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SEEK Bytes: Daily Summaries Delivered
by SEEK
Few careers shape daily life like software engineering. From the way people search for jobs and learn new skills to how businesses run behind the scenes, software quietly powers billions of micro-moments every single day. So how do you stay ahead in a world that’s increasingly run on code, data and distributed systems — and where the tools seem to change every week? Welcome to SEEK Bytes, the podcast for software engineers and IT professionals, hosted by SEEK software engineers Elliott Millar, Seamus Kearney and William Lark. Each episode, Elliott, Seamus, Will and a series of recurring and special guests, dive into real engineering stories from SEEK and across the industry. They explore big, globally relevant topics — from AI, architecture and platform engineering to security, developer experience and tech careers — and break them down into practical ideas, tools and insights you can take straight back to your team. Join us as we deep dive into your career, your code and the systems you build — and celebrate the influence technologists have in an online world.
Latest Episodes
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- Jul 6, 202656 min
Season 3 Finale: Spec Kit, AI Workflows & the Future of Building Software
This special Season 3 finale of SEEK Bytes – a podcast for engineers by engineers – dives into one of the biggest AI engineering shifts of the moment: spec-driven development with GitHub Spec Kit. If you’ve been wondering how teams are using AI for more than just code completion, this episode unpacks a workflow designed to help engineers plan better, reduce drift and build higher-quality software faster. From constitutions and user stories to self-healing analysis and the crossover with TDD, this is a fascinating look at how AI can turn messy feature work into a much more structured engineering process. In this episode you’ll learn: • What spec-driven development actually is – and how Spec Kit turns a feature idea into specs, plans, tasks and implementation steps instead of jumping straight into code. • Why the “constitution” matters so much – how one shared set of project rules, dependencies and engineering standards can shape every AI-generated change that follows. • Why this matters beyond engineering teams – how clearer upfront specs can reduce misunderstandings, cut rework and help product, design and engineering stay aligned before expensive mistakes get baked in. 🔔 Follow the SEEK Bytes podcast so you never miss a new episode
- Jun 30, 202649 min
Camp SEEK: The 4-Day Tech Experience Changing Young Futures (with Asha Ioculari & Leon Belobrov)
What happens when you give 100 high school students four days, real SEEK mentors and a crash course in how tech actually works? In this episode of SEEK Bytes – we're joined by special guests Asha Ioculari and Leon Belobrov and go behind the scenes of Camp SEEK, SEEK’s immersive program designed to open the doors of tech to girls and non-binary students and show them there’s far more to this industry than just writing code. From design thinking and user research to pitching in front of 200+ people and senior SEEK leaders, this is a brilliant look at how SEEK is building confidence, broadening horizons and helping shape a more inclusive future for tech. This episode's special guests: Asha Ioculari (SEEK Senior Product Manager) & Leon Belobrov (SEEK Principal Product Manager) In this episode you’ll learn: • What Camp SEEK actually is – a free, four-day immersive program where students experience the real world of tech through design sprints, hackathon-style teamwork and hands-on problem solving. • Why it matters so much – how Camp SEEK is helping tackle underrepresentation in tech by building confidence early, widening access and showing students they absolutely belong in this space. • How SEEK brings the experience to life – from the double diamond process and the “designer, developer, dreamer” model to daily retros, volunteer mentors and a final pitch that gives students a real taste of working in tech. 🔔 Follow the SEEK Bytes podcast so you never miss a new episode
- Jun 23, 202640 min
Bleeds: The UI State Framework Your Users Deserve (with Eddy Nguyen)
Ever shipped a UI that “works” but still feels clunky, janky or confusing to users? In this episode of SEEK Bytes, Elliott and Will chat with lead engineer Eddy Nguyen about Bleeds – a simple but powerful way to design every UI state your users actually experience, not just the happy path. This episode's special guest: Eddy Nguyen (SEEK Lead Engineer) Eddy breaks down how Bleeds (Blank, Loading, Error, Expected, Disabled, Static) went from a team guideline to a shared language across engineers, designers and product. They dig into skeletons, loading spinners, empty states, static rendering and optimistic updates, and show how a clear pattern for states can make your interfaces feel modern, forgiving and fast. In this episode, we explore: • What Bleeds is and how Blank, Loading, Error, Expected, Disabled and Static states map to real user journeys • How a shared UI‑state language helps engineers, designers and product collaborate and keep experiences consistent across apps • Practical tips for implementing Bleeds in React/GraphQL‑style front ends with skeletons, helpful errors, static rendering and fewer “mystery” states If you’re a frontend or full‑stack engineer, designer or product person who wants your UI to feel polished in every state, this episode is for you. 🔔 Follow SEEK Bytes podcast so you never miss a new episode
- Jun 16, 202645 min
AI Gateway: The Platform Behind Smarter, Safer AI (with Thet Ko)
AI might look simple on the surface — just send a prompt, get a response — but behind the scenes, there’s a whole platform challenge to solve. In this episode of SEEK Bytes – we’re joined by Thet Ko, Senior Staff Engineer in SEEK’s AI Platform Services team, to unpack how SEEK is building an AI Gateway to centralise AI calls, improve governance and make it easier for teams to build with AI without reinventing the foundations every time. From cost visibility and PII protection to guardrails, resilience and shared memory across agents, this episode lifts the lid on the platform work that makes enterprise AI actually usable at scale. This episode's special guest: Thet Ko (Senior Staff Engineer) In this episode you’ll learn: • Why an AI Gateway matters – how centralising AI usage helps teams get better governance, clearer cost visibility and shared protection against risks like PII leakage and prompt injection. • What platform teams need to solve for AI at scale – from giving agents the right tools and memory to helping teams focus on the use case while the platform handles the foundations. • Why reliability and economics matter more than the hype – including model outages, fallback across regions, evaluation with golden datasets and LangFuse, and the reality that AI only scales if the value outweighs the cost. 🔔 Follow the SEEK Bytes podcast so you never miss a new episode
