Together Link: Kimi K3 Barely Beats Opus 5.5 on Cost

Together Link: Kimi K3 Barely Beats Opus 5.5 on Cost

Together Link puts Kimi K3, GLM 5.3 and the Flash models inside Claude Code, Codex and OpenCode. Priced on 13 real Opus 5.5 sessions, the Flash models save 92-96%, but Kimi K3 saves only 6% because cache reads decide the bill.

DeepSeek Harness Desktop Tested: What It Uploads

DeepSeek Harness Desktop Tested: What It Uploads

DeepSeek Harness Desktop, a free MIT agent app for Mac and Windows, sends a structured session log with every request on DeepSeek's own model route by default. Our capture test shows what it carries, what it costs, and how to switch it off.

Sign in with ChatGPT: Use Your Plan in Other Apps

Sign in with ChatGPT: Use Your Plan in Other Apps

Sign in with ChatGPT now lets Plus and Pro subscribers spend their plan in other apps, with no API key. We checked the 4 open-source tools OpenAI lists on launch day: only Pi shipped it in a stable release, and the route refuses image generation.

NVIDIA OpenShell Tested: What the Policy Prover Misses

NVIDIA OpenShell Tested: What the Policy Prover Misses

NVIDIA's Open Agent Safety Platform launched September 28, and OpenShell is the part you can run today. We gave its policy prover 19 permission-widening edits: it caught 9, answered unsupported on 9, and passed 1 the runtime blocks anyway.

Claude Sonnet 5.5: Half Opus's Price, Not Half the Bill

Claude Sonnet 5.5: Half Opus's Price, Not Half the Bill

Claude Sonnet 5.5 costs half of Opus 5.5 per token and beats it on Terminal-Bench 4.0. At max effort, Artificial Analysis measured $7.60 per task against Opus 5.5's $5.98. Here is how effort decides your bill, and the five breaking changes to fix first.

Ollaya Tested: Jev-Style Decision Models on a CPU

Ollaya Tested: Jev-Style Decision Models on a CPU

Ollaya, the open-source runtime that serves Jev-style decision models locally, hit the Hacker News front page on 25 September. We ran three of its models on a CPU against 300 labelled examples: Laya is fastest and most overconfident, decider:0.8b the most accurate.

LongCat-2.5-Preview: Free in OpenCode, No Benchmarks Yet

LongCat-2.5-Preview: Free in OpenCode, No Benchmarks Yet

Meituan's LongCat-2.5-Preview landed on 25 September with a 1M-token context, image and video input, and a free OpenCode tier. It costs $0.30 in and $1.20 out per million tokens direct, but Meituan has published no benchmarks yet.

Whiteboard for Coding Agents: Setup, Limits, What It Sends

Whiteboard for Coding Agents: Setup, Limits, What It Sends

Whiteboard, an open-source app from the YC W26 startup /dev/fast, shipped on 24 September. Claude Code and Codex can draw diagrams, semantic diffs and decision logs that link back to the code. Here is how to set it up, and what leaves your machine.

Docker Cloud Sandboxes vs E2B, Vercel, Modal: Agent Costs

Docker Cloud Sandboxes vs E2B, Vercel, Modal: Agent Costs

Docker Cloud Sandboxes launched on 24 September at $0.14 an hour for 2 vCPUs, the lowest flat rate against E2B, Daytona and Modal. But Docker bills idle time, and coding agents spend much of theirs waiting on the model.

Claude Code Cloud Sessions GA: What $100 Buys

Claude Code Cloud Sessions GA: What $100 Buys

Anthropic made Claude Code cloud sessions generally available on September 23, with a one-time $100 credit on Pro and $250 on Max. The VM is free; the credit pays for model usage, and on Opus 5.5 it goes less far than it sounds.

CLM-8B: Open Jev Rival and What Its 81.6% Counts

CLM-8B: Open Jev Rival and What Its 81.6% Counts

CLM-8B, an open decision model from Stanford and NVIDIA released on 23 September, scores candidate actions up to 9x faster than Jev. Its 81.6% DeepSWE result is 31 of 38 tasks. Here is how to run it as a verifier for your coding agent.

Claude Opus 5.5: Cheaper, But Not a Drop-In Swap

Claude Opus 5.5: Cheaper, But Not a Drop-In Swap

Anthropic cut Opus pricing 20% and took the number one spot on the Artificial Analysis index. The line that will actually change your bill is the effort default, which dropped from high to medium.

GitHub's Copilot Rust Port Cost $120,000 in Tokens

GitHub's Copilot Rust Port Cost $120,000 in Tokens

GitHub published the full telemetry for rewriting the Copilot agent runtime into 832,378 lines of Rust with AI agents: $120,000 in tokens, a 96.22% prompt cache hit rate, and 28 hours of reading for every hour of editing.

Real-SWE: Coding Agents Score 38.8% on Private Code

Real-SWE: Coding Agents Score 38.8% on Private Code

Specific Labs published Real-SWE on September 12, 2026, a coding-agent benchmark built entirely from private production codebases. The top score is 38.8%, from Claude Fable 5.1 in Claude Code. The same generation posts 95% on SWE-bench Verified.

Cognition SWE-2 vs Fable 5.1: Where It Wins and Loses

Cognition SWE-2 vs Fable 5.1: Where It Wins and Loses

Cognition released SWE-2 on 10 September 2026 and one number travelled: 50.0% on FrontierCode 1.1 Main, within a point of Fable 5.1, at 64% lower cost. Three rows below it, in the same table, is a number that did not.

Hang4r: Run Claude Code, Codex, Cursor in Parallel

Hang4r: Run Claude Code, Codex, Cursor in Parallel

Hang4r is a free macOS app that runs Claude Code, Codex, and Cursor coding agents side by side, each isolated in its own git worktree with per-turn checkpoints and inline diff review.

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