AIQB
TutorialsOrdinary

ToolTrap: “tool results are data” wasn’t enough

Source: DEV Community·

Summary

Prepared for the Kaggle Benchmarking Challenge. What I Benchmarked I build agents for...
CategoryAI Tutorials & Practice
TierOrdinary
Published
Indexed by AIQB
SourceDEV Community
AIQB record IDintel-e08886b7f1201661c3905cc7
Read original source ↗More Tutorials

Related stories

Matched by category, entity tags and source

TutorialsOrdinary
When AI Reviewers Become a CI Problem
Fifteen AI review bots on one repository is not fifteen times the insight — it is a governance problem. How one open-source project keeps machine reviewers advisory, deterministic gates blocking, and PR code out of the trust boundary.
Source: DEV Community
TutorialsOrdinary
We Let Vibe Coders Merge to Production. We Kept the Core.
How non-engineers build AI tools on an internal MCP platform and self-merge them to production — the self-merge gate, clean-context AI code review, and the one zone that still needs an engineer.
Source: DEV Community
TutorialsOrdinary
Your AI Agent Changed One Repo. Did It Check What Breaks Outside It?
Hello Devs 👋 One thing I have noticed with AI coding agents is that they are very good at working...
Source: DEV Community
TutorialsOrdinary
Top 5 AI Governance Tools for Enterprises in 2026: A Practical Comparison
AI is becoming part of almost every layer of an enterprise. Employees are using AI assistants....
Source: DEV Community
TutorialsOrdinary
Guardrails for AI-Generated Python Code: A pytest + Hypothesis Setup That Catches What Review Misses
AI assistants are very good at writing Python that looks right. It's typed, it's formatted, it comes...
Source: DEV Community
TutorialsOrdinary
Handshake: which MCP clients will break your server after the 2026-07-28 spec split?
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real...
Source: DEV Community
TutorialsOrdinary
Building a Skill Interview with AI
Here's the idea: build an app that checks if someone knows their stuff using an interview. You pick a...
Source: DEV Community
TutorialsOrdinary
UCRF: Exploring Version Provenance for Concurrency Control and Selective Recovery
Research status: Ongoing Current milestone: v0.39 Type: Experimental research prototype Repository:...
Source: DEV Community
TutorialsOrdinary
Scraping YouTube transcripts at scale for RAG (and the 3 things that break it)
If you are building a RAG or agent pipeline over video, the transcript is the payload. Titles and...
Source: DEV Community
TutorialsOrdinary
RecallOps: Using Hindsight to Recall Past Production Incidents
Introduction Every on-call engineer has had the same feeling: an alert fires, the symptoms look...
Source: DEV Community