
DeepSeek 4.1 Flash as a Daily Coding Model: Cache, Peak Hours and Limits
DeepSeek 4.1 Flash as a daily coding model: what a session costs, how peak hours double the bill, why caching matters, and where the subsidy argument holds.
213 articles - page 2 of 18

DeepSeek 4.1 Flash as a daily coding model: what a session costs, how peak hours double the bill, why caching matters, and where the subsidy argument holds.

Step 5 Preview is StepFun's 600B MoE with 27B active and a 1M window. What it scores, what a session costs, and what to check before the October 15 weights.

Sign in with ChatGPT lets coding agents spend your Plus or Pro plan allowance instead of an API key. How the OAuth flow works and the per-app cap to set first.

Antigravity vs Cursor: Antigravity is free with a weekly limit; Cursor starts at $20/month with the widest model menu. Pricing, limits and a decision guide.

CC Switch is a free open-source app that switches API providers for Claude Code and Codex in one click and syncs MCP servers and skills. How to use it safely.

Superpowers for Claude Code: how to install the MIT-licensed skills plugin, what its brainstorm, plan, TDD and review skills do, and when it is worth it.

Codex usage limits and pricing per ChatGPT plan: what Plus, Pro $200 and Pro $500 buy, how resets work, and what to do about 'Selected model is at capacity'.

NVIDIA OpenShell runs autonomous agents in policy-enforced sandboxes: an open-source runtime that moves agent security from prompt rules to infrastructure.

CodeMidas turns existing repository code into executable coding-agent RL tasks, tests, and verifiers, instead of relying on issues, commits, or hand labels.

Handshake's DeepSWE audit found frontier coding agents reasoning about imagined graders. Stop rewarding patches that pass tests but drift from the user's spec.

Agent Retrieval Bench isolates the part of coding-agent work most evals hide: did the agent find the right repository files before it started editing?

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.
Showing 13-24 of 212 articles

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