DeepSeek V4.1 Flash 1017: Benchmarks, Price, and a Real Coding Agent Test
DeepSeek V4.1 Flash 1017 as a coding agent: all 32 hidden tests in 27 seconds for $0.016 a task. Benchmarks, pricing, model IDs, and what V4 Flash means now.
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DeepSeek V4.1 Flash 1017: Benchmarks, Price, and a Real Coding Agent Test
DeepSeek V4.1 Flash 1017 as a coding agent: all 32 hidden tests in 27 seconds for $0.016 a task. Benchmarks, pricing, model IDs, and what V4 Flash means now.
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DeepSeek V4.1 Flash vs MiniMax M3.1 Flash: Which Is Cheaper per Fixed Bug?
DeepSeek V4.1 Flash vs MiniMax M3.1 Flash on the same coding task, three runs each: tests passed, cost per fixed bug at peak and off-peak, speed, and loops.
MiniMax M3.1 Flash (Space Bunny Alpha) Tested as a Coding Agent: Low vs Max Effort
MiniMax M3.1 Flash, the model behind Space Bunny Alpha, is free on OpenRouter for now. We ran it as a coding agent: max effort took 12x longer than low.
OpenCode Alternatives After the Console Breach: 9 Coding Agents and Where They Keep Your API Keys
OpenCode Console may have exposed provider keys on Oct 17. We checked 9 coding agents for where API keys live, telemetry and approvals.
OpenCode vs Claude Code: Features, Pricing and Where Your API Keys Live
OpenCode vs Claude Code on 12 points, from price ($0 to $200 a month) and local models to the exact file where each tool keeps your API keys.
Is OpenClaw Safe? Security Risks and How to Lock It Down in 2026
OpenClaw logged 722 security advisories in 2026. The 7 real risks, the exact settings that close each one, and a 10-minute lockdown for v2026.10.5.
How to Store AI API Keys Safely (and Rotate Them After a Leak)
8 practical rules for storing OpenAI, Anthropic and OpenRouter keys, plus a 5-step rotation checklist for when a provider or tool leaks them.
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Where 13 AI Coding Agents Store Your API Keys, File by File
13 AI coding agents checked in October 2026: the exact file that holds your API keys on each OS, its permissions, keychain support and vendor key stores.
Claude Sonnet 5.5 vs Opus 5.5 vs Sonnet 5: Benchmarks, Pricing, and Which to Use
Sonnet 5.5 is $2/$10 per million tokens, Opus 5.5 is $4/$20. Full benchmarks, cost per task at medium, high and max effort, and which one to pick.
Claude Code Alternatives in 2026: 9 Open Tools That Are Still Alive
Open-source Claude Code alternatives checked on Sept 29, 2026: last release dates, what is still free, local model support, licenses, and telemetry.
OpenClaw Alternatives: 8 Agents Checked for Security, Import and Local Models (2026)
8 OpenClaw alternatives checked on Sept 29, 2026: what each imports from OpenClaw, local models, channels, approvals, telemetry and last release.
Claude Fable 5.1 and Mythos 5.1: Benchmarks and Pricing
Claude Fable 5.1 benchmarks and pricing explained: agentic scores roughly doubled, cache reads cut 75%. Full numbers, cost, and how Mythos 5.1 differs.
How to Run Qwen 3.8 27B Locally
Run Qwen 3.8 27B as a tool-using agent on your own machine: memory math for 24 GB cards, grammar-constrained tool calls, and two measured agent runs.
Atomic Agent vs Hermes vs OpenClaw: Local Agents Compared
Atomic Agent, Hermes, and OpenClaw compared: philosophy, local-first stance, licensing, and how each held up in the GAIA L1 head-to-head.
GBNF Grammar-Constrained Tool Calling, Explained
GBNF grammars make it structurally impossible for a local model to emit an invalid tool call. Here's the mechanism that turns small models into reliable agents.
How to Run an AI Agent Offline (No API Key, No Token Bill)
Run a capable AI agent fully offline via llama.cpp: no network, no API key, no token bill. Step by step, and it still drives your files, shell, and git.
Local AI Agent vs Cloud AI Agent: The Real Trade-offs
Local vs cloud AI agents compared on privacy, cost per token, latency, offline use, and model ceiling. An honest side-by-side table, not a sales pitch.
What Is a Local AI Agent? A Plain-English Definition
A local AI agent runs its model, reasoning loop, and tool execution entirely on your own machine: no cloud round-trips, no API keys, no per-token bill.
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