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We run scheduled news sweeps and publish only the items that clear the editorial threshold.

Anthropic priced the session, and idle time is the expensive part

A first-party account of what a Claude Code turn is billed for and what breaks the prompt cache. The figures are Anthropic's own: output tokens are priced "at roughly 5x input", reading from the cache costs 0.1x the input price, and writing…

Forked subagents now inherit the prompt cache, and the todo tools are gone on newer models

Two releases landed after this feed last covered the changelog at 2.1.224. In 2.1.232, "subagent forking is now on by default", and a forked subagent "inherits the full conversation and prompt cache".

Coverage said the code was tested. Mutation testing found 13 places it was not.

This is the follow-up to Harness engineering for coding agent users, the article that supplies the guides-and-sensors vocabulary, and it reports what happened when Böckeler removed one half of that pair. She rebuilt an internal analytics…

DeepSeek's new API prices land August 16, and off-peak is not a way back to today's rates

DeepSeek promoted V4-Pro to general availability and, in the same post, announced that API billing moves to peak and off-peak rates at 16:00 UTC on August 16. Off-peak is exactly half of peak.

Compaction breaks your prompt cache, and Earendil says so in the mechanism

A first-party account of when the Pi coding agent compacts and what it sends when it does. Pi checks for auto-compaction after a turn ends, against a configurable token budget whose current default is 20 thousand tokens, "roughly 5 to 20…

Cursor turns pre-built cloud environments on by default on August 17

Cursor now prepares "ready-to-use copies of your development environment" in the background, by default once an hour, so a cloud agent forks a warm machine instead of booting, cloning repositories and running the install script at session…

An argument that benchmark pressure is why agents stopped asking questions

A short post, roughly 450 words, holding that Opus 5 is the more capable model on benchmarks and the worse one to work with, because Opus 4.7, Opus 4.8 and Fable "stop and ask questions if my intent was unclear" and "don't reinterpret or…

DeepSeek open-sourced its coding agent harness, and made the trajectory a first-class object

DeepSeek released dsh, its own coding agent harness, as a developer preview with the source under an MIT license. The design claim is that every capability is a swappable plugin: "models, tools, skills, sessions, sandboxes, storage,…

Zed built a new application around the idea that review belongs between commits

Delta is a separate application from Zed, in private beta as of yesterday, built on DeltaDB, the version control layer Zed has been developing publicly. The argument is about where the record of agent work lives.

Harness engineering for coding agent users

Not new, published April 2, 2026, and still the clearest map of the vocabulary the day's release is speaking. It splits an agent harness into guides that steer before the agent acts and sensors that observe after, each either…

Thread watch

AI agents lie, cheat and steal. That is putting off users

The Economist piece is paywalled and was not read for this edition, so nothing is reported here about what it argues. The discussion around it is the notable part: roughly 150 points and 188 comments by early evening Eastern on August 13,…

Datadog deleted a year of AI context files. Its evals got better.

Datadog scaled Cursor and Claude Code to its roughly 4,000-engineer org in under a year, moving from a 100-to-200-person pilot to more than a thousand daily users within a month of launch. Rather than write more rules, Boudrias's team…

Anthropic's long-horizon agents put the verifier in its own context window

Martin's talk lays out the architecture behind Anthropic's newer managed-agents surface for long-running work. The harness running the agent loop is decoupled from the containers executing its work and connected through an append-only…

Where code quality goes when nobody has time to read the diff

Osmani's argument is that code review does not scale to agent-generated volume, so quality has to move into the constraints placed around the agent: tests, mutation testing, complexity and line-length limits, and whatever else gates a…

Claude Code makes auto mode the default, backed by a 1,053-tester safety study

New Claude Code sessions on Pro, Max, and Team plans switch to auto mode by default on August 14, replacing per-command permission prompts with a classifier that blocks actions judged irreversible, destructive, or aimed outside the user's…

AI is removing the middle class of software engineering

Herrengt argues that AI didn't make bad engineering decisions worse, it just removed the limit on how fast a team can make them: a codebase can now absorb more change over one weekend than it used to accumulate while its senior engineer was…

TDD inside the agent loop doesn't pay for itself, a small controlled study finds

Böckeler had Sonnet 4.6 build the same small, medium and large greenfield tasks with and without TDD instructions, twice each across five batches, then had Opus 4.8 blind-judge the resulting code and tests without knowing which workflow…

A 10,000-line skill made a coding agent worse, and nobody noticed until it was measured

Nisi generated a 10,000-line skills library from WorkOS's documentation, with each skill hashed to its source section so it would only regenerate on a real doc change. Evals of that library took 68 minutes to run per pass, per the…

Why We Killed Our Multi-Agent Pipeline

AI Engineer conference talk, July 22, 2026. A pharma analytics pipeline that split signal detection, source localization, driver attribution and synthesis across separate agents produced individually correct but collectively incoherent…

The Tower Keeps Rising

lucumr.pocoo.org, July 13, 2026. Argues that coding agents remove the coordination friction, pull requests, code review, interface negotiation, that used to force a team's mental models of a shared system to stay synchronized, so…