iiinova — where your digital self keeps evolving

Reposted by Konstantin Pavlov

Christian Tzolov @tzolov.bsky.social · 21/09/2026

Java SDK + Spring AI integrations for #TypeSafe AI's #Jev. Not a chat model! Send it a state and typed questions, get numbers back with a confidence, in ~300 ms. Judge, self-refine + guardrail advisors, RAG triage, tool selection. Blog: spring.io/blog/2026/09... @spring-ai.bsky.social

254

Konstantin Pavlov @kpavlov.me · 21/09/2026

The latest #TachyonMCP runtime for #Java brings improved declarative #MCP features, skills management within #MCP, SEP-2640 support, SpringBootStarter and #OpenTelemetry. tachyonmcp.dev Give it a try and let me know what you think

000

Reposted by Konstantin Pavlov

Devoxx Belgium @devoxx.com · 16/09/2026

Another highly anticipated Devoxx Belgium conference talk is the one from Mario Fusco and @kevindubois.com on the Agentic AI Evolution and lessons learned! 🚀 m.devoxx.com/events/dvbe2...

052

Reposted by Konstantin Pavlov

Guillaume Laforge @glaforge.dev · 13/09/2026

Sharing an #Obsidian vault across multiple computers with #Git gives you full ownership, revision history, and zero subscription fees. But a default `git init` quickly leads to sync friction and merge conflicts. Here is my step-by-step guide to make it seamless 🧵👇

2166

Konstantin Pavlov @kpavlov.me · 02/08/2026

#kt-schema {😺} comes to #Java. Kotlin multiplatform #json-schema generator now supports Java projects via annotation processing. No Kotlin stdlib needed at runtime. New release also brings improvements for Jackson annotations, nullability and type name customizations. github.com/kpavlov/kt-s...

github.com

100

Konstantin Pavlov @kpavlov.me · 22/07/2026

🚧 🤖💡 My minions were busy last two of days adding mappings for upcoming #MCP specification, which is around the corner (2026-07-28), to #TachyonMCP. github.com/kpavlov/tach...

100

Konstantin Pavlov @kpavlov.me · 24/05/2026

⚡ Mokksy 0.10 is out! This release focuses on more realistic integration testing: • YAML-based stub loading • multipart & form body matching • improved verification APIs Built for testing modern HTTP & streaming APIs on the JVM. github.com/mokksy/mokks... mokksy.dev

github.com

Release v0.10.0 · mokksy/mokksy

What's Changed Mokksy v0.10.0 is a feature-heavy release focused on more realistic request matching, easier stub provisioning, and better verification APIs for tests. The main additions are file-ba...

010

Konstantin Pavlov @kpavlov.me · 13/05/2026

Direct prompt injection is only the first layer. Higher-order attacks embed malicious intent in the code an agent dependencies it adds, and the trust chains it inherits — executing later in CI, production, or downstream agents. kpavlov.me/blog/agent-h... #ai #security #AttackVector

kpavlov.me

Higher-Order Attacks on AI Code Agents

Beyond direct prompt injection lies a more dangerous class of attacks: manipulating the agent into writing malicious code that executes later in CI or production. This article examines second-order co...

010

Konstantin Pavlov @kpavlov.me · 06/04/2026

Check out my latest article: When Your #AI #Code #Agent Becomes an #RCE Engine kpavlov.me/blog/agent-p...

kpavlov.me

110

Konstantin Pavlov @kpavlov.me · 03/04/2026

A library developer’s true compass is a simple question: Is this safe enough to power Orion? #Orion #MissionCritical #CodingPhilosophy #CodingPrinciples #SoftwareEngineering

010

Konstantin Pavlov @kpavlov.me · 02/04/2026

Kotlin MCP SDK 0.11.0 is out! Highlights: - Elicitation support - Upgraded to Kotlin 2.3, Ktor 3.3, serialization - Configurable max request payload size + automatic JSON setup - Full conformance test suite is finally green github.com/modelcontext... #Kotlin #MCP #AI #SDK #APIs #DeveloperTools

lnkd.in

This link will take you to a page that’s not on LinkedIn

000

Konstantin Pavlov @kpavlov.me · 21/03/2026

#Javable: generate Java-friendly wrappers for #Kotlin with #KSP Annotate your Kotlin class and functions, and Kotlin Symbol Processor generate #CompletableFuture-based async adapters, blocking wrappers, and Java Stream-based #Flow collectors — with correct #CoroutineScope lifecycle management.

