AIQB
TutorialsOrdinary

A Confidence Score Is Not a Probability: Act, Ask, or Abstain

Source: DEV Community·

Summary

An agent emits confidence: 0.91. It is tempting to read that as “a 91% chance of being correct” and...
CategoryAI Tutorials & Practice
TierOrdinary
Published
Indexed by AIQB
SourceDEV Community
AIQB record IDintel-114620f3b46731a2f7602f35
Read original source ↗More Tutorials

Related stories

Matched by category, entity tags and source

TutorialsOrdinary
Vibe coding with GPT-6 Astra: what 35 unattended hours produced
Vibe coding at the limit: Armin Ronacher let GPT-6 Astra run alone for 35 hours. It cost about $1,200 and wrote 75,000 lines of nothing of value.
Source: DEV Community · GPT
TutorialsOrdinary
Claude Code: organize agentes em paralelo com Git Worktrees
Enquanto fazia o curso Claude Code: Software Engineering with Generative AI Agents, imaginei um...
Source: DEV Community · Claude
TutorialsOrdinary
It knows you changed jobs. It still writes to your old manager.
This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked Assistants...
Source: DEV Community
TutorialsOrdinary
I Spun a Wheel of Fortune at 13 AI Models. Here's Who Took the Bait.
This is a submission for the Kaggle Benchmarking Challenge How this was made: this benchmark and...
Source: DEV Community
TutorialsOrdinary
Durable Task in the Real World: What Problems Does It Actually Solve?
Five practical examples of when durable execution makes sense, when it doesn't, and what it means for AI agents.
Source: DEV Community
TutorialsOrdinary
Count It or Compute It: When a Tool Returns Rows, the Models That Count Them Right Spend the Tokens
A Kaggle benchmark of the step agents rarely test: counting what a tool returns. Ten models, 68 questions, one tool that returns the count and one that returns the rows. With the count, every model is right at a flat cost. With the rows, m…
Source: DEV Community
TutorialsOrdinary
bpy-compass: Blender Python answers that run on the version you actually have
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content. ...
Source: DEV Community
TutorialsOrdinary
Adobe Commerce Added an MCP Layer: Your Catalog Is Now an Agent's Tool
On Thursday, April 9, 2026, an AI shopping agent could call search_shop_catalog on any Shopify...
Source: DEV Community
TutorialsOrdinary
Claude Can't Say "Done" Until the Code Is Safe: A Security Verification Loop for Claude Code
I asked Claude Code to add an AI chat feature. It worked. It also: hardcoded my API key, rendered...
Source: DEV Community · Claude
TutorialsOrdinary
Your shopping agent reads the reviews. Attackers write the reviews. Guess who wins.
F-Secure built an AI shopping agent and got it to hand a user's name, birth date, and SSN to a phishing site — not with a hacky command, but by hiding an instruction inside product content that looked like a normal step toward buying. The …
Source: DEV Community