6 min read
ORCA-bench: Frontier Agents Score 10% on Hard Oncall RCA
ORCA-bench puts five frontier coding agents on live oncall root cause analysis with real telemetry. The best scored 10% on hard tasks, far from oncall-ready.
AI AGENTS
424 articles - page 16 of 36
6 min read
OwlPath: Ontology-Based Code Retrieval Cuts Agent Tokens 29%
OwlPath encodes code into an OWL2 ontology so coding agents can answer multi-hop structural queries with SPARQL, cutting tokens 28.8% on SWE-bench Pro.
7 min read
PAIChecker: 13.6% of SWE-bench Verified Instances Have Misaligned PR-Issue Pairs
PAIChecker finds 13.6% of SWE-bench Verified instances pair a PR with an issue it does not resolve, penalizing agents that solve the stated problem.
7 min read
Hydrogen 2.0 Dev Preview: Shopify's Framework-Agnostic Commerce Toolkit Adds Vue, AI Inbox, and Bundled GraphQL Tooling
Shopify Hydrogen developer preview adds Vue bindings, bundled GraphQL TypeScript tooling, Shopify Inbox AI chat and new agent skills, plus breaking changes.
8 min read
SIGIL Compiles Agent Skills into Harnesses: Prose Runs Skip 44% of Mandated Steps
SIGIL compiles prose SKILL.md files into typed agent harnesses. Prose runs execute 56% of mandated steps; compiled harnesses reach 86% with 0.58x the tokens.
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6 min read
SWE-NFI: The Benchmark That Catches What Coding Agents Miss
SWE-NFI benchmarks coding agents on 188 behavior-preserving improvement tasks. The best hits 70% correctness, but all lag humans on structural refactors.
12 min read
What Happens When Tokens Are Too Cheap to Meter: Five Scenarios for Developers and Knowledge Work
What happens when AI tokens are too cheap to meter: five scenarios for developers and knowledge work, each with the signal that tells you it is arriving.
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11 min read
What If AI Was Free Tomorrow, at Exactly Today's Capabilities?
What if AI was free tomorrow at today's capabilities? A thought experiment on what changes for developers when price hits zero, and what stays scarce.
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8 min read
OpenAI Cuts GPT-5.6 Luna 80% and Terra 20%: The Cost-Per-Task Math for Agent Builders
GPT-5.6 Luna drops 80% to $0.20/$1.20 per million tokens and Terra 20% to $2/$12. The cost-per-task math for agent builders, Codex quotas and rivals.
9 min read
MCP Apps vs Tool Calling vs Standalone UIs: Interactive Interfaces for Agent Tools Compared
MCP Apps vs tool calling vs standalone web UIs: how sandboxed interactive UIs for MCP servers compare to the other two, and when to use each approach.
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10 min read
Wiki Skills: The Missing Graph Layer in Agent Context
Wiki skills add the missing graph layer to agent context: skills that link to each other let agents navigate knowledge instead of front-loading it all.
9 min read
AI Coding Agent Firewalls and Security Layers Compared 2026
AI coding agent firewalls compared: Belay, Claude Code hooks, Codex CLI sandboxes and MCP proxies vs destructive commands, secret leaks and prompt injection.
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Showing 181-192 of 423 articles
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