- Jun 9, 202631 min
Responsible AI: Bias, Blind Spots & Big Risks (with Sreyna Rath)
AI is moving fast — but are we building it responsibly? In this episode of SEEK Bytes – we sit down with Sreyna Rath, CEO and co-founder of jaimee.ai, who arrived in Australia as a refugee and is now running her own AI company with the aim to create something truly transformative for women. Elliott sits down with Reyna to unpack her journey and the real-world risks of AI bias, why safety can’t be bolted on at the end, and what developers can do to build tools that are fairer, safer and more human from day one. From biased hiring systems to sexualised image outputs and AI companions designed for vulnerable users, this conversation is a powerful reminder that AI doesn’t just reflect technology — it reflects us. This episode's special guest: Sreyna Rath (CEO and co-founder of Jamie.ai) In this episode you’ll learn: • Why responsible AI starts long before launch – and why fairness, safety and your most vulnerable users need to be considered right at the start, not patched in after the damage is done. • How bias shows up in the real world – from hiring algorithms that penalised women to image tools that sexualised women, showing how bad data and blind spots can turn into harmful outcomes at scale. • What everyday tech teams can do about it – including compassionate design, testing for bad outcomes, using AI to review AI, and treating AI as a sceptical collaborator instead of an unquestioned decision-maker. 🔔 Follow the SEEK Bytes podcast so you never miss a new episode
- Jun 2, 202630 min
PERL: The Smart AI Workflow
Still throwing one prompt at an AI agent and hoping for the best? In this episode of SEEK Bytes – we unpack PERL: Plan, Execute, Review and Learn — a smarter way to work with AI that helps teams get better outputs, catch mistakes earlier and turn trial-and-error into a repeatable workflow. This is the episode for anyone curious about how AI tools are really being used inside modern tech teams — not just to generate answers, but to plan better, work faster and learn as a team. In this episode you’ll learn: • Why one-shot prompting is holding people back – and how separating planning from execution can lead to better results, fewer misses and more confidence in what your AI tools are doing. • How “review and learn” takes AI from personal hack to team advantage – by spotting what went wrong, improving the next run and feeding those lessons back into shared skills, rules and documentation. • The hidden traps of advanced AI workflows – from runaway token usage and looping behaviour to context compaction and hallucinations, plus why mastering these tools is becoming a real skill in tech. 🔔 Follow the SEEK Bytes podcast so you never miss a new episode
- May 26, 202652 min
Vibe Coding with AI: Non-Developers building apps (with Helen Giapitzakis)
What happens when a designer with almost no coding experience picks up an AI tool and starts building a working product prototype – and then a staff engineer has to make sense of it all? In this episode of SEEK Bytes, Elliott Millar, Seamus, Arnav and Staff Engineer Helen Giapitzakis dive into “vibe coding”: using AI agents, context and prompts to build software by feel instead of by hand. This episode's special guest: Helen Giapitzakis (SEEK Staff Engineer) In this episode, we explore: • How a SEEK designer used AI to go from idea to clickable prototype, put it in front of real users, and only pulled in engineers when things started to wobble • Why “vibe coding” changes who can build software – and what that means for engineers, from assisted coding and context engineering to owning standards, readability and long-lived code • The surprising ways LLMs misunderstand intent and rules (especially negatives like “never use any”), and how teams can use positive, shared guidelines and repo-level “AI rulebooks” to steer them Whether you’re in software engineering, UX, product, data, mobile, platform or IT leadership, this episode will get you thinking differently about who codes, how AI fits into real teams, and what “good” code even means in an AI-first world. 👍 Follow the SEEK Bytes podcast so you never miss a new episode
- May 19, 202641 min
New AI Tools, Same Old Bugs? The crew react to the Next Wave
Drowning in new AI tools and wondering which ones actually help you ship better software? In this episode of SEEK Bytes, Elliott, Seamus and Will react to the latest wave of AI‑powered dev tools, from coding assistants and test generators to agents that promise to refactor your whole codebase while you sleep. They dig into what these tools are really good at (speeding up boilerplate, exploring APIs, generating tests), where they fall over (context, architecture, edge‑cases), and how they’re already changing code review, onboarding and day‑to‑day developer experience at SEEK. In this episode, we explore: • Which new AI tools are genuinely useful for everyday coding – and which ones are more hype than help • How AI is reshaping pairing, code review, debugging and tests, and where human judgment still absolutely has to stay in the loop • Practical ways to experiment with AI tools on your team without burning trust, wrecking your codebase or slowing everyone down If you’re a software engineer, tech lead or engineering manager trying to make sense of the exploding AI tool ecosystem, this episode is for you. 🔔 Follow the SEEK Bytes podcast so you never miss a new episode
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About SEEK Bytes
Few careers shape daily life like software engineering. From the way people search for jobs and learn new skills to how businesses run behind the scenes, software quietly powers billions of micro-moments every single day. So how do you stay ahead in a world that’s increasingly run on code, data and distributed systems — and where the tools seem to change every week? Welcome to SEEK Bytes, the podcast for software engineers and IT professionals, hosted by SEEK software engineers Elliott Millar, Seamus Kearney and William Lark. Each episode, Elliott, Seamus, Will and a series of recurring and special guests, dive into real engineering stories from SEEK and across the industry. They explore big, globally relevant topics — from AI, architecture and platform engineering to security, developer experience and tech careers — and break them down into practical ideas, tools and insights you can take straight back to your team. Join us as we deep dive into your career, your code and the systems you build — and celebrate the influence technologists have in an online world.
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