOC…
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A Crystal Ball to Prioritize Technical DebtAgile India 20202020-10-11
Claims that version‑control behavior pinpoints where technical debt matters, not raw static metrics; shows a static tool reporting “4,000 years” of debt on a…
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Meet The Social Side of Your ArchitectureAgile India 20202020-10-11
Argues that invisible organizational structure causes defects and delays and gives concrete ways to measure it: compute fractal figures from git by aggregating…
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Prioritizing Technical Debt as if Time & Money MattersGOTOpia Europe 20202020-09-15
This presentation was recorded at GOTOpia Europe 2020. #GOTOcon #GOTOpia http://gotopia.eu Adam Tornhill - This best-selling author and TEDx speaker will…
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Arch. App: Prioritizing Technical Debt as if Time and Money Matters4Developers 20202020-09-14
Claims version-control data reveals where to spend effort, using a hotspot analysis that flags high-change, large modules and a hotspot x-ray that drills to…
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Prioritizing Technical Debt as if Time and Money MattersGOTO Chicago 20202020-04-27
Uses version-control mining and a hotspots visualization to prioritize real maintenance work rather than counting generic debt years. Applies Codesin and the…
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Psychotherapy for CodeØredev 20192019-11-06
Gives concrete techniques and data: version-control hotspots and change-frequency graphs that reveal a power-law distribution across ~250–300 codebases, a…
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Meet the Social Side of Your ArchitectureKanDDDinsky 20192019-10-17
Argues that version-control data reveals hidden organizational faults using fractal figures and a normalized 0–1 team-coupling metric to detect modules with…
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Guide Refactorings With Behavioral Code AnalysisJfokus 20192019-02-04
Uses version‑control history to find high‑impact refactor targets: hotspots where large modules change often (Android’s activity manager service is 20k LOC…
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Beyond Conway's Law: Meet the Social Side of Your CodeØredev 20182018-11-19
Software projects often mistake organizational problems for technical issues and treat the symptoms instead of the root cause. The main reason is that the…
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Treat Your Code as a Crime SceneGOTO Chicago 20162016-05-23
Uses version control as a behavioral log to map developer movement onto a CodeCity-style geography, then finds hotspots = complicated code worked on often by…
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7 Secrets of Maintainable CodebasesGOTO Stockholm 20162016-05-09
Argues that Version Control behavioral data surfaces the real maintenance targets: a power‑law of change concentrates most work in 3–6% of files, hotspot…
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Treat Your Code as a Crime SceneGOTO Copenhagen 20152015-10-05
Uses git commit history and CodeCity-style maps to find hotspots (complex + frequently changed) in a 400,000‑line codebase where 4% of files account for 72% of…
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Beyond Code: Repository Mining with ClojureEuroClojure 20152015-06-25
Shows a Clojure tool, codat, that mines VCS history with a pipes-and-filters pipeline to find actionable hotspots (one case: 4% of the code causes 72% of…
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