~/talks

Lian Li

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A Practical Guide To Inner Sourcing Your IDP - Lian LiPlatform Engineering Day Europe 20262026-03-23
Claim: inner sourcing—treating the IDP like an open source project—moves developers from consumers to contributors and improves adoption. Uses the platform…
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Fast Client-Driven CFL-Reachability via Regularization-Based Graph SimplificationOOPSLA 20252025-10-16
MoYe is a regularization-based graph simplification that prunes edges that cannot lie on any CFL-reachable source-to-sink path by over-approximating the…
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GitOps for the Peoplebit summit 20252025-09-04
MoneyBank migrates to OpenShift + GitOps but delivery remains slow because handoffs and compliance gates are manual. Engineers build a ticket-driven ReleaseOps…
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Many Cooks, One Platform: Balancing Ownership and Contribution for the Perfect BrothKubeCon + CloudNativeCon Europe 20252025-04-01
Built an internal developer platform for the Dutch judiciary (Evo Respra) on OpenShift 4.16 → 4.17, running across four clusters (2 dev, 2 prod) plus a…
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Workshop by Lian Li about Owning the StageDevworld Conference 20252025-02-27
Eighty-six people sign up but the room has 24 seats, so the workshop focuses on theatre games and embodied exercises to build stage presence rather than slide…
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Boosting the Performance of Alias-Aware IFDS Analysis with CFL-based Environment(…)OOPSLA 20242024-10-20
Reinterprets access-path generation as a Context-Free Language and casts field sensitivity as an IDE problem, implements the idea in IDEDroid and compares it…
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In a Land before MetricsKCD Austria 20242024-10-08
Argues that metrics are always approximations and that Dora-style measurements don’t map to developer happiness, backing this with a half day outage that…
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In a land before metricsdevopsdays Amsterdam 20242024-06-19
Argues that developer happiness is not directly measurable so teams rely on metrics like DORA and employee NPS and that AI productivity tools collect…
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The DevOps Improv Sessiondevopsdays Eindhoven 20232023-10-11
Live improv exercises teach practical communication for ops teams using two staged games: three-headed consultant (one-word sequencing) and…
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Systems Thinking For Dev OrganisationsDevOpsDays London 20232023-09-21
Overview of systems thinking applied to dev orgs with concrete methods: use stocks and flows and causal maps to spot feedback loops, distinguish balancing and…
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Systems Thinking for Dev Organisations - Lian LiContainerDays 20232023-09-11
Argues that systems thinking — stocks, flows, feedback loops and archetypes — gives specific levers to change developer organisations: three archetypes are…
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The DevOps Improv SessionContainerDays 20232023-09-11
Improvisational session that plays specific games like Three-headed DevOps consultant and Fortunately Containers, Unfortunately Kubernetes and requires…
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Actions Speak Louder Than Words: Building Better CommunitiesOpen Source Summit North America 2023 - Diversity Empowerment Summit2023-05-10
Community work centers on concrete moves: run regular meetups to seed diverse pipelines, recruit underrepresented speakers instead of relying on celebrity…
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Secret Management: The Soft WayNDC Oslo 20222022-09-26
Shows two concrete pipelines for getting secrets into Kubernetes and proves both work live. Option A encrypts YAML with sealed-secrets + kubeseal: cluster…
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GitOps for the peopleContainerDays 20222022-09-05
200-engineer fintech with siloed QA, divergent dev/stage/prod stacks, and an approvals bottleneck moves to Kubernetes/OpenShift plus mandatory automated tests…
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Kubernetes won't save youConf42 Cloud Native 20212021-04-29
Claim: Kubernetes often becomes an overcomplicated choice when the real blockers are cultural and organisational. Shows a concrete IoT case: a camera with…
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Kubernetes won’t save youdevopsdays Amsterdam 20202020-07-09
Argues that Kubernetes is mainstream but not a silver bullet, and that failed cloud moves are usually cultural not technical. Describes building a microservice…
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Machine Learning in the Browser with deeplearnJSNode+JS Interactive 20182018-10-10
Live in-browser demo generates arbitrary-size training data of normalized 3-element RGB arrays, builds a sequential dense network with 3 inputs and 3 outputs…
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Machine Learning in the browserJSCamp 20182018-07-18
Builds a working client-side ML app using TensorFlow.js and WebGL to run neural nets in the browser, generating synthetic RGB → complementary RGB pairs…
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Machine Learning in the BrowserJSUnconf 20182018-04-21
Builds a browser-side neural net with tensorflow.js (formerly deeplearn.js), generates 10,000 data points of random RGB inputs and complementary RGB targets…
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Reinforcement Learning in the BrowserRuhrJS 20172017-10-14
Prototype Alpha2048 runs entirely in the browser, starts with synaptic then moves to reinforceJS, and plays the 4x4 2048 game (new tiles 90% 2, 10% 4)…
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Alpha 2048 - Reinforcement Learning in the Browsercode.talks 20172017-09-28
An end-to-end reinforcement learning agent runs entirely in the browser using a JavaScript stack and an in-browser JS RL implementation that the uploader marks…
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Alpha2048dotAI 20172017-04-25
Built a browser prototype called Alpha2048 that uses JavaScript libraries synaptic and reinforced.js with Q‑learning. Data collection starts from serialized…
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Alpha2048 - how I taught my computer to play 1024JSUnconf 20172017-03-25
Build trains and tests a 2048 solver using JavaScript libraries rather than theory it tries a supervised classifier with synaptic then switches to temporal…
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Applying The Magic Of Neural NetworksJSConf.Asia 20162016-11-25
A short project shows a Node.js pipeline that predicts football match outcomes from team market values, using the synaptic library to build a small feedforward…
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Machine Learning with Node.jsJSUnconf 20162016-04-23
Builds a probabilistic football match predictor in Node.js using synaptic and a perceptron-style network (2 inputs, two hidden layers of six nodes, 3-way…
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