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. 🧵👇
This data backs up exactly what we do in practice.
Instead of a massive AI-generated repo overview, our React Starter Kit uses an AGENTS.md that is strictly under 50 lines of code. Check it out here: github.com/kriasoft/react-st… #ReactJS #LLMs
Konstantin Tarkus retweeted
🚀 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/verist
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.
MCP + OAuth + CLI apps = lots of sharp edges.
oauth-callback v2.2.0 smooths them out — redirect capture, token exchange, persistence.
github.com/kriasoft/oauth-ca…
Konstantin Tarkus retweeted
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-bundle-…
Cloudflare vs. Vercel just got real. 🥊
☁️ Cloudflare = Global Infra 🚀 Astro = Zero JS / Peak DX
youtube.com/watch?v=X1Gfv7P-…
Cowork is a strong signal of where agentic workflows are heading.
I've been exploring similar ideas with @sidebandtech — focusing on E2EE-first, trust-bounded workflows where files don’t have to leave the user’s control.
#Claude #ClaudeCode #AI #AgenticAI
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/side…
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
Best talk I've seen on the practical reality of coding with LLMs (and why "clean code" definitions are changing)
youtube.com/watch?v=JV-wY5px…
Konstantin Tarkus retweeted
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
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 👏
I used to joke about being a code therapist. Now it looks like it's an actual job — Vibe Coding Cleanup Specialist
Bun's adding ws.subscriptions! No more manual tracking of which channels a WebSocket is subscribed to. Here's a quick example using WS-Kit:
Konstantin Tarkus retweeted
Universal Truths of Software Development 😬
▫️The code you're most proud of will be deleted
▫️The code you're most ashamed of will run in production forever
▫️The feature you spent weeks perfecting will be used by exactly zero users
▫️The bug you can't reproduce will happen during the client demo
.......
Building rate limits in WS-Kit: Token buckets look simple: refill tokens, spend on requests, reject when empty. In production, fairness evaporates when capacity and refill rate aren’t tuned together. Here’s the playbook I use to keep systems responsive and abuse-resistant 🧵
Need the full checklist, recovery-time calculator, and TypeScript snippets for per-user, per-route, and cost-based buckets? I broke it all down here → levelup.gitconnected.com/des…