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Agents2026-08-02 · source-backed
ARCHER is a test-driven multi-agent program-synthesis harness for building-compliance checking. Evaluating six harnesses of increasing agentic sophistication across four backbone models, deterministic orchestration won for every backbone, improving mean union accuracy 82% over naive single-pass prompting. Harness design, not model tier, closes most of the gap. That's the whole argument for data-sovereign agentic workflows in one result.
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A large-scale empirical study of 278,790 code review conversations across 300 open-source GitHub projects found human reviewers require 11.8% more back-and-forth rounds when reviewing AI-generated code versus human-written code. First quantification of how agentic coding chang...
HarnessOpt-Bench (arXiv 2608.06301) has a frontier LLM act as an optimizer receiving a target agent's seed harness (prompts, tools, control flow, memory, orchestration code) plus graded eval feedback and a fixed evaluation budget, then edits and nominates a candidate scored on...
Four frontier models. Five sealed engineering problems. The result everybody will quote is that Claude Fable 5 won. The result that should actually change how you work is buried three-quarters down the page. JuliaHub published an evaluation on July 30 running four frontier mod...
Anthropic: Claude Code Security Launch — The primary source with full technical details on how autonomous vulnerability scanning works. Essential reading for anyone building with Claude. ggml.ai Joins Hugging Face — Georgi Gerganov's announcement with the full vision for seaml...
The term stabilized across Martin Fowler's site, Addy Osmani, LangChain ("Agent = Model + Harness") and an arXiv exploratory study, converging on a five-layer definition: tool orchestration, verification loops, context and memory, guardrails, observability (Martin Fowler). The...
Gemini 3.7 Flash launched at a 50% introductory cut. Writer claimed 52% agent cost reduction via harness engineering. DeepSeek open-sourced its Harness under MIT so the orchestration layer is free. Hoplite (YC S26) launched to run "software factories" for teams that want to to...
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