kpavlov.me

Javable: generate Java-friendly wrappers for Kotlin with KSP

When building a Kotlin library, the JVM interop story is often painful: suspend functions expose a raw Continuation parameter in Java, Flow has no Java equivalent, and data classes with many parameter...

110

Konstantin Pavlov @kpavlov.me · 05/03/2026

#Kotlin API design cheat sheet: when to use params, defaults, builders & lambdas—w/ thresholds github.com/kpavlov/kmon...

github.com

010

Konstantin Pavlov @kpavlov.me · 04/03/2026

Kotlin’s flexibility — multiple classes and extension functions in one file — is a feature, not a bug. But without team conventions and static analysis, files can quietly grow past 1,000 lines. kpavlov.me/blog/kotlin-...

kpavlov.me

Large files in Kotlin: causes, trade-offs, and practical remedies

Kotlin's permissive file organization model enables expressive, cohesive code — but it also explains why large files are commonplace even in mature Kotlin libraries. This article examines the cultural...

100

Konstantin Pavlov @kpavlov.me · 02/03/2026

Spring Modulith is very valuable tool to avoid dependency cycles between modules in enterprise applications. Must-have tool for every serious project.

022

Konstantin Pavlov @kpavlov.me · 28/02/2026

Unit tests won’t catch what breaks in production. If your service talks to external HTTP systems — mocking isn’t enough. You miss real config, timeouts, retries, and streaming behaviour. #Mokksy is a #Kotlin mock server with real HTTP & SSE support for black-box integration tests.

kpavlov.me

Mokksy: A Mock Server That Actually Streams — and Why Your AI App Needs Integration Tests

Why unit tests alone won’t save your LLM application in production, and how Mokksy — a Kotlin mock server with true SSE and streaming support — fills the gap that WireMock leaves wide open.

210

Reposted by Konstantin Pavlov

Guillaume Laforge @glaforge.dev · 16/02/2026

Great guide by #anthropic on how to write #AI #Agent #Skills resources.anthropic.com/hubfs/The-Co...

073

Konstantin Pavlov @kpavlov.me · 29/01/2026

#KSP #Maven plugin 0.3.0 is out: - Dynamic configuration of plugin executions via Maven lifecycle - Automatic detection of KSP/Kotlin configuration parameters - KSP upgraded to **2.3.5** github.com/kpavlov/ksp-... See it is action in #KotlinxSchema: github.com/Kotlin/kotli...

github.com

Release v0.3.0 · kpavlov/ksp-maven-plugin

What's Changed ✨ New features Dynamic plugin execution configuration: Added KspLifecycleParticipant, enabling dynamic configuration of plugin executions based on the Maven lifecycle by @kpavlov ...

010

Konstantin Pavlov @kpavlov.me · 17/01/2026

This puzzle is quite beautiful! I hope it’s never used in production code🙃

010

Konstantin Pavlov @kpavlov.me · 27/12/2025

🚀 #ksp-maven-plugin v0.2.0 is out! Now processes both main AND test sources, making KSP integration with Maven even more powerful. Perfect for Kotlin projects using symbol processing. github.com/kpavlov/ksp-... #Kotlin #Maven #KSP

github.com

Release 0.2.0 · kpavlov/ksp-maven-plugin

What's Changed Process main and test sources (#22) by @kpavlov in #35 Full Changelog: v0.1.3...v0.2.0

000

Reposted by Konstantin Pavlov

Marit van Dijk @maritvandijk.bsky.social · 10/10/2025

Massive thanks to @stephanjanssen.be and team for organising another great edition of @devoxx.com!

Marit van Dijk in front of a monitor listing her talk.

