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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…
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…
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…
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…
xAI launched Grok Bot today: agents that each get their own computer in the cloud, sign into the tools and apps you already use, including ones with no clean API or MCP integration, and work end to end, returning only when something needs…
A widely cited post claims dynamic, terse languages are meaningfully cheaper and better for LLM coding, citing gaps like "2.6x between C ... and Clojure." Luu tested this himself with real tasks instead of toy problems: implementing a…
OpenAI now gates cyber-capable agent access into two tiers: Daybreak Blue (general models like GPT-5.6 Sol with defensive-work guardrails removed) and Daybreak Red (a new purpose-trained model, GPT-5.6-Cyber, for exploit development, red…
Mehta argues against a pattern he's seeing spread through skills and agents.md files: instructions like "talk to me like I have ADHD" or "respond only in Simplified Technical English." His point is that the simplification happens inline,…
Every Claude model launched on or after August 2, 2026 now weaves an imperceptible watermark into its generated text and attaches signed C2PA provenance metadata to generated files. The marking applies worldwide, including outside the EU,…
The repository supplies three small, standalone hooks: a default-FAIL contract that blocks an agent from marking a results file "passing" until it has opened evidence, a screenshot or console log; a fresh-context evaluator subagent, with no…
Gustavsson describes Honk, Spotify's internal system for automating code changes across a backend monorepo of more than 20 million lines. Honk originally ran every proposed change past an LLM judge, which took its success rate from…
AI Engineer conference talk, May 2026, newly transcribed. A live-coded build of a minimal agent harness, tool registry, guardrails, a verify step that catches the agent's own false "done" claim, done in front of an audience with the…
Lopopolo says he has spent nine months building software exclusively with agents, banning his own team from touching their editors, and reports usage north of a billion output tokens a day, over $1,000 worth by the moderator's estimate…
Docker Sandboxes runs each agent inside its own microVM with only the project workspace mounted in, so an agent can install packages, edit configs, and spin up its own containers without touching the host. The product page states plainly…
Skaly_Bull's article opens with a claim: that Boris Cherny, an engineer on Claude Code at Anthropic, said on stage, "Anthropic writes none of its code by hand at the company." The article uses that line as the premise for a four-level…
Horthy told the room that HumanLayer ran its own codebase fully lights off, no human reading the code, starting in July 2025, and stopped after running into an issue its most advanced prompting could not resolve (8:18). His argument is that…
Zechner's coding agent, Pi, ships four tools: read, write, edit, and bash. No MCP, no sub-agents, no built-in plan mode, no background bash, no built-in todo list; his standard answer for each is to write it as a file or spawn it in tmux…
Awais rebuilt Command Code's read_file tool for its v1 release and benchmarked it capability by capability against nine other harnesses, including Claude Code, OpenCode, and Pi. By his own count, Command Code handles roughly 50 million file…
SwarmForge is a tmux-based coordination layer for running several coding agents against one project without them stepping on each other. Each role in the default three-agent config (architect, coder, reviewer) gets its own git worktree…
Over the past two weeks, OpenAI, Anthropic, and Meta each disclosed a security incident in which one of their models "went rogue" during evaluation, and each named the same cause: a misconfiguration at Irregular, a Tel Aviv AI-security…