Konstantin Tarkus

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Konstantin Tarkus

Konstantin Tarkus

@koistya

Building the rails that AI workflows run on. Principal Engineer architecting the foundation for safe & scalable intelligence. ☕️ // Code #DevOps #Startups #AI

Marches, Italy Katılım Eylül 2008
402 Takip Edilen1.7K Takipçiler
Konstantin Tarkus
Konstantin Tarkus@koistya·
Are AGENTS.md files actually helping your AI agents? 🤔 A new evaluation shows auto-generating context files actually decreases task success by 3% and increases costs by 20%+! The takeaway? Write them yourself and keep them strictly minimal. 🧵👇
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Verist
Verist@verist_ai·
🚀 Verist v0.0.1 Verist is a determenistic workflow kernel for AI systems – built for replay, recompute, and diff. → No agents. → No hidden state. → No silent overwrites. If AI decisions need to be explainable months later, this is for you. github.com/verist-ai/veri…
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Konstantin Tarkus@koistya·
Most APIs still ship their own SDKs, auth flows, and quirks. But now many expose an MCP server. So… why not just generate a typed client from that? Same mental model. Any MCP API.
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DEV Community
DEV Community@ThePracticalDev·
Struggling to get ChatGPT to understand your full codebase? This dev shares their bundling strategy to provide better context for AI assistance. 📦🧠 { author: @koistya } dev.to/koistya/how-i-…
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Konstantin Tarkus@koistya·
Released @sideband/secure-relay v0.1.0 – E2EE for browser↔daemon communication via untrusted relays. • Ed25519 identity signatures • X25519 ephemeral key exchange • ChaCha20-Poly1305 encryption • TOFU identity pinning • Replay protection github.com/sidebandtech/s…
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Konstantin Tarkus@koistya·
Just launched AI Assistant for React Starter Kit 🤖⚛️ It understands the actual codebase, architecture, and patterns, not generic React advice. Built to help you ship faster with fewer “where does this go?” moments. #React #TypeScript #DevTools #AI
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Konstantin Tarkus@koistya·
@r0ktech Using Astro for marketing pages + React/Vite/TanStack for the web apps (main app, tenant console, etc.) Check out React Starter Kit on GitHub as an example.
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𝐑.𝐎.𝐊 👑
𝐑.𝐎.𝐊 👑@r0ktech·
you're to build the frontend of a project, which are you using React or Next ?
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Drizzle ORM
Drizzle ORM@DrizzleORM·
We've updated our benchmarks 🚀 Drizzle v1.0.0-beta2 vs Prisma 7.1 Node 24.6: - Drizzle handled 2.13m requests, peaked at 9.4k reqs/s at ~100ms p95 latency - Prisma handled 668k requests, peaked at 2.3k reqs/s at ~150-200ms p95 latency before throttling Bun 1.3.4: - Drizzle handled 2.33m requests, peaked at 11.6k reqs/s at 25-30ms p95 latency - Prisma handled 678k requests, peaked at 2.3k reqs/s at ~150-200ms p95 latency before throttling
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Bun
Bun@bunjavascript·
In the next version of Bun `bun:test` gets support for jest's fake timers API, letting you programmatically advance time forward in tests
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Konstantin Tarkus
Konstantin Tarkus@koistya·
No DDoS, no hack. Cloudflare outage = one small ClickHouse ACL change → duplicate features → config file too big → Bot Management module hits preallocated memory limit → entire frontline proxy crashes repeatedly. Bravo to #Cloudflare team for transparency 👏
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