Devoxx Belgium 2025 speaker badge for Marit van Dijk.

0162

Konstantin Pavlov @kpavlov.me · 10/10/2025

@snicoll.be, thank you for the talk on Devoxx Belgium 2025 on SpringBoot 4. May I ask you to review my guide how to write SB starters. Is it still actual and provide the best practices for SB 4 kpavlov.me/blog/spring-...

kpavlov.me

Spring Boot Starters

This post discusses Spring Boot Starters and their importance to developers, who want to make the setup and configuration of Spring Boot applications a whole lot easier. It keeps dependencies organize...

121

Konstantin Pavlov @kpavlov.me · 08/09/2025

#Mokksy 0.5.0-Alpha1 is ready for testing github.com/mokksy/ai-mo... New features include an #Ollama mock server, initial support for #A2A protocol v0.3.0, colored HTTP request logs, and updated Kotlin compiler options with kotlin-stdlib 2.0.10.

github.com

Release v0.5.0-Alpha1 · mokksy/ai-mocks

What's Changed New Features Introduce Ollama Mock Server (WIP) by @kpavlov [WIP] Support A2A protocol v0.3.0 (JSON-RPC 2.0) by @kpavlov Colorize HTTP request in logs by @kpavlov Update Kotlin comp...

000

Reposted by Konstantin Pavlov

Kotlin by JetBrains @kotlinlang.org · 09/08/2025

📢 Kotlin community! Don’t miss this livestream on the new version of IntelliJ IDEA. We’ll share updates that improve the Spring experience, demonstrate interactive coding with Kotlin Notebook, and highlight many other new features. Set a reminder 👇

071

Konstantin Pavlov @kpavlov.me · 22/07/2025

Google has introduced a new Transformer model called Mixture-of-Recursions, which lets each token go through a different number of processing steps based on how much “thinking” it needs, helping the model use less memory and computation while improving performance. youtu.be/MfswBXmSPZU

youtu.be

Smaller, Faster, Smarter: Why MoR Might Replace Transformers | Front Page

YouTube video by AIM Tv

110

Konstantin Pavlov @kpavlov.me · 19/07/2025

A software development team implements a deceptively simple rule: break the build, buy cookies for everyone. What begins as a lighthearted accountability measure slowly transforms into something far more profound — ...

kpavlov.me

The Cookie Story: When Build Failures Became Sweet Accountability

Twelve developers. One trunk. And a jar of cookies. Zero tolerance for broken builds. Watch as pair programming sessions intensify, commits shrink to surgical precision, and a team discovers that the ...

120

Reposted by Konstantin Pavlov

Max Rydahl Andersen @handle.invalid · 03/07/2025

Had a fun conversation with Mark Sailes about my career in professional opensource - maybe you find some of it interesting too. And go subscribe give a like on Marks new channel! youtu.be/ePb9O9VDsVA

youtu.be

Your browser is up to date

You can use YouTube's latest features!

001

Konstantin Pavlov @kpavlov.me · 02/07/2025

Their system prompts need more refinement and supervision and human approvals while making the decisions, but the business model is seemingly interesting and promising.

000

Reposted by Konstantin Pavlov

Eric Deandrea @ericdeandrea.dev · 20/06/2025

In case you missed the latest @langchain4j.dev release, a new feature that snuck in is #guardrails! You can validate LLM input & output! docs.langchain4j.dev/tutorials/gu...

docs.langchain4j.dev

Guardrails | LangChain4j

Guardrails is an experimental feature. Its API and behavior might change in future versions.

164

Konstantin Pavlov @kpavlov.me · 06/06/2025

I wrote a new #blog post about why #testing #prompts in isolation isn’t enough 🚨 Your app usually generates prompts on the fly. Static tests miss how it behaves in real-world use. You should test the service itself—dynamic prompt logic, context, full flows kpavlov.me/blog/llm-eva... #ai #testing

kpavlov.me

LLM Evaluation Testing with promptfoo: A Practical Guide

This article shows how to implement automated testing for LLM applications using promptfoo with a real application server, addressing the challenge that traditional testing methods fail with non-deter...

010